Renewable and Sustainable Energy Reviews最新文献

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Semi-thermophilic anaerobic digestion (41–49°C): A review of its potential for enhanced methane production and system stability
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-03-18 DOI: 10.1016/j.rser.2025.115630
Changxun Zhao , Jiefei Mo , Yong Qin , Yabin Gong , Ouru Zhan , Bo Song , Weixiang Wu
{"title":"Semi-thermophilic anaerobic digestion (41–49°C): A review of its potential for enhanced methane production and system stability","authors":"Changxun Zhao ,&nbsp;Jiefei Mo ,&nbsp;Yong Qin ,&nbsp;Yabin Gong ,&nbsp;Ouru Zhan ,&nbsp;Bo Song ,&nbsp;Weixiang Wu","doi":"10.1016/j.rser.2025.115630","DOIUrl":"10.1016/j.rser.2025.115630","url":null,"abstract":"<div><div>The low methane production efficiency of mesophilic anaerobic digestion (MAD) and the stability issues associated with thermophilic anaerobic digestion (TAD) have become bottlenecks limiting the development of anaerobic digestion (AD) technologies. Recently, research focusing on the semi-thermophilic temperature range of 41–49 °C has suggested that this approach could effectively overcome these limitations. However, conflicting evidence regarding semi-thermophilic anaerobic digestion (STAD) has hindered the progress of related research and technological applications. This paper conducted a meta-analysis to evaluate the methane production efficiency of STAD, systematically comparing its system stability and kinetic parameters relative to both MAD and TAD. The findings revealed that STAD holds significant potential for enhancing both methane production efficiency and system stability. The observed high efficiency and stability in STAD may be attributed to the adaptive growth and metabolic capabilities of its diverse microbial communities, as well as the balance between acid-alkalinity conditions and hydrogen regulation. Based on the insights from this review, recommendations for optimization and future research were proposed. This review contributes to the re-evaluation of traditional temperature classifications in AD, offering new insights into the mechanisms and broader applications of STAD.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"215 ","pages":"Article 115630"},"PeriodicalIF":16.3,"publicationDate":"2025-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143642747","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Per- and polyfluoroalkyl substances (PFAS) in solar photovoltaic modules
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-03-18 DOI: 10.1016/j.rser.2025.115562
Preeti Nain, Annick Anctil
{"title":"Per- and polyfluoroalkyl substances (PFAS) in solar photovoltaic modules","authors":"Preeti Nain,&nbsp;Annick Anctil","doi":"10.1016/j.rser.2025.115562","DOIUrl":"10.1016/j.rser.2025.115562","url":null,"abstract":"<div><div>The presence of Per- and Poly Fluoro Alkyl Substances (PFAS) in solar modules is a growing concern, yet the current literature leaves key questions unanswered: Are PFAS present in solar modules? If yes, what types and quantities are involved, and what risks do they pose? This study attempted to address these gaps through a systematic review of the literature published over the past decade, focusing on five key areas: 1) the occurrence of PFAS in solar modules, 2) quantities in different solar module components, 3) suitable analytical methods for PFAS detection in solar modules, 4) United States Environmental Protection Agency PFAS's regulations and policies, and 5) screening levels and health risk assessments for PFAS in solar modules. Our findings highlight a paucity of data regarding PFAS in solar modules, with most references limited to their use in anti-reflective and self-cleaning coatings on solar glass and as barrier layer in backsheets. The literature provides some context for PFAS application in solar modules; however, information regarding PFAS types, amounts, layer thickness, and host component characteristics is lacking. While some laboratory studies explore hydrophobic PFAS coatings, they appear absent from commercial solar modules. Most PFAS used in solar modules are fluoropolymers, considered a low-risk PFAS subgroup. Currently, no standardized methods exist for PFAS analysis in electronics. Point-based health risk assessment in this work indicates no risk for PFOA, PFNA, PFOS, PFBS, or GenX for solar modules. Advancing quantification techniques for PFAS in solid matrices could enhance analysis capabilities and inform waste characterization strategies for the emerging solar waste stream.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"215 ","pages":"Article 115562"},"PeriodicalIF":16.3,"publicationDate":"2025-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143642746","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Graphdiyne-based metal-free catalysts: Innovations in synthesis, properties, functionalization, morphology and applications
