Most-cited articles · 2024
The 100 most-cited articles in Sustainability, 2024
Ranked by OpenAlex citation count on 29 October 2026, out of 11,092 eligible articles Sustainability published in 2024. Ranks are frozen; this page will not change. Number one, with 594 citations: Recent Advances in the Remediation of Textile-Dye-Containing Wastewater: Prioritizing Human Health and Sustainable Wastewater Treatment.
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The highest-cited Sustainability articles from 2024 are led by a review of textile-dye wastewater remediation, which has 594 citations. Artificial intelligence in education and professional practice forms a large share of the upper rankings, including work on teachers’ AI-TPACK and generative AI for learning and productivity. A third cluster addresses sustainability transitions, covering renewable energy communities, biomass and biofuels, food preservation, composting, and ESG reporting.
For readers, the list offers a citation-based snapshot of which 2024 Sustainability articles drew the most attention in the literature. It can support browsing by theme, identifying frequently cited reviews, and observing which subjects attracted sustained reference across the eligible 11092 articles.
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Recent Advances in the Remediation of Textile-Dye-Containing Wastewater: Prioritizing Human Health and Sustainable Wastewater Treatment
Aravin Prince Periyasamy
594 citationsOpen access (CC-BY)doi:10.3390/su16020495OpenAlex
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Water makes up most of the Earth, although just 0.3% is usable for people and animals. The huge oceans, icecaps, and other non-potable water resources make up the remaining 99.7%. Water quality has declined in recent decades due to pollution from population growth, industry, unplanned urbanization, and poor water management. The textile industry has significant global importance, although it also stands as a major contributor to wastewater generation, leading to water depletion and ecotoxicity. This issue arises from the extensive utilization of harmful chemicals, notably dyes. The main aim of this review article is to combine and assess the impacts of textile wastewater that contains dyes and chemicals, and to examine their potential consequences on human health, aquatic health, and the environment. Moreover, the dedicated section presents an in-depth review of various environmentally sustainable approaches for the management and treatment of wastewater in the textile industry. These approaches encompass bio adsorbents, biological methods, membrane technology, ion exchange,…
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Teachers’ AI-TPACK: Exploring the Relationship between Knowledge Elements
Yimin Ning, Cheng Zhang, Binyan Xu, Ying Zhou, Tommy Tanu Wijaya
328 citationsOpen access (CC-BY)doi:10.3390/su16030978OpenAlex
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The profound impact of artificial intelligence (AI) on the modes of teaching and learning necessitates a reexamination of the interrelationships among technology, pedagogy, and subject matter. Given this context, we endeavor to construct a framework for integrating the Technological Pedagogical Content Knowledge of Artificial Intelligence Technology (Artificial Intelligence—Technological Pedagogical Content Knowledge, AI-TPACK) aimed at elucidating the complex interrelations and synergistic effects of AI technology, pedagogical methods, and subject-specific content in the field of education. The AI-TPACK framework comprises seven components: Pedagogical Knowledge (PK), Content Knowledge (CK), AI-Technological Knowledge (AI-TK), Pedagogical Content Knowledge (PCK), AI-Technological Pedagogical Knowledge (AI-TCK), AI-Technological Content Knowledge (AI-TPK), and AI-TPACK itself. We developed an effective structural equation modeling (SEM) approach to explore the relationships among teachers’ AI-TPACK knowledge elements through the utilization of exploratory factor analysis (EFA) and…
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AI-Powered Innovation in Digital Transformation: Key Pillars and Industry Impact
Abdulaziz Aldoseri, Khalifa N. Al‐Khalifa, A.M.S. Hamouda
314 citationsOpen access (CC-BY)doi:10.3390/su16051790OpenAlex
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Digital transformation systems generate a substantial volume of data, creating opportunities for potential innovation, particularly those driven by artificial intelligence. This study focuses on the intricate relationship between artificial intelligence and innovation as foundational elements in the digital transformation framework for sustained growth and operational excellence. This study provides a holistic perspective on the cultivation and pillars of AI-powered innovation, highlighting their pivotal role in revolutionizing industries, including healthcare, education, finance, manufacturing, transportation, and agriculture. The work emphasizes the key pillars essential for fostering AI-powered innovation, including monitoring performance measurement to use the power of the present, continuous learning and innovation, data analytics and insights, predictive analytics, and innovative product development. This study investigates how these pillars serve as the foundation for groundbreaking advancements, driving efficiency, enhancing decision-making processes, and fostering…
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Enhancing Work Productivity through Generative Artificial Intelligence: A Comprehensive Literature Review
Humaid Al Naqbi, Zied Bahroun, Vian Ahmed
302 citationsOpen access (CC-BY)doi:10.3390/su16031166OpenAlex
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In this review, utilizing the PRISMA methodology, a comprehensive analysis of the use of Generative Artificial Intelligence (GAI) across diverse professional sectors is presented, drawing from 159 selected research publications. This study provides an insightful overview of the impact of GAI on enhancing institutional performance and work productivity, with a specific focus on sectors including academia, research, technology, communications, agriculture, government, and business. It highlights the critical role of GAI in navigating AI challenges, ethical considerations, and the importance of analytical thinking in these domains. The research conducts a detailed content analysis, uncovering significant trends and gaps in current GAI applications and projecting future prospects. A key aspect of this study is the bibliometric analysis, which identifies dominant tools like Chatbots and Conversational Agents, notably ChatGPT, as central to GAI’s evolution. The findings indicate a robust and accelerating trend in GAI research, expected to continue through 2024 and beyond. Additionally,…
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Generative AI for Customizable Learning Experiences
Ivica Pesovski, Ricardo Santos, Roberto Henriques, Vladimir Trajkovik
272 citationsOpen access (CC-BY)doi:10.3390/su16073034OpenAlex
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The introduction of accessible generative artificial intelligence opens promising opportunities for the implementation of personalized learning methods in any educational environment. Personalized learning has been conceptualized for a long time, but it has only recently become realistic and truly achievable. In this paper, we propose an affordable and sustainable approach toward personalizing learning materials as part of the complete educational process. We have created a tool within a pre-existing learning management system at a software engineering college that automatically generates learning materials based on the learning outcomes provided by the professor for a particular class. The learning materials were composed in three distinct styles, the initial one being the traditional professor style and the other two variations adopting a pop-culture influence, namely Batman and Wednesday Addams. Each lesson, besides being delivered in three different formats, contained automatically generated multiple-choice questions that students could use to check their progress. This paper…
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A Review of Urban Digital Twins Integration, Challenges, and Future Directions in Smart City Development
Silvia Mazzetto
269 citationsOpen access (CC-BY)doi:10.3390/su16198337OpenAlex
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This review paper explores Urban Digital Twins (UDTs) and their crucial role in developing smarter cities, focusing on making urban areas more sustainable and well-planned. The methodology adopted an extensive literature review across multiple academic databases related to UDTs in smart cities, sustainability, and urban environments, conducted by a bibliometric analysis using VOSviewer to identify key research trends and qualitative analysis through thematic categorization. This paper shows how UDTs can significantly change how cities are managed and planned by examining examples from cities like Singapore and Dubai. This study points out the main hurdles like gathering data, connecting systems, handling vast amounts of information, and making different technologies work together. It also sheds light on what is missing in current research, such as the need for solid rules for using UDTs effectively, better cooperation between various city systems, and a deeper look into how UDTs affect society. To address research gaps, this study highlights the necessity of interdisciplinary…
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Artificial Intelligence Alone Will Not Democratise Education: On Educational Inequality, Techno-Solutionism and Inclusive Tools
Sahan Bulathwela, María Pérez‐Ortiz, Catherine Holloway, Mutlu Cukurova, John S. Shawe-Taylor
264 citationsOpen access (CC-BY)doi:10.3390/su16020781OpenAlex
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Artificial Intelligence (AI) in Education claims to have the potential for building personalised curricula, as well as bringing opportunities for democratising education and creating a renaissance of new ways of teaching and learning. Millions of students are starting to benefit from the use of these technologies, but millions more around the world are not, due to the digital divide and deep pre-existing social and educational inequalities. If this trend continues, the first large-scale delivery of AI in Education could lead to greater educational inequality, along with a global misallocation of educational resources motivated by the current techno-solutionist narrative, which proposes technological solutions as a quick and flawless way to solve complex real-world problems. This work focuses on posing questions about the future of AI in Education, intending to initiate the pressing conversation that could set the right foundations (e.g., inclusion and diversity) for a new generation of education that is permeated with AI technology. The main goal of our opinion piece is to…
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Collaborative Working and Critical Thinking: Adoption of Generative Artificial Intelligence Tools in Higher Education
Lena Ivannova Ruiz-Rojas, Luis Salvador-Ullauri, Patricia Acosta-Vargas
263 citationsOpen access (CC-BY)doi:10.3390/su16135367OpenAlex
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This study explores the impact of generative artificial intelligence tools on critical thinking and collaboration among university students, highlighting the importance of investigating these technologies due to their increasing integration into higher education and their potential to transform traditional pedagogical practices. A predominantly female sample was surveyed to assess their familiarity with and experience and perceptions of these tools. A total of 87% of the respondents had prior knowledge of generative AI tools, with 38% using them occasionally. Among the most popular tools are Canva 2024 (33%), Chat PDF (26%), and YOU.COM (24%). Additionally, 64% of the respondents believe that these tools significantly improve their critical thinking ability. Despite their high familiarity with and occasional use of these tools, the need for continuous training and technical support was identified. While generative AI tools show promising potential for enhancing collaboration and critical thinking in higher education, previous research has limitations, such as the lack of…
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Artificial Intelligence Adoption by SMEs to Achieve Sustainable Business Performance: Application of Technology–Organization–Environment Framework
Saeed Badghish, Yasir Ali Soomro
259 citationsOpen access (CC-BY)doi:10.3390/su16051864OpenAlex
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The primary purpose of this study was to investigate and present a theoretical model that identifies the most influential factors affecting the adoption of artificial intelligence (AI) by SMEs to achieve sustainable business performance in Saudi Arabia by integrating the Technology–Organization–Environment (TOE) framework. The authors utilized a quantitative method, using a survey instrument for this research. Data for this research were collected from managers working in six different sectors. Subsequently, based on company size, firms were divided into two groups, allowing multi-group analysis of small and medium-sized businesses to explore group differences. Hence, firm size played a moderating role in the conceptualized model. Data analysis was performed on SmartPLS 3, and the results suggest that dimensions of the TOE framework, such as relative advantage, compatibility, sustainable human capital, market and customer demand, and government support, play a significant role in the adoption of AI. Moreover, this study found a significant influence of AI on SMEs’ operational and…
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A Review of Renewable Energy Communities: Concepts, Scope, Progress, Challenges, and Recommendations
Shoaib Ahmed Shaikh, Amjad Ali, Antonio D’Angola
257 citationsOpen access (CC-BY)doi:10.3390/su16051749OpenAlex
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In recent times, there has been a significant shift from centralized energy systems to decentralized ones. These systems aim to satisfy local energy needs using renewable resources within the community. This approach leads to decreased complexity and costs, improved efficiency, and enhanced local resilience and supports energy independence, thereby advancing the transition toward zero carbon emissions. Community energy plays a pivotal role globally, particularly in European countries, driven by citizen engagement in generating power from renewable sources. The European Union, known for its focus on social innovation and citizen participation, recognizes the essential role of energy communities in its latest energy strategy. The concept for creating local energy communities or community-based energy projects has gained worldwide attention, demonstrating the economic, environmental, and efficiency benefits for using renewable energy sources. However, there is a noticeable gap in research covering all the updated aspects of renewable energy communities. This article provides an…
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Artificial Intelligence in Logistics Optimization with Sustainable Criteria: A Review
Wenwen Chen, Yangchongyi Men, Noelia Fuster, Celia Osorio, Angel Alejandro Juan
255 citationsOpen access (CC-BY)doi:10.3390/su16219145OpenAlex
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In recent years, the integration of artificial intelligence (AI) into logistics optimization has gained significant attention, particularly concerning sustainability criteria. This article provides an overview of the diverse AI models and algorithms employed in logistics optimization, with a focus on sustainable practices. The discussion covers several techniques, including generative models, machine learning methods, metaheuristic algorithms, and their synergistic combinations with traditional optimization and simulation methods. By employing AI capabilities, logistics stakeholders can enhance decision-making processes, optimize resource utilization, and minimize environmental impacts. Moreover, this paper identifies and analyzes prominent challenges within sustainable logistics, such as reducing carbon emissions, minimizing waste generation, and optimizing transportation routes while considering ecological factors. Furthermore, the paper explores emerging trends in AI-driven logistics optimization, such as the integration of real-time data analytics, blockchain technology, and…
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Human-Centered and Sustainable Artificial Intelligence in Industry 5.0: Challenges and Perspectives
Barbara Martini, Denise Bellisario, Paola Coletti
255 citationsOpen access (CC-BY)doi:10.3390/su16135448OpenAlex
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The aim of this position paper is to identify a specific focus and the major challenges related to the human-centered artificial intelligence (HCAI) approach in the field of Industry 5.0 and the circular economy. A first step towards the opening of a line of research is necessary to aggregate multidisciplinary and interdisciplinary skills to promote and take into consideration the different aspects related to this topic, from the more technical and engineering aspects to the social ones and the repercussions in terms of sustainability. The proposal and vision of this preliminary work is to identify and discuss a suitable field for such interaction. This field has been identified, specifically, within additive manufacturing (AM) in the context of Industry 5.0. Additive manufacturing (AM), is a disruptive opportunity for more sustainable production systems that can be better optimized with AI, becoming an ideal platform for interconnection between different levels of application and integration of HCAI concepts, and at the same time able to prove them. In this context, two prospective…
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Innovative and Sustainable Food Preservation Techniques: Enhancing Food Quality, Safety, and Environmental Sustainability
Hugo Miguel Lisboa, Matheus Augusto de Bittencourt Pasquali, Antônia Isabelly Monteiro dos Anjos, Ana Sarinho, Elói Duarte de Mélo and 5 more
249 citationsOpen access (CC-BY)doi:10.3390/su16188223OpenAlex
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Innovative and sustainable food preservation techniques are vital for enhancing food quality, safety, and reducing environmental impact. In this review, the methods aligned with sustainability goals are explored, focusing on their mechanisms, applications, and environmental benefits. It examines non-thermal technologies such as cold plasma, pulsed light technology, high-pressure processing (HPP), pulsed electric fields (PEFs), and ultraviolet (UV) radiation, which effectively inactivate microbes while preserving nutritional and sensory qualities. Natural preservatives, including plant extracts, microbial agents, and enzymes, are highlighted as eco-friendly alternatives to synthetic chemicals, supporting clean label initiatives. Advanced packaging solutions, such as biodegradable materials, intelligent packaging systems, and modified atmosphere packaging (MAP), are assessed for their role in reducing plastic waste, maintaining product quality, and extending shelf life. The review uses life cycle analyses to evaluate these techniques’ environmental impact, considering factors like…
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Biomass Energy and Biofuels: Perspective, Potentials, and Challenges in the Energy Transition
Debora Mignogna, Márta Szabó, Paolo Ceci, Pasquale Avino
246 citationsOpen access (CC-BY)doi:10.3390/su16167036OpenAlex
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Circular economy and sustainability are pivotal concepts in the discourse on the synergies between economic growth and environmental impact. As resource scarcity and environmental degradation intensify, advancements in energy conversion technologies become crucial for a sustainable economic model. Currently dependent on fossil fuels, the global economy must shift to a sustainable framework focused on bioenergy. Biomass, a renewable energy source, offers a promising solution by converting waste into valuable resources, reducing waste and environmental impact, and creating economic opportunities. Biofuels and bioproducts can meet energy needs while reducing greenhouse gas emissions and addressing global warming. Recent advances in biofuels, supported by initiatives and policies, promote more sustainable energy production. This paper aims to highlight the potential of biomass in meeting contemporary energy demand and provides an overview of biofuels and their production as a renewable alternative to fossil fuels. It also explores the future of agriculture and energy sectors,…
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Navigating the Challenges of Environmental, Social, and Governance (ESG) Reporting: The Path to Broader Sustainable Development
Shauhrat Singh Chopra, Sachini Supunsala Senadheera, Pavani Dulanja Dissanayake, Piumi Amasha Withana, Rajeev Chib and 2 more
232 citationsOpen access (CC-BY)doi:10.3390/su16020606OpenAlex
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The ascent of environmental, social, and governance (ESG) reporting has established itself as a global standard in financial markets, reflecting a paradigm shift toward corporate sustainability. Despite this, persistent concerns surround the quality of ESG reporting and its tangible impact on Sustainable Development (SD). To address the imperative transition toward a broader SD agenda within the ESG reporting framework, this study delves into contemporary issues and challenges associated with ESG reporting. It emphasizes the scarcity of interdisciplinary expertise across diversified fields, which is a crucial element for establishing robust reporting mechanisms capable of encompassing the multifaceted nature of sustainability. To address this, ESG reporting should extend beyond its company-centric focus, adapting traditional accounting systems to more effectively incorporate evolving ESG disclosure demands. This adjustment will facilitate a transparent portrayal of environmental and social impacts. The Social and Environmental Accounting (SEA) framework presents a structured…
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Barriers and Challenges Affecting Quality Education (Sustainable Development Goal #4) in Sub-Saharan Africa by 2030
Alexis Zickafoose, Olawunmi Ilesanmi, Miguel Alejandro Díaz Manrique, Anjorin Ezekiel Adeyemi, Benard Waswa Walumbe and 4 more
222 citationsOpen access (CC-BY)doi:10.3390/su16072657OpenAlex
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Education is a fundamental human right and a crucial tool for sustainable human capacity development, which can advance the economic growth of a country. Yet for many children in sub-Saharan Africa (SSA), quality education remains out of reach. This study aimed to identify the barriers and challenges to enacting Sustainable Development Goal 4: “Ensuring Inclusive, Equitable, and Quality Education and the Promotion of Lifelong Learning Opportunities for All”. Through a content analysis of the relevant literature, we identified three themes: funding constraints, access and inclusion, and teacher education. Regarding funding, issues of resource allocation, technical capacity, and accountability were identified as primary factors requiring intervention strategies to become fully realized in SSA. When exploring access and inclusion, we found that incorporating students with disabilities, gender disparities, physical barriers, and inadequate curriculum are essential factors limiting quality education in SSA. Finally, teachers’ conditions and training emerged as crucial challenges to reach…
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Composting as a Sustainable Solution for Organic Solid Waste Management: Current Practices and Potential Improvements
Elena Elisabeta Manea, Costel Bumbac, Laurențiu Dinu, Marius Bumbac, Cristina Mihaela Nicolescu
207 citationsOpen access (CC-BY)doi:10.3390/su16156329OpenAlex
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With increases in global population and urbanization, the production of Municipal Solid Waste (MSW) is growing rapidly, thus contributing to social and environmental concerns for sustainable waste management. This study addresses the research gap in optimizing composting, hypothesizing that integrating best practices and recent innovations can enhance the efficiency of the process. Data were collected through a systematic review of existing literature using Google Scholar and Scopus databases. The review provides an overview of municipal organic waste composting, outlining its processes, benefits, and challenges with the aim of identifying key area of further improvement and possibilities of adopting recent technological innovations. The analysis emphasized that technological advances in composting, as microbial inoculants or in-vessel composting have greatly improved the efficiency and quality of the resulting compost. However, several challenges remain, including managing contaminants such as heavy metals and microplastics, ensuring the compost quality and safety and addressing…
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Artificial Intelligence and the Transformation of Higher Education Institutions: A Systems Approach
Evangelos G. Katsamakas, Oleg V. Pavlov, Ryan Saklad
194 citationsOpen access (CC-BY)doi:10.3390/su16146118OpenAlex
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Artificial intelligence (AI) advances and the rapid adoption of generative AI tools, like ChatGPT, present new opportunities and challenges for higher education. While substantial literature discusses AI in higher education, there is a lack of a systems approach that captures a holistic view of the structure and dynamics of the AI transformation of higher education institutions (HEIs). To fill this gap, this article develops a causal loop diagram (CLD) to map the causal feedback mechanisms of AI transformation in a typical HEI. We identify important variables and their relationships and map multiple reinforcing and balancing feedback loops accounting for the forces that drive the AI transformation and its impact on value creation in a typical HEI. The model shows how, motivated by AI technology advances, the HEI can invest in AI to improve student learning, research, and administration while dealing with academic integrity problems and adapting to job market changes by emphasizing AI-complementary student skills. We explore model insights, scenarios, and policy interventions and…
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The Impact of Digital Marketing on the Performance of SMEs: An Analytical Study in Light of Modern Digital Transformations
Abdel‐Aziz Ahmad Sharabati, Ahmed Ali Atieh Ali, Mahmoud Izzat Allahham, Alhareth Mohammed Abu Hussein, Ahmad Fathi Alheet and 1 more
181 citationsOpen access (CC-BY)doi:10.3390/su16198667OpenAlex
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This research intends to evaluate the effect on the performance of small and medium enterprises (SMEs) of technological developments, including digital marketing, and to determine the variables that affect the relationship. Because these businesses are essential to driving local economies, boosting local economic growth, and creating job opportunities, this is a very important question, and figuring out how to best help them succeed through digital marketing is critical. The data were generated from a sample of 190 marketing companies, and each of the managers of these companies was surveyed for the information needed. This research focuses on the impact of SMEs’ performance through digital marketing strategies, including online advertising, social media marketing, search engine optimization (SEO), and customer engagement through digital channels. A further analysis was performed looking at the mediating effect of digital transformation on the relationship between digital marketing and firm performance. The theoretical lens in the current study is the Technology Acceptance Model…
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Transforming Public Service Delivery: A Comprehensive Review of Digitization Initiatives
Jonathan Jacob Paul Latupeirissa, Ni Luh Yulyana Dewi, I Kadek Rian Prayana, Melati Budi Srikandi, Sahri Aflah Ramadiansyah and 1 more
180 citationsOpen access (CC-BY)doi:10.3390/su16072818OpenAlex
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Digital transformation improves public services by integrating digital technology. The rapid use of digital technology in the public sector may marginalize groups without access to or familiarity with digital platforms. This can create a digital divide, worsening inequities by leaving people who cannot access digital services behind. This research will examine public service delivery digital transformation projects and their effects on local governments. The study uses a thorough literature evaluation and case studies of digital transformation projects in different nations. Scopus was used to find relevant content and current public sector digitization research, papers, and publications and they were examined. The study included a variety of opinions on the issue. The assessment found that digital transformation improves efficiency, citizen involvement, and government accountability in public service delivery. Digital transformation may face obstacles that must be overcome. This research demonstrated that improving organizational efficiency, meeting citizen expectations, and…
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Empowering Communities to Act for a Change: A Review of the Community Empowerment Programs towards Sustainability and Resilience
Diana Dushkova, Olga Ivlieva
174 citationsOpen access (CC-BY)doi:10.3390/su16198700OpenAlex
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At the global level, significant efforts have been made to address societal challenges and improve the lives of people and restore the planet’s ecosystems through sustainability and resilience programs. These programs, however, tend to be driven by governments, private sectors, and financial institutions, and therefore often lack a process of empowerment to ensure that the local communities can participate actively in co-designing and implementing these programs. More knowledge is needed on how to develop such programs and how the process of empowerment can be organized so that it supports in the long run sustainability transformation. Against this background, the paper explores the role of community empowerment programs as a critical tool for sustainability management strategies and practices. A semi-systematic review of 21 community empowerment programs for sustainability and resilience is conducted. The analysis reveals that the programs mostly aimed to address challenges such as the lack of education and capacity, limited access to basic services and resources, and poor…
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Renewable Revolution: A Review of Strategic Flexibility in Future Power Systems
Sulman Shahzad, Elżbieta Jasińska
171 citationsOpen access (CC-BY)doi:10.3390/su16135454OpenAlex
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The global shift toward integrating renewable energy sources, such as solar and wind power, is revolutionizing the energy landscape, presenting both opportunities and challenges for power system operations. This paper delves into the critical concept of power system flexibility, emphasizing the importance of maintaining reliable service amidst unpredictable fluctuations in supply and demand. Given the intermittent nature of renewable energy, this paper explores key aspects of flexibility, including generation, demand-side, and grid flexibility, and their roles in sustaining grid stability. Various strategies to enhance flexibility in future power networks are examined, such as advanced energy storage technologies, demand response programs, grid expansion and interconnection, sophisticated forecasting methods, and adaptive power generation. Additionally, this paper underscores the pivotal role of market and regulatory reforms in facilitating the integration of renewable energy sources and enhancing grid adaptability. By analyzing the benefits, limitations, and future prospects of…
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Transforming Healthcare in Saudi Arabia: A Comprehensive Evaluation of Vision 2030’s Impact
Zakaria Ahmed Mani, Krzysztof Goniewicz
171 citationsOpen access (CC-BY)doi:10.3390/su16083277OpenAlex
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This comprehensive rapid review meticulously evaluates the transformative influence of Vision 2030 on the healthcare sector in Saudi Arabia. Vision 2030, with its broad scope, targets an extensive overhaul of healthcare through infrastructure enhancement, digital health adoption, workforce empowerment, innovative public health initiatives, and advancements in quality of care and patient safety. By employing a rigorous analytical approach, this review synthesizes a broad spectrum of data highlighting Saudi Arabia’s significant progress toward establishing an accessible, efficient, and superior healthcare system. It delves into the kingdom’s alignment with global healthcare trends and its distinctive contributions, notably in digital health and public health, illustrating a proactive stance on future healthcare challenges. The analysis rigorously explores Vision 2030’s ambitious objectives and the concrete outcomes achieved, providing deep insights into the evolving healthcare landscape in Saudi Arabia. Furthermore, it assesses the global ramifications of these reformative efforts,…
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Artificial Intelligence Bringing Improvements to Adaptive Learning in Education: A Case Study
Claudio Giovanni Demartini, Luciano Sciascia, Andrea Bosso, Federico Manuri
166 citationsOpen access (CC-BY)doi:10.3390/su16031347OpenAlex
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Despite promising outcomes in higher education, the widespread adoption of learning analytics remains elusive in various educational settings, with primary and secondary schools displaying considerable reluctance to embrace these tools. This hesitancy poses a significant obstacle, particularly given the prevalence of educational technology and the abundance of data generated in these environments. In contrast to higher education institutions that readily integrate learning analytics tools into their educational governance, high schools often harbor skepticism regarding the tools’ impact and returns. To overcome these challenges, this work aims to harness learning analytics to address critical areas, such as school dropout rates, the need to foster student collaboration, improving argumentation and writing skills, and the need to enhance computational thinking across all age groups. The goal is to empower teachers and decision makers with learning analytics tools that will equip them to identify learners in vulnerable or exceptional situations, enabling educational authorities to…
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Sustainable Solutions Through Innovative Plastic Waste Recycling Technologies
Mohammad Alaghemandi
161 citationsOpen access (CC-BY)doi:10.3390/su162310401OpenAlex
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Innovation in plastic waste recycling technologies is essential for tackling the environmental challenges of plastic pollution. Traditional plastic waste management strategies, such as landfill disposal and mechanical recycling, are increasingly recognized as insufficient for addressing the problem’s complexity and scale. This review highlights advanced methods that transform plastic waste into valuable resources, aligning with circular economy principles. I focus on cutting-edge technologies such as chemical recycling that convert mixed and contaminated plastics back into monomers for new production. Biological approaches utilizing enzymes and microorganisms are studied for their potential to biodegrade resistant plastics like PET. Additionally, mechanical innovations like advanced sorting techniques leveraging AI and compatibilization strategies that enhance the quality of recycled materials are discussed. By analyzing recent developments and practical applications, effective and economically viable solutions are identified. These findings emphasize that ongoing technological…
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A Comprehensive Review of Sustainability in Natural-Fiber-Reinforced Polymers
Vishnu Prasad, Amal Alliyankal Vijayakumar, Thomasukutty Jose, Soney C. George
159 citationsOpen access (CC-BY)doi:10.3390/su16031223OpenAlex
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Fiber-reinforced polymer composites (FRCs) from renewable and biodegradable fiber and sustainable polymer resins have gained substantial attention for their potential to mitigate environmental impacts. The limitations of these composites become evident when considered in the context of high-performance engineering applications, where synthetic fiber composites like glass or carbon FRCs typically dominate. A balance between the performance of the composite and biodegradability is imperative in the pursuit of what may be termed an environmentally conscious composite. This comprehensive review article provides some insight into the sustainability of FRCs, alongside detailing the sustainability considerations at various stages—materials, performance, applications, and end of life. The discussion also covers the different types of sustainable natural fibers and the types of polymer resins with some of the current achievements in the mechanical and functional properties of such composites, followed by a broad survey of their potential applications across diverse engineering applications.