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-03-17 DOI: 10.1016/j.rser.2025.115570
Hamid Ali , Obaid Iqbal , Muhammad Sadiq , Jawad Ul Hassan , Basem Al Alwan , Atef El Jery , Ahmed M. Abu-Dief , R.A. El-Kasaby , Asif Hayat , Dewu Yue , Ma Xingyi
{"title":"Graphdiyne-based metal-free catalysts: Innovations in synthesis, properties, functionalization, morphology and applications","authors":"Hamid Ali ,&nbsp;Obaid Iqbal ,&nbsp;Muhammad Sadiq ,&nbsp;Jawad Ul Hassan ,&nbsp;Basem Al Alwan ,&nbsp;Atef El Jery ,&nbsp;Ahmed M. Abu-Dief ,&nbsp;R.A. El-Kasaby ,&nbsp;Asif Hayat ,&nbsp;Dewu Yue ,&nbsp;Ma Xingyi","doi":"10.1016/j.rser.2025.115570","DOIUrl":"10.1016/j.rser.2025.115570","url":null,"abstract":"<div><div>Graphdiyne (GDY) is a novel two-dimensional carbon material characterized by unique properties, positioning it as a promising candidate for various applications in catalysis, energy storage, and electronics. This review offers a comprehensive analysis of GDY, covering its theoretical simulations, structural characteristics, and properties. This research examines the molecular structure, electronic characteristics, mechanical strength, optical behavior, and thermal and conductive properties. In addition, the potential of GDY as a metal-free catalyst, as well as its tunable pore size and surface area, are investigated. Similarly, several synthesis methods, including dry and wet chemistry, Cu-surface-mediated synthesis, and template-based strategies, are discussed, emphasizing progress in the synthesis of GDY derivatives with improved performance. The review examines various synthesis reactions, including Glaser coupling and alkynylsilane coupling, as well as methods to enhance GDY performance through bandgap engineering, doping, defect engineering, and surface functionalization. Additionally, the various dimensionalities of GDY were examined, ranging from zero-dimensional/quantum dots to three-dimensional structures, each presenting distinct advantages in applications. The functionalization of GDY with different organic and inorganic molecules, including anthraquinone and porphyrin, is examined to enhance its catalytic and electronic properties. Finally, the wide-ranging applications of GDY were explored, including its role in photocatalytic and electrocatalytic reactions for hydrogen production, oxygen evolution, overall water splitting, CO<sub>2</sub> reduction/conversion, as well as its use in supercapacitors, batteries, and solar cells. This review serves as a comprehensive guide for scientists interested in exploring the potential of GDY across various scientific and technological domains.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"215 ","pages":"Article 115570"},"PeriodicalIF":16.3,"publicationDate":"2025-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143637060","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A review on recent developments in natural convective solar dryer for agricultural products: Methods, collector design, influencing factors, performance and challenges
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-03-17 DOI: 10.1016/j.rser.2025.115613
R. Prakash , Arulmurugan Gnanasekaran , Marimuthu Rengasamy , Kamatchi Rajaram
{"title":"A review on recent developments in natural convective solar dryer for agricultural products: Methods, collector design, influencing factors, performance and challenges","authors":"R. Prakash ,&nbsp;Arulmurugan Gnanasekaran ,&nbsp;Marimuthu Rengasamy ,&nbsp;Kamatchi Rajaram","doi":"10.1016/j.rser.2025.115613","DOIUrl":"10.1016/j.rser.2025.115613","url":null,"abstract":"<div><div>Solar drying is the best sustainable practice in preserving agricultural produce as open sun drying is prone to contaminations of food grains. Although a number of conventional technologies are in practice, they pollute the environment, increase the carbon foot print and require huge investment. To meet the sustainable development goal of UN 3, 7 and 12, the world focuses more on developing green technologies particularly natural convective solar drying. This review explores natural convective solar dryer (NCSD) that utilizes flat plate collector solar air heaters (FPCSAH) with heat harnessing element, resulting ∼70 % in thermal efficiency and ∼50 % reduction in drying time. Numerous traits and practices for improving effectiveness of solar drying are studied. Subsequently, this study identifies the convincing factors that influence the construction, working and performance evaluation correlations of NCSD. Besides, this review provides informative insights about the methods, detailed procedure to design FPCSAH. Also, the applications of NCSD by distinguishing the types of operations, food products and process parameters are discussed in detail. Eventually, the summary and outlook gathers all the factors and challenges including low mass flow, conversion rate, nano-PCM composite feasibility, robustness, customer perception and recommends solution with advancement for future directions, which will be a data mine to the scientific community in the developing nations for more economical drying process and procedures in NCSD.