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Navigating Digital Transformation and Technology Adoption: A Literature Review from Small and Medium-Sized Enterprises in Developing Countries
Jaime Díaz, Jorge Hochstetter-Diez, Ana Bustamante-Mora, Samuel Sepúlveda, Isidora Albayay and 1 more
157 citationsOpen access (CC-BY)doi:10.3390/su16145946OpenAlex
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This article examines digital transformation and technology adoption within small and medium-sized enterprises (SMEs) in developing countries. It focuses on identifying the mechanisms that facilitate or hinder the integration of new technologies in these contexts, often constrained by specific socioeconomic and cultural factors. The research employed a systematic literature review, adhering to a structured protocol to explore existing studies. Critical stages of this review included defining research questions, developing a comprehensive search strategy, and systematically selecting and analyzing relevant studies from significant databases. The review reveals a significant emphasis on basic information systems as the primary form of technology adoption in SMEs within developing countries, with more advanced technologies like cloud computing and artificial intelligence being less common. Factors such as the entrepreneurial ecosystem and external social influences, including government and private sector initiatives, play pivotal roles in shaping these adoption patterns. This study…
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Virtual Worlds for Learning in Metaverse: A Narrative Review
Robertas Damaševičius, Tatjana Sidekerskienė
155 citationsOpen access (CC-BY)doi:10.3390/su16052032OpenAlex
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As digital technologies continue to evolve, they offer unprecedented opportunities to transform traditional educational paradigms. Virtual worlds offer a dynamic and immersive platform for fostering sustainability education, bridging the gap between theoretical knowledge and practical application. In these interactive environments, students can engage with complex ecological systems and sustainability challenges in a risk-free setting, allowing for experimentation and exploration that would be impractical or impossible in the real world. This study aims to investigate the application of various types of virtual worlds in educational settings, examine their characteristics and potential, and explore how they foster critical 21st-century skills like critical thinking, creativity, communication, and collaboration. This paper comprehensively explores various types of virtual worlds—Adventure World, Simulation World, Creative World, Role-Playing World, and Collaborative World—assessing their impact on educational processes and outcomes. Adventure Worlds, with narrative-driven quests,…
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Addressing Hydrogen Sulfide Corrosion in Oil and Gas Industries: A Sustainable Perspective
Mohammadtaghi Vakili, Petr Koutnı́k, Jan Kohout
155 citationsOpen access (CC-BY)doi:10.3390/su16041661OpenAlex
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In the oil and gas industry, the corrosion attributed to hydrogen sulfide (H2S) is one of the most significant challenges. This review paper systematically investigates the diverse facets of H2S corrosion, including its sources, corrosion locations, mechanisms, and resultant corrosion products. Understanding different forms of H2S corrosion, such as stress-oriented hydrogen-induced cracking (SO-HIC), sulfide stress cracking (SSC), and hydrogen-induced cracking (HIC), provides a thorough comprehension of these phenomena. The paper discusses critical factors influencing H2S corrosion, such as temperature, flow rate, pH, and H2S concentration, highlighting their implications for sustainable practices in the oil and gas sector. The review emphasizes the significance of monitoring and mitigation strategies, covering continuous monitoring, applying corrosion inhibitors, selecting materials, and conducting thorough data analysis and reporting. Furthermore, the role of training in fostering a sustainable approach to H2S corrosion management is highlighted. This exploration advances the…
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Integrating Generative AI and IoT for Sustainable Smart Tourism Destinations
Pannee Suanpang, Pattanaphong Pothipassa
152 citationsOpen access (CC-BY)doi:10.3390/su16177435OpenAlex
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This paper aims to develop a groundbreaking approach to fostering inclusive smart tourism destinations by integrating generative artificial intelligence (Gen AI) with natural language processing (NLP) and the Internet of Things (IoT) into an intelligent platform that supports tourism decision making and travel planning in smart tourism destinations. The acquisition of this new technology was conducted using Agile methodology through requirements analysis, system architecture analysis and design, implementation, and user evaluation. The results revealed that the synergistic combination of these technologies was organized into three tiers. The system provides information, including place names, images, descriptive text, and an audio option for users to listen to the information, supporting tourists with disabilities. Employing advanced AI algorithms alongside NLP, developed systems capable of generating predictive analytics, personalized recommendations, and conducting real-time, multilingual communication with tourists. This system was implemented and evaluated in Suphan Buri and…
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Contribution of Road Vehicle Tyre Wear to Microplastics and Ambient Air Pollution
Barouch Giechaskiel, Theodorοs Grigoratos, Marcel Mathissen, Joris T.K. Quik, Peter Tromp and 3 more
152 citationsOpen access (CC-BY)doi:10.3390/su16020522OpenAlex
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Tyre particles are generated by shear forces between the tread and the road or by volatilisation. Tyre abrasion (wear) contributes from one-third to half of microplastics unintentionally released into the environment. The major part ends up in the soil, a considerable amount is released into the aquatic environment, and a small percentage becomes airborne. Nevertheless, tyre abrasion contributes to 5–30% of road transport particulate matter (PM) emissions. This corresponds to approximately 5% of total ambient PM emissions. The particle mass size distribution peak at around 20 to 100 μm, with a second peak in the 2–10 μm range. A nucleation mode has been reported in some studies. The absolute abrasion levels depend on the tyre, vehicle, and road characteristics, but also on environmental conditions and driving style. Most tyre particle emission factors in the literature are based on data prior to the year 2000. We aggregated recent studies and found a mean abrasion of 110 mg/km per vehicle or 68 mg/km/t for passenger cars (based on approximately 300 measurements). Based on a limited…
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The Evolution of Digital Cultural Heritage Research: Identifying Key Trends, Hotspots, and Challenges through Bibliometric Analysis
Yuntao Lian, Jiafeng Xie
151 citationsOpen access (CC-BY)doi:10.3390/su16167125OpenAlex
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Heritage preservation fundamentally represents an act of communication, with digitization and virtual access driving cultural heritage research development and dissemination. These tools stimulate the creation of cultural heritage content and inspire public engagement in learning about and preserving heritage. Despite substantial academic focus on digital cultural heritage (DCH) research, systematic assessment methods remain lacking. This paper researches the application of digital technologies in cultural heritage studies using CiteSpace 6.2 R4 to analyze the evolution of DCH, identifying research hotspots and predicting future trends. The key findings include the following: (1) Current DCH research focuses on countries with significant national power, but future studies should emphasize regions rich in cultural heritage and promote transnational and interdisciplinary research. (2) DCH research concentrates on three areas: the use of VR, AR, and other interactive digital technologies to enhance cultural heritage experiences; the development of cultural relic databases and digital…
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ChatGPT: Challenges and Benefits in Software Programming for Higher Education
Carlos Alexandre Gouvea da Silva, Felipe Negrelle Ramos, Rafael Veiga de Moraes, Edson Leonardo dos Santos
150 citationsOpen access (CC-BY)doi:10.3390/su16031245OpenAlex
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ChatGPT is a substantial language model developed by OpenAI, rooted in the GPT-3.5 architecture, with the capacity to generate human-like responses to text-based inputs. ChatGPT serves various purposes, encompassing chatbots, customer service, and personal assistants, which can significantly contribute to sustainability initiatives. Its applications range from language translation and content creation to text summarization. Utilizing ChatGPT offers several advantages, notably its rapid response generation, high accuracy, and its capacity to evolve and improve over time, aligning with sustainability goals for efficiency and innovation. In an educational context, ChatGPT can provide invaluable support to students and educators, aiding in tasks such as generating summaries for extensive texts and addressing subject-related queries. For programming education, ChatGPT can assist students with coding assignments by offering suggestions, hints, and even generating code snippets, fostering sustainable coding practices. Nevertheless, employing ChatGPT in coding education presents challenges,…
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The Impact of AI and LMS Integration on the Future of Higher Education: Opportunities, Challenges, and Strategies for Transformation
Nayef Shaie Alotaibi
146 citationsOpen access (CC-BY)doi:10.3390/su162310357OpenAlex
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The integration of artificial intelligence (AI) and learning management systems (LMS) is revolutionising higher education, offering unprecedented opportunities for personalised learning, adaptive assessments, and data-driven decision-making. This review investigates the impact of AI–LMS integration on educational quality, student success, and institutional performance in higher education. In addition, this review not only examines the technological integration but also evaluates how AI–LMS systems contribute to sustainable development in higher education through reduced resource consumption, improved accessibility, and enhanced educational equity. Following the PRISMA 2020 guidelines, a comprehensive search of the Scopus database yielded 60 relevant studies published between 2014 and 2023. The review reveals significant benefits of AI–LMS integration, including enhanced student engagement, personalised learning paths, and improved learning outcomes. Key applications include AI-powered conversational agents, adaptive assessments, and learning analytics. However, challenges such as…
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An Overview of the Role of Forests in Climate Change Mitigation
Kyriaki Psistaki, Georgios Τsantopoulos, Anastasia Κ. Paschalidou
146 citationsOpen access (CC-BY)doi:10.3390/su16146089OpenAlex
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Nowadays, climate change is recognized as one of the biggest problems the world is facing, posing a potential threat to the environment and almost all aspects of human life. Since the United Nations Framework Convention on Climate Change in 1992, many efforts have been made to mitigate climate change, with no considerable results. According to climate change projections, temperatures will continue to rise, and extreme weather events will become more frequent, prolonged, and intense. Reflecting these concerns, the 2015 Paris Agreement was adopted as the cornerstone for reducing the impact of climate change, aiming to limit global warming below 2 °C and even keep the temperature rise below 1.5 °C. To achieve this international goal, focused mitigation actions will be required. Climate change has a strong impact on forests, enhancing their growth but also posing risks to them. Conversely, forests can mitigate climate change, as they have a considerable impact on global surface temperatures through their influence on the land–atmosphere energy exchange and the absorption of vast amounts…
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Mechanisms of Heavy Metal Tolerance in Bacteria: A Review
Nnabueze Darlington Nnaji, Chukwudi Uzoma Anyanwu, Taghi Miri, Helen N. Onyeaka
138 citationsOpen access (CC-BY)doi:10.3390/su162411124OpenAlex
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Heavy metal pollution from industrial activities and poor waste disposal poses significant environmental and health threats to humans and animals. This calls for sustainable approaches to the cleanup of heavy metals. This review explores metal tolerance mechanisms of bacteria such as the formation of biofilms, efflux systems, and enzymatic detoxification. These mechanisms allow bacteria communities to adapt and survive in contaminated environments. These adaptations are enhanced by mutations in the bacteria genes and by horizontal gene transfers, enabling bacteria species to survive under environmental stress while simultaneously contributing to nutrient cycling and the decomposition of organic matter. This review further explores the symbiotic interactions between bacteria, plants, and animals. These relationships enhance the metal tolerance ability of the different living organisms involved and are also very important in the bioremediation and phytoremediation of heavy metals. Plant growth-promoting rhizobacteria, Rhizobium, and Bacillus species are very important contributors to…
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A Comprehensive Review and Recent Trends in Thermal Insulation Materials for Energy Conservation in Buildings
Amir Ali, Anas Issa, Ahmed Elshaer
138 citationsOpen access (CC-BY)doi:10.3390/su16208782OpenAlex
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In recent years, energy conservation became a strategic goal to preserve the environment, foster sustainability, and preserve valuable natural resources. The building sector is considered one of the largest energy consumers globally. Therefore, insulation plays a vital role in mitigating the energy consumption of the building sector. This study provides an overview of various organic and inorganic insulation materials, recent trends in insulation systems, and their applications, advantages, and disadvantages, particularly those suitable for extreme climates. Moreover, natural and composite materials that can be used as a low-cost, thermally efficient, and sustainable option for thermal insulation are discussed along with their thermal properties-associated problems, and potential solutions that could be adopted to utilize natural and sustainable options. Finally, the paper highlights factors affecting thermal performance and essential considerations for choosing a particular insulation system for a particular region. It is concluded that the most commonly used insulation materials…
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Current Status of Sustainable Food Packaging Regulations: Global Perspective
Devyani Thapliyal, Manisha Karale, Vaibhav Diwan, Shisher Kumra, Raj Kumar Arya and 1 more
138 citationsOpen access (CC-BY)doi:10.3390/su16135554OpenAlex
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This review offers a global overview of the status of laws governing sustainable food packaging materials. The review highlights the regulatory framework for several sustainable packaging options, including paper-based packaging, compostable materials, and biodegradable plastics. The review focuses on the European, Indian, South Korean, Japanese, Chinese, Australian, British, and American regulations. Generally, the trend towards sustainable food packaging legislation is anticipated to continue, with more nations and regions putting policies into place to cut waste and encourage a circular economy. This will probably spur the development of new environmentally friendly packaging materials and motivate companies to use greener methods.