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"215 ","pages":"Article 115613"},"PeriodicalIF":16.3,"publicationDate":"2025-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143636496","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improving community-based electricity markets regulation: A holistic multi-objective optimization framework
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-03-17 DOI: 10.1016/j.rser.2025.115597
V.B.F. Costa , T. Soares , L. Bitencourt , B.H. Dias , E. Deccache , B.M.A. Silva , B. Bonatto , W.F. Filho , A.S. Faria
{"title":"Improving community-based electricity markets regulation: A holistic multi-objective optimization framework","authors":"V.B.F. Costa ,&nbsp;T. Soares ,&nbsp;L. Bitencourt ,&nbsp;B.H. Dias ,&nbsp;E. Deccache ,&nbsp;B.M.A. Silva ,&nbsp;B. Bonatto ,&nbsp;W.F. Filho ,&nbsp;A.S. Faria","doi":"10.1016/j.rser.2025.115597","DOIUrl":"10.1016/j.rser.2025.115597","url":null,"abstract":"<div><div>Community-based electricity markets, which are defined as groups of members that share common interests in renewable distributed generation, allow prosumers to embrace more active roles by opening up several opportunities for trading electricity. At the same time, such markets may favor conventional consumers by allowing them to choose cheaper electricity providers. Due to trends in power sector modernization, community-based electricity markets are of great research interest, and there are already some associated models. However, there is a research gap in searching for integrated and holistic approaches that go beyond economic aspects, consider social and environmental aspects, and assume the balanced co-existence of community-based and conventional markets. This work fills this critical research gap by adapting/applying the optimized tariff model, Bass diffusion model, life cycle assessment, and multi-objective optimization to the context of community-based markets. Results indicate that favoring conventional markets in the short term and community-based markets in the medium term is beneficial. Moreover, regulated tariffs should increase slightly in the short/medium-term to accommodate DG growth. Additionally, community-based markets can decrease electricity expenses by around 13.6 % considering the market participants. Thus, such markets can be significantly beneficial in mitigating energy poverty.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"215 ","pages":"Article 115597"},"PeriodicalIF":16.3,"publicationDate":"2025-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143642611","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Phase equilibria of gas hydrates: A review of experiments, modeling, and potential trends
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-03-17 DOI: 10.1016/j.rser.2025.115612
Jin Cai , Han Tang , Teng-Hua Zhang , Peng Xiao, Yi-Wei Wu, Hai-Hang Qin, Guang-Jin Chen, Chang-Yu Sun, Xiao-Hui Wang
{"title":"Phase equilibria of gas hydrates: A review of experiments, modeling, and potential trends","authors":"Jin Cai ,&nbsp;Han Tang ,&nbsp;Teng-Hua Zhang ,&nbsp;Peng Xiao,&nbsp;Yi-Wei Wu,&nbsp;Hai-Hang Qin,&nbsp;Guang-Jin Chen,&nbsp;Chang-Yu Sun,&nbsp;Xiao-Hui Wang","doi":"10.1016/j.rser.2025.115612","DOIUrl":"10.1016/j.rser.2025.115612","url":null,"abstract":"<div><div>Phase equilibria is a fundamental property for the applications of gas hydrate technologies including but not limited to energy exploration and exploitation, gas storage and separation, flow assurance, desalination, and carbon sequestration. To date, an overwhelming number of relevant experimental and theoretical studies have been conducted. Thus, we presented a comprehensive review of the work on hydrate phase equilibria published over the years. First, we summarized and discussed the different measuring methods, focusing on the PVT and differential scanning calorimetry (DSC) techniques, as well as their applications in various systems to establish a quantitative framework for gas hydrate phase equilibrium analysis. Some modifications and innovative approaches ae also highlighted. To have