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Pathway to Sustainability: An Overview of Renewable Energy Integration in Building Systems
Vennapusa Jagadeeswara Reddy, N. P. Hariram, Mohd Fairusham Ghazali, Kumarasamy Sudhakar
136 citationsOpen access (CC-BY)doi:10.3390/su16020638OpenAlex
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Decarbonizing the building sector is crucial for mitigating climate change, reducing carbon emissions, and achieving an energy production–consumption balance. This research aims to identify key design principles and strategies to enhance energy savings and analyze the integration potential of renewable energy sources (RES) such as solar, wind, geothermal, and biomass, providing in-depth technical exploration and evaluating current building developments. Moreover, the study also examines recent developments, explicitly focusing on integrating hybrid renewable energy systems, energy storage solutions, and AI-based technological innovations. Through comprehensive analysis and critical evaluation, this research provides valuable insights and practical recommendations for achieving building sustainability and advancing the transition towards a low-carbon built environment.
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Exploring the Role of Tourist Pro-Environmental Behavior in Autonomous Vehicle Adoption: A TPB and PLS-SEM Approach
Qingyu Zhang, Muhammad Zada, Salman Khan, Hossam Haddad, Nidal Mahmoud Al-Ramahi and 1 more
135 citationsOpen access (CC-BY)doi:10.3390/su16209021OpenAlex
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As businesses and governments increasingly explore innovative strategies to promote pro-environmental behavior, autonomous vehicles (AVs) have emerged as a key initiative for fostering sustainable communities. However, the specific norms—personal, descriptive, and subjective—that influence behavioral intentions regarding AV adoption remain underexplored. This research addresses this gap by integrating the extended theory of planned behavior (TPB) with pro-environmental variables to examine both direct and indirect influences on behavioral intentions. Using Partial Least Squares Structural Equation Modeling (PLS-SEM), the proposed model was validated with data from 516 domestic Chinese tourists. The findings highlight that subjective norms and trust significantly shape positive intentions toward adopting autonomous vehicles. Furthermore, environmental knowledge and concerns exert a significant indirect impact on these intentions, underscoring the complex interplay of factors that drive pro-environmental behavior. These results provide valuable insights for policymakers and…
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Environmental Education: A Systematic Review on the Use of Digital Tools for Fostering Sustainability Awareness
Mira Hajj-Hassan, Rawad Chaker, Anne‐Marie Cederqvist
134 citationsOpen access (CC-BY)doi:10.3390/su16093733OpenAlex
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Recently, sustainable development practices have increased attention as climate change and environmental impacts have increased. Interventions to encourage sustainability awareness are developing, so fostering them through education is crucial. Evidence-based studies conducted in this field have suggested the use of different digital tools to promote environmental learning gains and to foster better sustainability awareness among students. Following the PRISMA method, we found 21 articles published between 2013 and 2023 showing an interest in the use of digital tools in environmental education to foster sustainability awareness among learners. Findings indicate that virtual reality tools and climate change topics are the most trending in this research area. Further, the results show a positive impact of the use of digital tools on students’ concern for the sustainability of the planet.
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Rooted in Nature: The Rise, Challenges, and Potential of Organic Farming and Fertilizers in Agroecosystems
Dinesh Panday, Nikita Bhusal, Saurav Das, Arash Ghalehgolabbehbahani
134 citationsOpen access (CC-BY)doi:10.3390/su16041530OpenAlex
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Organic farming, which is deeply rooted in traditional agricultural practices, has witnessed a profound evolution over the last century. Transitioning from a grassroots initiative resisting the industrialization of agriculture to a global industry, organic farming now plays a pivotal role in addressing contemporary challenges related to environmental health, sustainability, and food safety. Despite the growing consumer demand for organic products and market access, organic farming has its challenges. This paper discusses the origin and evolution of organic farming with an emphasis on different types of organic fertilizers, benefits, and challenges. Nutrient variability and the slow-release nature of organic fertilizer often do not meet crop demands and can substantially reduce yield. Some organic fertilizers, like manure and biosolids, can provide a higher yield benefit, but there are environmental and health risks associated with them. Weed and pest management in organic farming can be labor-intensive and increase costs. Inefficient planning of organic farming and rapid transition…
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Integration of HEC-RAS and HEC-HMS with GIS in Flood Modeling and Flood Hazard Mapping
İsmail Bilal Peker, Sezar Gülbaz, Vahdettin Demir, Osman Orhan, Neslihan Beden
133 citationsOpen access (CC-BY)doi:10.3390/su16031226OpenAlex
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Floods are among the most devastating disasters in terms of socio-economics and casualties. However, these natural disasters can be managed and their effects can be minimized by flood modeling performed before the occurrence of a flood. In this study, flood modeling was developed for the Göksu River Basin, Mersin, Türkiye. Flood hazard and risk maps were prepared by using GIS, HEC-RAS, and HEC-HMS. In hydraulic modeling, Manning’s n values were obtained from 2018 CORINE data, return period flow rates (Q25, Q50, Q100, Q500) were obtained from HEC-HMS, and the application was carried out on a 5 m resolution digital surface model. In the study area, the water depths could reach up to 10 m, and water speeds were approximately 0.7 m/s. Considering these values and the fact that the study area is an urban area, hazard maps were obtained according to the UK Department for Environment, Food and Rural Affairs (DEFRA) method. The results indicated that possible flood flow rates from Q25 to Q500, from 1191.7 m3/s to 1888.3 m3/s, were detected in the study area with HEC-HMS. Flooding also…
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Seeding a Sustainable Future: Navigating the Digital Horizon of Smart Agriculture
Sakshi Balyan, Harsita Jangir, Shakti Nath Tripathi, Arpita Tripathi, Tripta Jhang and 1 more
131 citationsOpen access (CC-BY)doi:10.3390/su16020475OpenAlex
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Agriculture is essential to the existence of the human race, as well as the foundation of our civilization, because it provides food, fuel, fiber, and other resources necessary for survival; however, it is facing critical challenges due to anthropogenic climate change, which hampers food and nutritional security. Consequently, the agriculture industry must adjust to farming issues, such as the shift in global temperatures and environmental degradation, the scarcity of farm workers, population growth, and dietary changes. Several measures have been implemented to enhance agricultural productivity, including plant breeding, genetic engineering, and precision agriculture. In recent years, the world has witnessed the burgeoning development of novel scientific innovations and technological advancements enabled by drones, smart sensors, robotics, and remote sensing, resulting in a plethora of revolutionary methods that can be applied to real-time crop modeling, high-throughput phenotyping, weather forecasting, yield prediction, fertilizer application, disease detection, market trading,…
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Digital Leadership and Sustainable Competitive Advantage: Leveraging Green Absorptive Capability and Eco-Innovation in Tourism and Hospitality Businesses
Hamada Hussein, Omaima Munawar Albadry, Viju Mathew, Bassam Samir Al‐Romeedy, Omar Alsetoohy and 2 more
130 citationsOpen access (CC-BY)doi:10.3390/su16135371OpenAlex
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This study explores the influence of digital leadership (DL) on sustainable competitive advantage (SCA) in tourism and hospitality businesses, focusing on green absorptive capability (GAC) and eco-innovation (EI) as mediators. This study focused on middle-line management in travel agencies and hotels in Saudi Arabia. A total of 323 valid responses were collected and analyzed using WarpPLS 7.0, a PLS-SEM analysis tool. DL positively affected SCA, GAC, and EI. In addition, SCA was positively impacted by GAC and EI. Furthermore, this study found that GAC and EI significantly mediated the DL→SCA relationship. This study enhances the Dynamic Capabilities Theory, offering valuable insights for tourism and hospitality managers to utilize digital strategies and environmental initiatives for eco-conscious market competitiveness.
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The Transformative Power of Generative Artificial Intelligence for Achieving the Sustainable Development Goal of Quality Education
Prema Nedungadi, Kai‐Yu Tang, Raghu Raman R
125 citationsOpen access (CC-BY)doi:10.3390/su16229779OpenAlex
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This study explored the transformative potential of generative artificial intelligence (GAI) for achieving the UN Sustainable Development Goal on Quality Education (SDG4), emphasizing its interconnectedness with the other SDGs. A proprietary algorithm and cocitation network analysis were used to identify and analyze the network of SDG features in GAI research publications (n = 1501). By examining GAI’s implications for ten SDG4 targets, the findings advocate for a collaborative, ethical approach to integrating GAI, emphasizing policy and practice developments that ensure that technological advancements align with the overarching goals of SDG4. The results highlight the multifaceted impact of GAI on the SDGs. First, this paper outlines a framework that leverages GAI to enhance educational equity, quality, and lifelong learning opportunities. By highlighting the synergy between GAI and the SDGs, such as reducing inequalities (SDG10) and promoting gender equality (SDG5), this study underscores the need for an integrated approach to utilizing GAI. Moreover, it advocates for personalized…
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AI-Driven Optimization of Urban Logistics in Smart Cities: Integrating Autonomous Vehicles and IoT for Efficient Delivery Systems
Baha M. Mohsen
124 citationsOpen access (CC-BY)doi:10.3390/su162411265OpenAlex
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Urban logistics is a critical component of smart city initiatives, aiming to enhance the efficiency and sustainability of goods delivery in densely populated areas. This paper explores the integration of artificial intelligence (AI), autonomous vehicles, and Internet of Things (IoT) technologies to optimize urban logistics. By leveraging real-time data from IoT-enabled infrastructure and AI-driven analytics, we propose a framework for dynamic route planning, traffic signal control, and predictive demand management for delivery services.
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An Overview of Digital Transformation and Environmental Sustainability: Threats, Opportunities, and Solutions
Apurva Goel, Snehal Masurkar, Girish R. Pathade
122 citationsOpen access (CC-BY)doi:10.3390/su162411079OpenAlex
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Digital transformation, powered by technologies like AI, IoT, and big data, is reshaping industries and societies at an unprecedented pace. While these innovations promise smarter energy management, precision agriculture, and efficient resource utilization, they also introduce serious environmental challenges. This paper examines the dual impact of digital technologies, highlighting key threats such as rising energy consumption, growing e-waste, and increased extraction of raw materials. For instance, global e-waste reached 62 million metric tons in 2022, and data centers alone accounted for nearly 1% of the world's electricity demand in 2019. The review synthesizes findings from studies on topics like the energy use of blockchain technologies and the environmental costs of raw material extraction in the smartphone industry. Moreover, it identifies critical research gaps, particularly in understanding the environmental impact of digital usage at individual and household levels. Practical strategies such as integrating circular economy principles, promoting renewable energy, and…
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Agricultural Waste Valorization: Exploring Environmentally Friendly Approaches to Bioenergy Conversion
Jean de Dieu Marcel Ufitikirezi, Martin Filip, Mohammad Ghorbani, Tomáš Zoubek, Pavel Olšan and 11 more
121 citationsOpen access (CC-BY)doi:10.3390/su16093617OpenAlex
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The pursuit of sustainable energy production through the conversion of agricultural waste into different bioenergy resources is of paramount importance given its potential to mitigate environmental impact while meeting energy demands. In this review, a comprehensive overview of the technologies for the biochemical and thermochemical conversion of agricultural waste into bioenergy is provided. A summary of the process of its conversion into different bioenergy products such as biogas, bio-oil, and biofuel is provided, in addition to the potential advantages and challenges faced using different biomass conversion technologies. The review highlights the potential of agricultural waste valorization to address the current energy demand while at the same time contributing to environmental benefits and greenhouse gas emission reductions. Moreover, this review highlights some significant gaps for improvement. These include the challenges in the pretreatment of agricultural waste biomass in optimizing the conversion rates and lowering the required energy consumption throughout the process…
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Recent Technological Advancements in BIM and LCA Integration for Sustainable Construction: A Review
Zhonghao Chen, Lin Chen, Xingyang Zhou, Lepeng Huang, Malindu Sasanka Sandanayake and 1 more
121 citationsOpen access (CC-BY)doi:10.3390/su16031340OpenAlex
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In the high-energy, high-carbon landscape of the construction industry, a detailed and precise life cycle assessment (LCA) is essential. This review examines the role of building information modeling (BIM) software in streamlining the LCA process to enhance efficiency and accuracy. Despite its potential, challenges such as software interoperability and compatibility persist, with no unified standard for choosing BIM-integrated LCA software. Besides, the review explores the capabilities and limitations of various BIM software, LCA tools, and energy consumption tools, and presents characteristics of BIM-LCA integration cases. It critically discusses BIM-LCA integration methods and data exchange techniques, including bill of quantities import, Industry Foundation Classes (IFC) import, BIM viewer usage, direct LCA calculations with BIM plugins, and LCA plugin calculations. Finally, concluding with future perspectives, the study aims to guide the development of advanced LCA tools for better integration with BIM software, addressing a vital need in sustainable construction practices.
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Fault Detection and Diagnosis of a Photovoltaic System Based on Deep Learning Using the Combination of a Convolutional Neural Network (CNN) and Bidirectional Gated Recurrent Unit (Bi-GRU)
Ahmed Faris Amiri, Sofiane Kichou, Houcine Oudira, Aissa Chouder, Santiago Silvestre
120 citationsOpen access (CC-BY)doi:10.3390/su16031012OpenAlex
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The meticulous monitoring and diagnosis of faults in photovoltaic (PV) systems enhances their reliability and facilitates a smooth transition to sustainable energy. This paper introduces a novel application of deep learning for fault detection and diagnosis in PV systems, employing a three-step approach. Firstly, a robust PV model is developed and fine-tuned using a heuristic optimization approach. Secondly, a comprehensive database is constructed, incorporating PV model data alongside monitored module temperature and solar irradiance for both healthy and faulty operation conditions. Lastly, fault classification utilizes features extracted from a combination consisting of a Convolutional Neural Network (CNN) and Bidirectional Gated Recurrent Unit (Bi-GRU). The amalgamation of parallel and sequential processing enables the neural network to leverage the strengths of both convolutional and recurrent layers concurrently, facilitating effective fault detection and diagnosis. The results affirm the proposed technique’s efficacy in detecting and classifying various PV fault types, such as…
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Digital Product Passport: A Pathway to Circularity and Sustainability in Modern Manufacturing
Foivos Psarommatis, Gökan May
120 citationsOpen access (CC-BY)doi:10.3390/su16010396OpenAlex
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The primary aim of this study is to explore and understand the potential benefits and applications of the Digital Product Passport (DPP) system within the modern manufacturing industry. To achieve this, we developed a unique methodology, model, and a template for creating a DPP, identifying the key characteristics essential for effective implementation. Our approach involved an analysis of the literature and the formulation of a unified DPP framework, tailored to enhance supply chain transparency and support sustainable manufacturing practices. The empirical findings from our research demonstrate the DPP’s impact on supply chain transparency, providing crucial product lifecycle information that bolsters decision-making and facilitates optimal resource management. Additionally, our study suggests that the DPP model, when applied to sectors such as electronics manufacturing, promises transformative results. This research underpins the pivotal role of DPPs in the future of manufacturing, highlighting their potential to catalyze a shift towards greater transparency and sustainability.…
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Hyperspectral Image Analysis and Machine Learning Techniques for Crop Disease Detection and Identification: A Review
Yimy Edisson García Vera, Mauricio Andrés Polochè Arango, Camilo A. Mendivelso-Fajardo, Félix Julián Gutiérrez-Bernal
115 citationsOpen access (CC-BY)doi:10.3390/su16146064OpenAlex
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Originally, the use of hyperspectral images was for military applications, but their use has been extended to precision agriculture. In particular, they are used for activities related to crop classification or disease detection, combining these hyperspectral images with machine learning techniques and algorithms. The study of hyperspectral images has a wide range of wavelengths for observation. These wavelengths allow for monitoring agricultural crops such as cereals, oilseeds, vegetables, and fruits, and other applications. In the ranges of these wavelengths, crop conditions such as maturity index and nutrient status, or the early detection of some diseases that cause losses in crops, can be studied and diagnosed. Therefore, this article proposes a technical review of the main applications of hyperspectral images in agricultural crops and perspectives and challenges that combine artificial intelligence algorithms such as machine learning and deep learning in the classification and detection of diseases of crops such as cereals, oilseeds, fruits, and vegetables. A systematic review…
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Farmers’ Transition to Climate-Smart Agriculture: A Systematic Review of the Decision-Making Factors Affecting Adoption
Marilena Gemtou, Konstantina Kakkavou, Evangelos Anastasiou, Spyros Fountas, Søren Marcus Pedersen and 3 more
114 citationsOpen access (CC-BY)doi:10.3390/su16072828OpenAlex
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Agriculture is currently facing major challenges related to ensuring the food security of a rising population and climate change with extreme weather patterns. At the same time, agriculture is a cause of environmental degradation, pollution and biodiversity loss. Climate-smart agriculture (CSA) is proposed as an approach that provides a roadmap to sustainable agricultural development. Despite this, farmer adoption rates of CSA practices and technologies in Europe remain low. This paper seeks to systematically review and synthesize the factors that facilitate or hinder farmers’ uptake of CSA in Europe. Out of the 2827 articles identified in the Web of Science and Scopus databases, a total of 137 research articles were included for analysis following the PRISMA methodology. The factors are categorized into seven categories, namely socio-demographics, psychological, farm characteristics, practice/technology-related attributes, biotic/abiotic, systemic and policy factors, with the majority of the studies focusing on the first four categories, while systemic and policy factors are…
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Determinants of Students’ Satisfaction with AI Tools in Education: A PLS-SEM-ANN Approach
Ahmad Almufarreh
113 citationsOpen access (CC-BY)doi:10.3390/su16135354OpenAlex
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The emergence of Artificial Intelligence (AI) technology has significantly disrupted the educational landscape. The latest development in AI, generative AI that can generate new and tailored to specific content, has significantly impacted education. Given the value of AI technology in general and generative AI specific to users in education, such as students, the adaptability of these technologies has significantly increased. However, continuing and productive usage of AI tools depends upon students’ satisfaction with these tools. Drawing from the existing research, the present research has developed factors that affect students’ general satisfaction with AI tools. The research collected the data using a survey questionnaire from a Saudi Arabian university. The two-stage method of partial least squares structural equation modeling (PLS-SEM) and artificial neural network (ANN) have been employed. The two-stage method is applied in a way that PLS-SEM is used for testing the hypothesis and significance of the factor’s influence on satisfaction, and ANN is used to determine the relevant…
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Effectiveness of Virtual Reality in Healthcare Education: Systematic Review and Meta-Analysis
Hyun-Kyung Sung, Mikyung Kim, Jang-Kyung Park, Namin Shin, Yejin Han
111 citationsOpen access (CC-BY)doi:10.3390/su16198520OpenAlex
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As technology advances, virtual reality (VR) is increasingly being integrated into healthcare education to enhance learning outcomes. This systematic literature review and meta-analysis examined the effectiveness of virtual reality-based healthcare education. Randomized controlled trials (RCTs) published over the past 10 years were retrieved from 10 databases using VR, healthcare, and education as the primary keywords. Following the inclusion and exclusion criteria, 45 studies were included in the final analysis. A meta-analysis was performed to analyze the effects of VR in terms of knowledge, skill, and attitude. The results revealed that the use of VR significantly improved the knowledge (SMD: 0.28, 95% CI: 0.18–0.39, p < 0.001) and skill scores (SMD: 0.23, 95% CI: 0.11–0.34, p < 0.001), shortened the skill performance time (SMD: −0.59, 95% CI: −0.82 to −0.35, p < 0.001), and improved the satisfaction (SMD: 0.65, 95% CI: 0.48–0.81, p < 0.001) and confidence levels (SMD: 0.60, 95% CI: 0.41–0.80, p < 0.001). The in-depth analysis highlighted the significant potential of VR and…
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Seasonal Variations and Assessment of Surface Water Quality Using Water Quality Index (WQI) and Principal Component Analysis (PCA): A Case Study
Driss Hammoumi, Hefdhallah S. Al-Aizari, Ibrahim Abdullah Alaraidh, Mohammad K. Okla, Mohamed E. Assal and 4 more
111 citationsOpen access (CC-BY)doi:10.3390/su16135644OpenAlex
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In recent decades, water pollution has become a major concern, threatening both humans and natural ecosystems. This study aims to analyze seasonal variations in the quality of surface water of the Nador Canal in Morocco, using the water quality index (WQI) and principal component analysis (PCA). Surface water samples from 22 sites along the canal were analyzed for physical, chemical, and heavy metal parameters. The results of the study revealed significant seasonal variations, with water quality decreasing in the summer months, while its quality generally improved in winter. The predominant water type was Na+-Cl− in summer, while it was the mixed Ca2+-Na+-HCO3− water type in winter. WQI values also varied seasonally, with an average of 113.04 in summer and 160.6 in winter, classifying the water as unsuitable for drinking but suitable for irrigation throughout the year. The results of the water quality index are consistent with the results of the principal component analysis of surface water in the Nador Canal, where the results of the principal component analysis showed that there…
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The Application of Chitosan-Based Adsorbents for the Removal of Hazardous Pollutants from Aqueous Solutions—A Review
Małgorzata A. Kaczorowska, Daria Bożejewicz
111 citationsOpen access (CC-BY)doi:10.3390/su16072615OpenAlex
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The development of simple, effective, economical, and environmentally friendly methods for removing hazardous substances of anthropogenic origin from aquatic systems is currently one of the greatest challenges, among others, due to the variety of pollutants and the transformations they may undergo in the environment. In recent years, there has been an increased interest in adsorption methods based on the use of natural polymers, including non-toxic chitosan (CS), which is characterized by good coating properties, biocompatibility, and biodegradability. This review concerns the latest developments (since 2019) in the application of novel chitosan-based materials for the removal of hazardous substances (e.g., metal and metalloid ions, synthetic dyes, pharmaceuticals) from aqueous solutions, with particular emphasis on their most important advantages and limitations, as well as their potential impact on sustainability.
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Towards a Future Hydrogen Supply Chain: A Review of Technologies and Challenges
Fan Li, Dong Liu, Ke Lei Sun, Songheng Yang, Fangzheng Peng and 3 more
110 citationsOpen access (CC-BY)doi:10.3390/su16051890OpenAlex
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The overuse of fossil fuels has caused a serious energy crisis and environmental pollution. Due to these challenges, the search for alternative energy sources that can replace fossil fuels is necessary. Hydrogen is a widely acknowledged future energy carrier because of its nonpolluting properties and high energy density. To realize a hydrogen economy in the future, it is essential to construct a comprehensive hydrogen supply chain that can make hydrogen a key energy carrier. This paper reviews the various technologies involved in the hydrogen supply chain, encompassing hydrogen production, storage, transportation, and utilization technologies. Then, the challenges of constructing a hydrogen supply chain are discussed from techno-economic, social, and policy perspectives, and prospects for the future development of a hydrogen supply chain are presented in light of these challenges.
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A Review on Liquid Hydrogen Storage: Current Status, Challenges and Future Directions
Ahmad Naquash, Neha Agarwal, Moonyong Lee
105 citationsOpen access (CC-BY)doi:10.3390/su16188270OpenAlex
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The growing interest in hydrogen (H2) has motivated process engineers and industrialists to investigate the potential of liquid hydrogen (LH2) storage. LH2 is an essential component in the H2 supply chain. Many researchers have studied LH2 storage from the perspective of tank structure, boil-off losses, insulation schemes, and storage conditions. A few review studies have also been published considering LH2 storage; however, most are simply collections of previous articles. None of these review articles have critically evaluated the research articles. In this review study, recent reports, conceptual studies, and patents have been included and critically discussed. Further, challenges and recommendations have been listed based on the literature review. Our results suggest that the multi-layer insulation scheme and integrated refrigeration system can effectively reduce boil-off losses. However, boil-off losses from storage tanks during transportation are the least discussed and must be addressed. The cost of an LH2 storage tank is high, but it can be reduced with advancements in…
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Unraveling the Interactions between Flooding Dynamics and Agricultural Productivity in a Changing Climate
Thidarat Rupngam, Aimé Jean Messiga
102 citationsOpen access (CC-BY)doi:10.3390/su16146141OpenAlex
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Extreme precipitation and flooding frequency associated with global climate change are expected to increase worldwide, with major consequences in floodplains and areas susceptible to flooding. The purpose of this review was to examine the effects of flooding events on changes in soil properties and their consequences on agricultural production. Flooding is caused by natural and anthropogenic factors, and their effects can be amplified by interactions between rainfall and catchments. Flooding impacts soil structure and aggregation by altering the resistance of soil to slaking, which occurs when aggregates are not strong enough to withstand internal stresses caused by rapid water uptake. The disruption of soil aggregates can enhance soil erosion and sediment transport during flooding events and contribute to the sedimentation of water bodies and the degradation of aquatic ecosystems. Total precipitation, flood discharge, and total water are the main factors controlling suspended mineral-associated organic matter, dissolved organic matter, and particulate organic matter loads. Studies…
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Challenges and Solutions for Sustainable Food Systems: The Potential of Home Hydroponics
Rui de Sousa, L. Bragança, da Silva, Rui S. Oliveira
102 citationsOpen access (CC-BY)doi:10.3390/su16020817OpenAlex
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The global food system is currently facing significant challenges that make it unsustainable and environmentally harmful. These challenges not only threaten food security but also have severe negative impacts on the environment. Efforts have been made to reform agrifood systems and align them with the built environment, but emerging obstacles have revealed the weaknesses in these systems, particularly in less self-sufficient countries. This review outlines the primary environmental problems associated with global agrifood systems and the challenges in promoting food security. It emphasizes that the increasing global population and urbanization need rational and equitable changes in food systems, including production, distribution, storage, and consumption. These changes should aim to minimize environmental impacts by protecting and efficiently utilizing natural resources such as air, water, soil, and biodiversity, reducing food loss and waste, and mitigating pollution that contributes to ecosystem degradation and climate change. In this context, hydroponics emerges as a sustainable,…
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Sustainability of Alternatives to Animal Protein Sources, a Comprehensive Review
Marian Gil, M. Rudy, Paulina Duma‐Kocan, Renata Stanisławczyk, Anna M. Krajewska and 2 more
101 citationsOpen access (CC-BY)doi:10.3390/su16177701OpenAlex
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The manuscript was prepared to conduct a thorough analysis and deepen the understanding of sustainable food production and diets within the context of the challenges posed by intensive agricultural practices and their environmental impacts, as well as their effects on human health. The rapid growth of the human population necessitates an increase in food production to meet nutritional needs. However, increasing the production of animal-derived products, which are significant protein sources, is likely to worsen undesirable consequences, such as global climate change, greenhouse gas emissions, and a larger carbon footprint. Traditional farming techniques also contribute to environmental contamination due to the use of synthetic fertilizers and pesticides. Transitioning to a sustainable food production model that addresses food needs while protecting consumer health and the environment is crucial. The challenge for the food industry and research centers is to find and develop the production of alternative sources of protein. In addition to the technological problems that must be…
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A Comprehensive Study of Biochar Yield and Quality Concerning Pyrolysis Conditions: A Multifaceted Approach
Alperay Altıkat, Mehmet Hakkı Alma, Aysun Altıkat, Mehmet Emin Bilgili, Sefa Altıkat
101 citationsOpen access (CC-BY)doi:10.3390/su16020937OpenAlex
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In this research, we investigated the yields of biochar, bio-oil, and synthesis gas under various pyrolysis conditions, as well as their impact on the elemental composition, FTIR, EDX, SEM, and HCV values of biochar. This study utilized three different pyrolysis temperatures (400 °C, 500 °C, 600 °C), two holding times (30 and 60 min), and two N2 gas flow rates (0.2 and 0.5 L min−1). We observed that an increase in pyrolysis temperature led to a decrease in the yields of biochar and bio-oil, while synthesis gas yield increased, as expected. Additionally, a higher gas flow rate resulted in a reduction of biochar yield from 34.07% to 32.72%. A longer residence time diminished the bio-oil yield but increased the synthesis gas yield. The FTIR, EDX, and elemental analysis of biochar produced at a pyrolysis temperature of 600 °C, with a 60-min holding time and a 0.2 L min−1 N2 gas flow rate, indicated maximized carbon content. Moreover, a more porous structure was observed at higher pyrolysis temperatures. The research also revealed that increases in pyrolysis temperature, residence time,…
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Barriers to Adopting Digital Technologies to Implement Circular Economy Practices in the Construction Industry: A Systematic Literature Review
Sivanuja Thirumal, Nilupa Udawatta, Gayani Karunasena, Riyadh Al-Ameri
100 citationsOpen access (CC-BY)doi:10.3390/su16083185OpenAlex
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The construction industry is a resource- and energy-intensive sector, and, thus, it has been criticised due to rising environmental concerns. As a result, it has gained heightened interest in the concept of the circular economy (CE) over the last decade due to its ability to promote the slowing, reducing, and closing production and consumption cycles of materials and products used in construction projects. Current research studies suggest that digital technologies may enhance the construction industry’s ability to integrate the concept of CE into its practices. However, a clear understanding of digital technology (DT)-related barriers that hinder practical implementation of CE appears to be lacking within the sector. Thus, this study aims to identify the barriers to adopting DTs to implement CE practices in the construction industry. A systematic literature review was conducted by reviewing twenty-eight (28) relevant papers published until March 2024 in the Scopus and Web of Science databases. The VOS viewer software (version 1.6.11) was used to perform a co-occurrence analysis of…
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A Review of the Factors Influencing Surface Roughness in Machining and Their Impact on Sustainability
José Vicente Abellán-Nebot, Carlos Vila, Héctor R. Siller
99 citationsOpen access (CC-BY)doi:10.3390/su16051917OpenAlex
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Understanding surface roughness generation in machining is critical to estimate the final quality of the part, optimize cutting conditions, reduce costs and improve manufacturing sustainability in industry. This work presents a review of the factors that affect surface roughness generation in machining (turning/milling) processes. Up to twenty-five different factors were identified, which were classified as setup factors (cutting tool, machine tool/fixturing and workpiece factors), operational factors (cutting and process parameters) and processing factors, which are related to the resulting cutting processes, such as built-up edge, chatter or tool wear. The importance of understanding these factors to improve machining sustainability is highlighted through three case studies, ranging from a simple change in the cutting insert to a more complex case where a controlled surface roughness leads to the elimination of a grinding stage. A case study illustrating the potential benefit of MQL in the sustainability of the machining process is also reported from the mold manufacturing…
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Drought Dynamics in Sub-Saharan Africa: Impacts and Adaptation Strategies
Pedro Lombe, Elsa Maria da Silva Carvalho, Paulo Rosa-Santos
98 citationsOpen access (CC-BY)doi:10.3390/su16229902OpenAlex
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The escalation in both frequency and severity of drought events has significantly amplified the vulnerability of numerous countries, particularly in developing ones, imposing substantial economic, environmental, and social pressures. This article presents a systematic review of drought occurrences in Sub-Saharan Africa (SSA), examining historical trends, current impacts, and projected future implications. Through this comprehensive assessment, a clear trend of intensifying drought phenomena emerges across SSA, leading to crop failures, drying of water sources, loss of pasture, food shortages, and an increase in food prices. This review also highlights the concerning potential for worsening conditions in certain regions, resulting in consequences such as migration, food insecurity, malnutrition, family disintegration, crop losses, and increased disease prevalence, notably HIV/AIDS. This study further reveals that current adaptation measures by governments and NGOs should be improved to effectively adapt to the diverse impacts of drought, and it contributes to a deeper understanding…
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Current Status of Green Hydrogen Production Technology: A Review
Ayiguzhali Tuluhong, Qingpu Chang, Lirong Xie, Zhisen Xu, T. Z. Song
98 citationsOpen access (CC-BY)doi:10.3390/su16209070OpenAlex
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As a clean energy source, hydrogen not only helps to reduce the use of fossil fuels but also promotes the transformation of energy structure and sustainable development. This paper firstly introduces the development status of green hydrogen at home and abroad and then focuses on several advanced green hydrogen production technologies. Then, the advantages and shortcomings of different green hydrogen production technologies are compared. Among them, the future source of hydrogen tends to be electrolysis water hydrogen production. Finally, the challenges and application prospects of the development process of green hydrogen technology are discussed, and green hydrogen is expected to become an important part of realizing sustainable global energy development.
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University Students’ Attitudes and Perceptions towards AI Tools: Implications for Sustainable Educational Practices
Ajda Fošner
96 citationsOpen access (CC-BY)doi:10.3390/su16198668OpenAlex
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The integration of artificial intelligence (AI) tools in educational settings offers significant opportunities to promote sustainability by transforming learning experiences. This study analyses the usage, attitudes, and perceptions of AI tools among university students in Slovenia providing a comprehensive analysis that informs both academic practices and policy-making with emphasis on sustainability. We used a structured questionnaire with a sample of 422 participants reflecting a diverse demographic profile across various fields of study. The questionnaire was designed to measure the frequency of AI tool usage, the purposes for which these tools are employed, and students’ attitudes and perceptions towards AI’s potential benefits and drawbacks in education. Statistical analyses, including Analysis of Variance (ANOVA), were utilized to test hypotheses concerning differences in AI tool usage based on the level and field of study. Findings reveal that students recognize the efficiency of AI, but express concerns about its impact on learning quality and academic integrity,…
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Multi-Scenario Simulation of Land Use Change and Ecosystem Service Value Based on the Markov–FLUS Model in Ezhou City, China
Maomao Zhang, Enqing Chen, Cheng Zhang, Chen Liu, Jianxing Li
96 citationsOpen access (CC-BY)doi:10.3390/su16146237OpenAlex
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Changes in land use patterns, types, and intensities significantly impact ecosystem services. This study follows the time series logic from history to the expected future to investigate the spatial and temporal characteristics of land use changes in Ezhou and their potential impacts on the ecosystem services value (ESV). The results show that the Markov–FLUS model has strong applicability in predicting the spatial pattern of land use, with a Kappa coefficient of 0.9433 and a FoM value of 0.1080. Between 2000 and 2020, construction land expanded continuously, while water area remained relatively stable, and other land types experienced varying degrees of contraction. Notably, the area of construction land expanded significantly compared to 2000, and it expanded by 70.99% in 2020. Moreover, the watershed area expanded by 9.30% from 2000 to 2010, but there was very little change in the following 10 years. Under the three scenarios, significant differences in land use changes were observed in Ezhou City, driven by human activities, particularly the strong expansion of construction land.…
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Sustainable Finance and ESG Importance: A Systematic Literature Review and Research Agenda
Georgios Zairis, Panagiotis G. Liargovas, Νικόλαος Αποστολόπουλος
96 citationsOpen access (CC-BY)doi:10.3390/su16072878OpenAlex
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Over the last decade, sustainable finance has appeared to be capturing a high level of interest as a crucial pillar of sustainable development. The process of taking environmental, social, and governance (ESG) considerations into account when making investment decisions in the financial sector is expected to play a key role in this framework, and although it has attracted the attention of many scholars and academics, a lack of understanding of the nature of the phenomenon remains. Therefore, on the basis of a systematic literature review of 80 studies, we examine, in detail, the subject areas and emphasize the main points in the existing literature. The findings reveal that there are four main thematic areas attracting research interest, as follows: (1) A shift in value creation; (2) green bonds; (3) ESG ratings and performance; and (4) sustainable finance, banking, and financial risks. Finally, this study outlines future research avenues in the field.
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The Role of Digital Transformation, Corporate Culture, and Leadership in Enhancing Corporate Sustainable Performance in the Manufacturing Sector of China
Muhammad Asif, Yang Liu, Muhammad Hashim
96 citationsOpen access (CC-BY)doi:10.3390/su16072651OpenAlex
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The Chinese manufacturing industry faces many challenges to sustainable development. This study examines how transformational leadership, corporate culture, and digital transformation affect Chinese manufacturing organizations’ sustainability. It will also examine the moderating role of environmental dynamism and the mediating effect of innovation capabilities. A self-administered survey was distributed to 350 manufacturing companies’ owners, managers, leaders, and employees, etc. Participants were selected via convenient sampling. This data collection effort validated findings and empirically tested theories. Smart PLS structural equation modelling (PLS-SEM), quantitative research, and cross-research are used in this study. The findings suggest that corporate culture, transformational leadership, and digital transformation significantly affect organizations’ sustainability. Innovation capability does not affect the relationship between corporate culture and sustainability. However, it mediates the relationship between transformational leadership, digital transformation, and…
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Interactive Suitability of Rice Stubble Biochar and Arbuscular Mycorrhizal Fungi for Improving Wastewater-Polluted Soil Health and Reducing Heavy Metals in Peas
Muniba Farhad, Maryam Noor, Muhammad Zubair Yasin, Mohsin Hussain Nizamani, Veysel Turan and 1 more
96 citationsOpen access (CC-BY)doi:10.3390/su16020634OpenAlex
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Arable soils irrigated with wastewater (SIWs) cause ecological and human health issues due to the presence of heavy metals (HMs). Burning rice stubble (RS) poses severe environmental and human health hazards. Converting RS into rice stubble compost (RSC) and rice stubble biochar (RSB) can overcome these issues. Here, we considered the role of RS, RSC, and RSB as individual soil amendments and combined each of them with arbuscular mycorrhiza fungi (AMF) to observe their effectiveness for HM immobilization in SIW, their uptake in pea plants, and improvements in the physicochemical properties of soil. The results revealed that adding RSB and AMF reduced the bioavailable concentrations of Pb, Cd, Ni, Cu, Co, and Zn in SIW by 35%, 50%, 43%, 43%, 52%, and 22%, respectively. Moreover, RSB+AMF treatment also reduced Pb, Cd, Ni, Cu, Co, and Zn concentrations in grain by 93%, 76%, 83%, 72%, 71%, and 57%, respectively, compared to the control. Improvements in shoot dry weight (DW) (66%), root DW (48%), and grain yield (56%) per pot were also the highest with RSB+AMF. RSB+AMF treatment enhanced…
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The Role of 6G Technologies in Advancing Smart City Applications: Opportunities and Challenges
Sanjeev Kumar Sharma, Renu Popli, Sajjan Pal Singh, Gunjan Chhabra, Gurpreet Singh Saini and 4 more
95 citationsOpen access (CC-BY)doi:10.3390/su16167039OpenAlex
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The deployment of fifth-generation (5G) wireless networks has already laid the ground-work for futuristic smart cities but along with this, it has also triggered the rapid growth of a wide range of applications, for example, the Internet of Everything (IoE), online gaming, extended/virtual reality (XR/VR), telemedicine, cloud computing, and others, which require ultra-low latency, ubiquitous coverage, higher data rates, extreme device density, ultra-high capacity, energy efficiency, and better reliability. Moreover, the predicted explosive surge in mobile traffic until 2030 along with envisioned potential use-cases/scenarios in a smart city context will far exceed the capabilities for which 5G was designed. Therefore, there is a need to harness the 6th Generation (6G) capabilities, which will not only meet the stringent requirements of smart megacities but can also open up a new range of potential applications. Other crucial concerns that need to be addressed are related to network security, data privacy, interoperability, the digital divide, and other integration issues. In this…
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Integrating Rural Development, Education, and Management: Challenges and Strategies
Yang Yu, Desmond Appiah, Bernard Zulu, Kofi Asamoah Adu-Poku
95 citationsOpen access (CC-BY)doi:10.3390/su16156474OpenAlex
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This review explores the complexities of integrated rural development, education, and management, focusing on the challenges encountered and the strategies employed to address them. Integrating various sectors and disciplines in rural development initiatives presents unique obstacles, including coordination issues, resource constraints, and stakeholder engagement difficulties. By examining the existing literature and case studies, this review identifies key challenges, such as limited institutional capacity, inadequate funding, and the need for multidisciplinary collaboration. Furthermore, it analyzes strategies such as community involvement, capacity building, and innovative technology adoption to overcome these obstacles. The review emphasizes the importance of tailored approaches considering local contexts and empowering rural communities in decision-making processes. This approach is essential for the sustainability of rural areas because it ensures that interventions are context-specific, culturally appropriate, and resource-efficient, ultimately leading to more effective and…
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Recycling of Blended Fabrics for a Circular Economy of Textiles: Separation of Cotton, Polyester, and Elastane Fibers
Khaliquzzaman Choudhury, Marina Tsianou, Paschalis Alexandridis
94 citationsOpen access (CC-BY)doi:10.3390/su16146206OpenAlex
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The growing textile industry is polluting the environment and producing waste at an alarming rate. The wasteful consumption of fast fashion has made the problem worse. The waste management of textiles has been ineffective. Spurred by the urgency of reducing the environmental footprint of textiles, this review examines advances and challenges to separate important textile constituents such as cotton (which is mostly cellulose), polyester (polyethylene terephthalate), and elastane, also known as spandex (polyurethane), from blended textiles. Once separated, the individual fiber types can meet the demand for sustainable strategies in textile recycling. The concepts of mechanical, chemical, and biological recycling of textiles are introduced first. Blended or mixed textiles pose challenges for mechanical recycling which cannot separate fibers from the blend. However, the separation of fiber blends can be achieved by molecular recycling, i.e., selectively dissolving or depolymerizing specific polymers in the blend. Specifically, the separation of cotton and polyester through dissolution,…
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Coconut Waste: Discovering Sustainable Approaches to Advance a Circular Economy
Fabricia Almeida Vieira, Hortência E. P. Santana, Meirielly Santos Jesus, Joana Santos, Preciosa Pires and 3 more
94 citationsOpen access (CC-BY)doi:10.3390/su16073066OpenAlex
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The coconut tree (Cocos nucifera) stands as a pivotal resource in tropical regions, playing a crucial role in both subsistence and economic activities across Asia, the Pacific Islands, and South America. While the harvesting of coconut fruit is essential for producing globally utilized edible products, such as coconut oil, by small owners and large producers around the world in the food, cosmetics, and pharmaceutical industries, concerns have arisen due to the substantial amount of agro-industrial residue generated in this process, posing environmental risks if they are not properly managed. Recognizing the environmental challenges, this paper emphasizes the transformative potential inherent in coconut waste, characterized by its lignocellulosic composition rich in lignin and multifunctional groups. By delving into the historical context of coconut economic exploration and its chemical composition, this review explores the diverse applications of coconut products, focusing on the utilization and processing of residues to generate sustainable products and byproducts. Ultimately, this…
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A Review: Construction and Demolition Waste as a Novel Source for CO2 Reduction in Portland Cement Production for Concrete
Kubilay Kaptan, Sandra Cunha, J. L. Barroso de Aguiar
94 citationsOpen access (CC-BY)doi:10.3390/su16020585OpenAlex
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There is an increasing global recognition of the need for environmental sustainability in mitigating the adverse impacts of cement production. Despite the implementation of various carbon dioxide (CO2) mitigation strategies in the cement industry, such as waste heat recovery, the use of alternative raw materials and alternative fuels, energy efficiency improvements, and carbon capture and storage, overall emissions have still increased due to the higher production levels. The resolution of this matter can be efficiently achieved by the substitution of traditional materials with an alternative material, such as calcined clay (CC), construction and demolition waste (CDW), which have a significant impact on various areas of sustainable development, including environmental, economic, and social considerations. The primary objectives of employing CDW in the Portland cement production are twofold: firstly, to mitigate the release of CO2 into the atmosphere, as it is a significant contributor to environmental pollution and climate change; and secondly, to optimize the utilization of waste…
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Eco Breakthroughs: Sustainable Materials Transforming the Future of Our Planet
Cătălin Popescu, Hiranya Dissanayake, Egla Mansi, Adrian Stancu
93 citationsOpen access (CC-BY)doi:10.3390/su162310790OpenAlex
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Interest in the sustainable materials sector is growing and accelerated. These materials are designed to reduce the use of non-renewable resources, limit greenhouse gas emissions, and be recyclable or biodegradable, making them highly attractive to both academia and industry. Constantly updating on innovations in this field is essential to speed up the transition to a circular economy and significantly reduce environmental impact. The paper analyzes the current status and future trends of the scientific literature for seven sustainability-related materials categories, such as sustainable materials, green materials, biomaterials, eco-friendly materials, alternative materials, material recycling and material recovery from complex products, and sustainable applied materials. Next, it assesses the impacts, benefits, and challenges associated with sustainable materials from the scientific literature according to six research fields (impact on the environment, performance and durability, economic efficiency, health and safety, social sustainability, and implementation and use).…
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Machine Learning Models for Solar Power Generation Forecasting in Microgrid Application Implications for Smart Cities
Pannee Suanpang, Pitchaya Jamjuntr
92 citationsOpen access (CC-BY)doi:10.3390/su16146087OpenAlex
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In the context of escalating concerns about environmental sustainability in smart cities, solar power and other renewable energy sources have emerged as pivotal players in the global effort to curtail greenhouse gas emissions and combat climate change. The precise prediction of solar power generation holds a critical role in the seamless integration and effective management of renewable energy systems within microgrids. This research delves into a comparative analysis of two machine learning models, specifically the Light Gradient Boosting Machine (LGBM) and K Nearest Neighbors (KNN), with the objective of forecasting solar power generation in microgrid applications. The study meticulously evaluates these models’ accuracy, reliability, training times, and memory usage, providing detailed experimental insights into optimizing solar energy utilization and driving environmental sustainability forward. The comparison between the LGBM and KNN models reveals significant performance differences. The LGBM model demonstrates superior accuracy with an R-squared of 0.84 compared to KNN’s 0.77,…
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The Relationship between Supply Chain Resilience and Digital Supply Chain and the Impact on Sustainability: Supply Chain Dynamism as a Moderator
Ahmed Ali Atieh Ali, Abdel‐Aziz Ahmad Sharabati, Mahmoud Izzat Allahham, Ahmad Yacoub Nasereddin
92 citationsOpen access (CC-BY)doi:10.3390/su16073082OpenAlex
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This research aims to explore the complex interplay between supply chain resilience (SCR), digital supply chain (DSC), and sustainability, focusing on the moderating influence of supply chain dynamism. The goal is to understand how these elements interact within the framework of contemporary supply chain management and how they collectively contribute to enhancing sustainability outcomes. The sample size is 300 CEOs and managers. The study approach integrates quantitative research methods. Structural equation modeling (SEM) is utilized to quantitatively analyze the direct and indirect effects of SCR and DSC on sustainability. The numerous surveys we conduct among supply chain ecosystem stakeholders provide a rich picture of practical implications and contextual nuances. In sum, our early findings generally support a positive relationship between SCR and sustainability in and of itself decrying the need for more resilient supply networks for sustainability. We further find the beneficial impact of digital technologies in promoting sustainability via enhancing environmental control…
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The Role of Precision Agriculture Technologies in Enhancing Sustainable Agriculture
Mary Sanyaolu, Arkadiusz Sadowski
91 citationsOpen access (CC-BY)doi:10.3390/su16156668OpenAlex
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Despite the known benefits of precision agriculture, the adoption is challenging due to the cost of investment and the farm sizes. Therefore, profitability is an important aspect to consider. This study aimed to evaluate the net returns, profitability, and investment efficiencies of PA by different economic farm sizes. The study was based on data retrieved from the Farm Accountancy Data Network (FADN) and Eurostat (year 2021). The study examined four countries (Poland, Germany, France, and Romania) under field crop farming using an investment cost of EUR 35,941–EUR 71,883 and a 20% and 15% reduction in the cost of crop protection and fertilizer usage, respectively, without compromising productivity. There is a positive relationship between the adoption of PA and farm returns for larger-scale farms. The result of the profitability and analysis of investment efficiency using Net Present Value (NPV) showed a positive value for economic farm sizes of EUR 100,000 and above. Hence, it is not economically advisable that all farmers use PA technologies with the hope that they will be…
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The Interplay of Corporate Social Responsibility, Innovation Capability, Organizational Learning, and Sustainable Value Creation: Does Stakeholder Engagement Matter?
Tahir Alshukri, Opeoluwa Seun Ojekemi, Tolga Öz, Ahmad Bassam Alzubi
90 citationsOpen access (CC-BY)doi:10.3390/su16135511OpenAlex
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At the crossroads of innovation and responsibility, our study delves into CSR’s pivotal role in steering organizations toward sustainable value creation. Combining the frameworks of stakeholder theory, the resource-based view, and dynamic capabilities theory, this study examines the influence of corporate social responsibility (CSR) in enhancing sustainable value creation (SVC), with a keen focus on how organizational learning (OL) and innovation capability (IC) mediate this relationship and the degree to which stakeholder engagement (SE) moderates the impact of CSR on OL, IC, and SVC. Using a quantitative research approach, 416 managers in the Turkish manufacturing sector (e.g., textiles, building materials, and food processing firms) were surveyed using electronic and physical questionnaires. To test the research model, AMOS 24 was employed. The results confirmed that CSR positively influences SVC, OL, and IC; OL and IC positively influence SVC; OL and IC partially mediate the relationship between CSR and SVC. Likewise, the findings suggest that stakeholder engagement (SE) plays a…
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A Human–Machine Interaction Mechanism: Additive Manufacturing for Industry 5.0—Design and Management
Sunanda Rani, Dong Jining, Khadija Shoukat, Muhammad Usman Shoukat, Saqib Ali Nawaz
90 citationsOpen access (CC-BY)doi:10.3390/su16104158OpenAlex
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Industry 5.0 is an emerging value-driven manufacturing model in which human–machine interface-oriented intelligent manufacturing is one of the core concepts. Based on the theoretical human–cyber–physical system (HCPS), a reference framework for human–machine collaborative additive manufacturing for Industry 5.0 is proposed. This framework establishes a three-level product–economy–ecology model and explains the basic concept of human–machine collaborative additive manufacturing by considering the intrinsic characteristics and functional evolution of additive manufacturing technology. Key enabling technologies for product development process design are discussed, including the Internet of Things (IoT), artificial intelligence (AI), digital twin (DT) technology, extended reality, and intelligent materials. Additionally, the typical applications of human–machine collaborative additive manufacturing in the product, economic, and ecological layers are discussed, including personalized product design, interactive manufacturing, human–machine interaction (HMI) technology for the process…
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Water Resources Management under Climate Change: A Review
Marzia Ciampittiello, Aldo Marchetto, Angela Boggero
89 citationsOpen access (CC-BY)doi:10.3390/su16093590OpenAlex
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Climate change affects water resources through the decrease of rainfall and the increase in temperatures and evapotranspiration. An indirect impact of climate change is also the increase of water uses by human activities. In this review, 320 papers were retrieved, of which 134 spanning five continents impacts and solutions to be used to better understand the effects of climate change on water resources, ecosystems, human health, security and socio-economic aspects were selected. Here, suggestions and proposals by scientists from around the world towards solutions, tips and ideas to deal with climate change and the best solutions for future water management were presented. The main solutions highlighted concern integrated water resources management, political direction, policies, increase in knowledge and new technologies. Furthermore, most of the papers analyzed underline that water resources management needs to incorporate protection and restoration of ecosystems and their services. Nature-based solutions need to be the starting point of new scientific and innovative ways to deal…
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Trifluoroacetic Acid: Toxicity, Sources, Sinks and Future Prospects
María de los A. Garavagno, Rayne E. T. Holland, Mohammad Anwar H. Khan, Andrew J. Orr‐Ewing, Dudley Edmund Shallcross
89 citationsOpen access (CC-BY)doi:10.3390/su16062382OpenAlex
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Trifluoroacetic acid (TFA) is a known and persistent pollutant in the environment. Although several direct anthropogenic sources exist, production from the atmospheric degradation of fluorocarbons such as some hydrofluorocarbons (HFCs) has been a known source for some time. The current transition from HFCs to HFOs (hydrofluoroolefins) is beneficial from a global warming viewpoint because HFOs are much shorter-lived and pose a much smaller threat in terms of warming, but the fraction of HFOs converted into TFA is higher than seen for the corresponding HFCs and the region in which TFA is produced is close to the source. Therefore, it is timely to review the role of TFA in the Earth’s environment. This review considers its toxicity, sources and removal processes, measurement in a variety of environments, and future prospects. New global model integrations are used to quantify the impacts of uncertainties on TFA levels using the Henry’s Law constant for TFA and the range of gas-phase kinetic parameters chosen for the reaction of OH radicals with a representative HFO (HFO-1234yf). Model…
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Leveraging Local Value in a Post-Smart Tourism Village to Encourage Sustainable Tourism
Hadining Kusumastuti, Diaz Pranita, Mila Viendyasari, Mohamad Sattar Rasul, Sri Sarjana
89 citationsOpen access (CC-BY)doi:10.3390/su16020873OpenAlex
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ICT and digital technology adoption, sustainable development, community empowerment and local wisdom and destinations uniqueness are keywords that will be further explored in the de-velopment of tourism villages in Kenderan as the most importance of tourism destinations de-velopment from the village level. Therefor this research is aimed at developing suitable model for post smart or wise tourism village through proposing Culture and Tradition Festival and the application of a circular economy. Circular economy development in tourism villages focuses on the application of sustainable production principles in the tourism value chain, namely in creating tourism experiences together with tourists (co-creation of experience) and integrated in a tourism system that supports environmental sustainability. This research is applied research conducted with a sequential mixed method research by conducting qualitative research through expert judgment and quantitative research by circulating questionnaire to tourists visiting Kenderan village, while the collected data is analyzed by Structural…
- 88top 0.8%
Sustainable Decarbonization of Road Transport: Policies, Current Status, and Challenges of Electric Vehicles
Gautam Patil, Gayatri Pode, Boucar Diouf, Ramchandra Pode
88 citationsOpen access (CC-BY)doi:10.3390/su16188058OpenAlex
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Carbon dioxide (CO2) and other greenhouse gases (GHGs) are the primary causes behind the current rise in global temperatures and climate change. CO2, which is present in the atmosphere in significant quantities, is contributing more to the warming effect than other gases that are present at smaller levels. The transportation sector is contributing significantly to the total global CO2 emissions (21.7%), with road transport accounting for 74%. Switching from gasoline-powered vehicles to electric vehicles (EVs) is the most practical way to decarbonize land transportation. We have gathered information on EVs from the USA, China, India, and a few EU members for the current review. The collected data regarding government policies, subsidies, and other rules and laws, the present status of EV technology and performance, market scenarios and future projections of EVs, EV regulations in the regions with the highest penetration rates, consumer perspectives and barriers, and the decarbonization of land transportation were analyzed. The adoption of electric vehicles has advanced significantly…
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Integrative Approaches to Abiotic Stress Management in Crops: Combining Bioinformatics Educational Tools and Artificial Intelligence Applications
Xin Zhang, Zakir Ibrahim, Muhammad Bilawal Khaskheli, Hamad Raza, Fanrui Zhou and 1 more
88 citationsOpen access (CC-BY)doi:10.3390/su16177651OpenAlex
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Abiotic stresses, including drought, salinity, extreme temperatures and nutrient deficiencies, pose significant challenges to crop production and global food security. To combat these challenges, the integration of bioinformatics educational tools and AI applications provide a synergistic approach to identify and analyze stress-responsive genes, regulatory networks and molecular markers associated with stress tolerance. Bioinformatics educational tools offer a robust framework for data collection, storage and initial analysis, while AI applications enhance pattern recognition, predictive modeling and real-time data processing capabilities. This review uniquely integrates bioinformatics educational tools and AI applications, highlighting their combined role in managing abiotic stress in plants and crops. The novelty is demonstrated by the integration of multiomics data with AI algorithms, providing deeper insights into stress response pathways, biomarker discovery and pattern recognition. Key AI applications include predictive modeling of stress resistance genes, gene regulatory…
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Greenwashing Behavior in Hotels Industry: The Role of Green Transparency and Green Authenticity
Mansour Abdullah Alyahya, Alaa M. S. Azazz, Sameh Fayyad, Ibrahim Abdelhamid Elshaer, Abuelkassem A. A. Mohammad
88 citationsOpen access (CC-BY)doi:10.3390/su16031050OpenAlex
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Greenwashing has become a pervasive phenomenon in the tourism and hospitality sector, posing significant challenges and potential reputational damage to green hotels. Despite its prevalence, research on mitigating greenwashing’s influence on guest trust and behavior remains limited. This study addresses this gap by investigating the moderating roles of green authenticity (GA) and green transparency (GTR) in the relationship between greenwashing and guest green trust (GT), ultimately influencing patronage intentions (PI) towards green hotels. Employing a quantitative approach, the study utilized a questionnaire survey administered to 309 participants, capturing their experiences with green hotels. Subsequent structural equation modeling (SEM) analysis in Smart PLS 4 confirmed several key findings. Firstly, hotel greenwashing negatively impacted green trust and subsequent patronage intentions, encompassing both intentions to stay (IS) at green hotels and willingness to pay a premium (WPP) for green hotels. Secondly, the study established green trust as a significant mediator in the…
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Ecological Sorrow: Types of Grief and Loss in Ecological Grief
Panu Pihkala
88 citationsOpen access (CC-BY)doi:10.3390/su16020849OpenAlex
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Ecological changes evoke many felt losses and types of grief. These affect sustainability efforts in profound ways. Scholarship on the topic is growing, but the relationship between general grief research and ecological grief has received surprisingly little attention. This interdisciplinary article applies theories of grief, loss, and bereavement to ecological grief. Special attention is given to research about “non-death loss” and other broad frameworks about grief. Dynamics related to both local and global ecological grief are discussed. Kinds of potential losses arising out of ecological issues are clarified with the frameworks of tangible/intangible loss, ambiguous loss, nonfinite loss, and shattered assumptions. Various possible types of ecological grief are illuminated by discussing the frameworks of chronic sorrow and anticipatory grief/mourning. Earlier scholarship about disenfranchised ecological grief is augmented by further distinctions about various forms it may take. The difficulties in defining complicated or prolonged grief in ecological context are discussed, and…
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Assessing the Role of Sustainability Disclosure on Firms’ Financial Performance: Evidence from the Energy Sector of Belt and Road Initiative Countries
Dejun Zhou, Ummar Faruk Saeed, Andrew Osei Agyemang
87 citationsOpen access (CC-BY)doi:10.3390/su16020930OpenAlex
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This study examines the influence of sustainability disclosure on a firm’s financial performance in the energy sector, taking into account the role of ownership concentration as a moderating factor. This study utilized secondary data from 239 energy companies from the Belt and Road Initiative (BRI) nations from 2009 to 2022. This study employed the Common Correlated Effect Mean Group and the Pooled Mean Group estimators for the analysis. To determine which component of sustainability disclosure influences a firm’s financial performance, this study divided the measurement of sustainability into three themes: environment, social, and governance. The findings revealed a positive relationship between environmental disclosure and financial performance. Similarly, we found a positive relationship between social disclosure and financial performance. However, governance disclosure does not contribute to financial performance. Furthermore, we found that ownership concentration positively moderates the association between environmental disclosure and financial performance, as well as social…
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Achieving Sustainable Smart Cities through Geospatial Data-Driven Approaches
Daniel Gouveia Costa, João Carlos N. Bittencourt, Franklin Oliveira, João Paulo Just Peixoto, Thiago Cerqueira de Jesus
87 citationsOpen access (CC-BY)doi:10.3390/su16020640OpenAlex
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In recent years, the concept of smart cities has become increasingly important in the pursuit of sustainable development goals. In general, common urban challenges have been addressed through smart-city services, and new perspectives for more sustainable cities have emerged. To realize the full potential of such smart urban environments, geospatial approaches have been used as a focal point, offering a plethora of applications that contribute to a better understanding of urban challenges and innovation potentials. Nevertheless, although significant progress has been made, different problems may arise when the available technologies and resources are not understood or even when their potentialities are not properly capitalized. This article reviews the state of the art in the field, highlighting success cases and remaining challenges in exploiting geospatial data-driven strategies, particularly when leveraging geographic information systems, satellites, and distributed sensors to produce and process geospatial data and datasets in urban scenarios. Moreover, a more organized…
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Future Projections of Global Plastic Pollution: Scenario Analyses and Policy Implications
Huijie Yan, Mateo Cordier, Takuro Uehara
87 citationsOpen access (CC-BY)doi:10.3390/su16020643OpenAlex
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Plastic pollution has attracted the attention of the media, public, and government worldwide. Analysis of the inverted U-shaped environmental Kuznets curve (EKC) relationship between economic development and plastic pollution is crucial because economic growth is a critical driver of plastic pollution. In this study, for the first time, we (i) used the stochastic impacts of regression on population, affluence, and technology (STIRPAT) model to investigate the EKC relationship; (ii) performed a comprehensive analysis of the effects of sociodemographic factors on plastic pollution; and (iii) used a panel dataset of 128 countries for empirical analyses. The STIRPAT model was used to conduct scenario analyses to explore the impacts of sociodemographic driving forces on future plastic pollution by 2050 on a national (217 countries) and global scale. The empirical results confirmed the EKC relationship and revealed that changes in population structure and urbanization could substantially affect plastic pollution. Global plastic pollution was projected to reach 66.1 MT/y by 2050 under the…
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Graph Neural Networks for Routing Optimization: Challenges and Opportunities
Weiwei Jiang, Haoyu Han, Yang Zhang, Ji’an Wang, Miao He and 3 more
86 citationsOpen access (CC-BY)doi:10.3390/su16219239OpenAlex
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In this paper, we explore the emerging role of graph neural networks (GNNs) in optimizing routing for next-generation communication networks. Traditional routing protocols, such as OSPF or the Dijkstra algorithm, often fall short in handling the complexity, scalability, and dynamic nature of modern network environments, including unmanned aerial vehicle (UAV), satellite, and 5G networks. By leveraging their ability to model network topologies and learn from complex interdependencies between nodes and links, GNNs offer a promising solution for distributed and scalable routing optimization. This paper provides a comprehensive review of the latest research on GNN-based routing methods, categorizing them into supervised learning for network modeling, supervised learning for routing optimization, and reinforcement learning for dynamic routing tasks. We also present a detailed analysis of existing datasets, tools, and benchmarking practices. Key challenges related to scalability, real-world deployment, explainability, and security are discussed, alongside future research directions that…
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Comparative Analysis of Global Onshore and Offshore Wind Energy Characteristics and Potentials
Sergen Tümse, Mehmet Bilgili, Alper Yıldırım, Beşi̇r Şahi̇n
86 citationsOpen access (CC-BY)doi:10.3390/su16156614OpenAlex
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Wind energy, which generates zero emissions, is an environmentally friendly alternative to conventional electricity generation. For this reason, wind energy is a very popular topic, and there are many studies on this subject. Previous studies have often focused on onshore or offshore installations, lacking comprehensive comparisons and often not accounting for technological advancements and their impact on cost and efficiency. This study addresses these gaps by comparing onshore and offshore wind turbines worldwide in terms of installed capacity, levelized cost of electricity (LCOE), total installed cost (TIC), capacity factor (CF), turbine capacity, hub height, and rotor diameter. Results show that onshore wind power capacity constituted 98.49% in 2010, 97.23% in 2015, and 92.9% in 2022 of the world’s total cumulative installed wind power capacity. Offshore wind capacity has increased yearly due to advantages like stronger, more stable winds and easier installation of large turbine components. LCOE for onshore wind farms decreased from 0.1021 USD/kWh in 2010 to 0.0331 USD/kWh in…
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ChatGPT-Supported Education in Primary Schools: The Potential of ChatGPT for Sustainable Practices
Hilal Uğraş, Mustafa Uğraş, Stamatios Papadakis, Michail Kalogiannakis
85 citationsOpen access (CC-BY)doi:10.3390/su16229855OpenAlex
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This study aims to evaluate the potential of using ChatGPT at the primary school level from the teachers’ perspective within a sustainability framework. The research was conducted as a qualitative case study involving 40 primary school teachers in Turkey during the 2023–2024 academic year, all of whom had no prior experience with ChatGPT. Data collection tools included semi-structured interview forms and researcher diaries developed by the researchers. The data obtained were analysed using content analysis. The findings indicate that most primary school teachers believe ChatGPT is suitable for primary education and can contribute to Sustainable Development Goal (SDG) 4. Additionally, teachers noted that ChatGPT enriches the teaching process and is user-friendly. These findings suggest potential contributions to SDG 4.1 and SDG 4.2. However, concerns were raised regarding ChatGPT’s potential to provide false information, which may negatively impact SDG 4.7. The study also identified that ChatGPT is particularly suitable for mathematics, Turkish, and English courses. This study’s main…
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Economic Performance, Environmental Protection and Social Progress: A Cluster Analysis Comparison towards Sustainable Development
Idiano D’Adamo, Cristina Di Carlo, Massimo Gastaldi, Edouard Nicolas Rossi, Antonio Felice Uricchio
85 citationsOpen access (CC-BY)doi:10.3390/su16125049OpenAlex
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Sustainable development monitoring reveals the extent to which local and national territories are progressing towards sustainability goals. This study considered 105 indicators associated with the Equitable and Sustainable Wellbeing (BES) framework and 139 indicators associated with the Sustainable Development Goals (SDGs), using multicriteria decision analysis (MCDA) and cluster analysis to compare regional performance across the Italian territory in 2022. At the SDG level, Lombardia exhibited the highest performance, while the provinces of Trento and Bolzano led at the BES level. The results were further analyzed with respect to geographic macro-areas and the three dimensions of sustainability, via separate cluster analyses comparing the BES and SDG results. Northeast regions emerged as the top performers, and comparable performance was shown by regions in the center and northwest. The development of a sustainable innovation model, alongside territorial cooperation and synergy between regional specificities, may generate competitive advantages, especially when combined with…
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Innovative Pathways in Carbon Capture: Advancements and Strategic Approaches for Effective Carbon Capture, Utilization, and Storage
Aryan Saxena, Jai Prakash Gupta, Janmejay Kumar Tiwary, Ashutosh Kumar, Saurav Sharma and 3 more
84 citationsOpen access (CC-BY)doi:10.3390/su162210132OpenAlex
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Due to carbon dioxide (CO2) levels, driven by our reliance on fossil fuels and deforestation, the challenge of global warming looms ever larger. The need to keep the global temperature rise below 1.5 °C has never been more pressing, pushing us toward innovative solutions. Enter carbon capture, utilization, and storage (CCUS) technologies, our frontline defense in the fight against climate change. Imagine a world where CO2, once a harbinger of environmental doom, is transformed into a tool for healing. This review takes you on a journey through the realm of CCUS, revealing how these technologies capture CO2 from the very sources of our industrial and power activities, repurpose it, and lock it away in geological vaults. We explore the various methods of capture—post-combustion, oxy-fuel combustion, and membrane separation—each with their own strengths and challenges. But it is not just about science; economics play a crucial role. The costs of capturing, transporting, and storing CO2 are substantial, but they come with the promise of a burgeoning market for CO2-derived products. We…
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Geopolymer Cement in Pavement Applications: Bridging Sustainability and Performance
Gbenga Emmanuel Aderinto, Jacob Olumuyiwa Ikotun, Valentine Yato Katte, Makungu Marco Madirisha
83 citationsOpen access (CC-BY)doi:10.3390/su16135417OpenAlex
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Growing concerns about the greenhouse effect, global warming, and adverse climate changes primarily stemming from carbon dioxide (CO2) emissions in traditional Portland cement (OPC) used in civil engineering construction, have prompted a shift toward eco-friendly alternatives like geopolymer cement (GPC). Over the last few decades, significant advancements have been made in developing environmentally sustainable pavement construction materials such as GPC to mitigate global CO2 emissions. The success of geopolymer cement (GPC) as an eco-friendly alternative to OPC has garnered attention for its potential to lower carbon emissions and enhance durability. This is attributed to the sustainable production method of GPC, where industrial cementitious waste materials (such as fly ash (FA), metakaolin (MK), mine tailings (MT), slag, etc.) are combined with an eco-friendly alkaline activator and water through the geopolymerization process. Numerous studies on geopolymer concrete indicate that, like OPC, GPC exhibits comparable mechanical properties, including strength, fire resistance,…
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The cohort is every article, review and book chapter OpenAlex attributes to Sustainability with publication year 2024, excluding retracted works and paratext such as editorials and errata. The top 100 by citation count are listed; the percentile is the rank divided by the cohort size. 100 of the 100 entries have an abstract in OpenAlex. Counts were read on 29 October 2026 and will not be updated on this page, so a quoted rank stays verifiable. Full rules on the methodology page.
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