consistency in the topic of hydrate phase equilibria, we then turned our focus on the modeling work together with some state-of-the-art machine learning algorithms and discussed their major contributions to the improvement of hydrate phase equilibrium predictions. This was followed by a brief review of the (semi-) empirical correlations focusing on calculating hydrate stability boundaries over wide pressure or inhibitor ranges. Given the space limitations of this review, several foundational and excellent review works and books were also cited accordingly. Finally, we briefly discussed the limitations and perspectives in the near future at the end of each section to provide readers with comprehensive insights that may motivate further work in this promising field.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"215 ","pages":"Article 115612"},"PeriodicalIF":16.3,"publicationDate":"2025-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143636494","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Decarbonization of district heating: A systematic review of carbon footprint and key mitigation strategies
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-03-17 DOI: 10.1016/j.rser.2025.115602
Xenia Malcher , Francis Catherine Tenorio-Rodriguez , Matthias Finkbeiner , Miguel Gonzalez-Salazar
{"title":"Decarbonization of district heating: A systematic review of carbon footprint and key mitigation strategies","authors":"Xenia Malcher ,&nbsp;Francis Catherine Tenorio-Rodriguez ,&nbsp;Matthias Finkbeiner ,&nbsp;Miguel Gonzalez-Salazar","doi":"10.1016/j.rser.2025.115602","DOIUrl":"10.1016/j.rser.2025.115602","url":null,"abstract":"<div><div>This paper provides a comprehensive analysis and comparison of the carbon footprint of decarbonization strategies for district heating. By reviewing data from 42 Life Cycle Assessment (LCA) studies encompassing 160 heating configurations, the study highlights a predominant focus on supply-side factors, while demand-side and regulatory strategies remain underexplored. Results show that renewable-based systems yield the lowest emissions, ranging from −0.001 to 0.0909 kg CO<sub>2</sub>e/MJ of heat, with waste heat and geothermal at the lower end and solar thermal and certain biomass categories at the higher end. Biomass emissions are highly variable, ranging from very low to levels comparable with gas boilers, while solar thermal systems without heat storage present the highest emissions among renewable options, similar to those of gas boilers. Fossil fuels-based systems exhibit the highest emissions, ranging from 0.031 to 0.371 kg CO<sub>2</sub>e/MJ. Systems combining renewable and fossil sources range between 0.0003 and 0.136 kg CO<sub>2</sub>e/MJ. Analysis of energy conversion technologies indicates that Combined Heat and Power (CHP) systems significantly reduce emissions compared to traditional boilers, with reductions ranging from 16 % for multifuel systems to 70 % for geothermal systems. Heat pumps, especially when integrated with renewable energy sources, achieve an average emissions reduction of 64 % compared to gas boilers. Low temperature district heating (4GDH and 5GDH) improves efficiency and lowers emissions by 70 % relative to existing networks (3GDH). The implementation of heat storage results in 50–60 % emission reductions in solar thermal and multifuel setups, though its impact is less pronounced with geothermal systems. Additionally, subsidies for renewable heat technologies contribute to a 2–10 % decrease in emissions, underscoring the importance of supportive policy frameworks. Notable emission reductions are observed with CHP systems and heat pumps compared to gas boilers, as well as with heat storage in solar thermal and multifuel setups. The paper reveals inconsistencies and research gaps in previous studies and suggests the need for further investigation and standardized methodologies.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"215 ","pages":"Article 115602"},"PeriodicalIF":16.3,"publicationDate":"2025-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143642613","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sustainable hydrogen energy fuel cell electric vehicles: A critical review of system components and innovative development recommendations
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-03-17 DOI: 10.1016/j.rser.2025.115601
T.M. Navinkumar, C. Bharatiraja
{"title":"Sustainable hydrogen energy fuel cell electric vehicles: A critical review of system components and innovative development recommendations","authors":"T.M. Navinkumar,&nbsp;C. Bharatiraja","doi":"10.1016/j.rser.2025.115601","DOIUrl":"10.1016/j.rser.2025.115601","url":null,"abstract":"<div><div>Hydrogen-powered Fuel Cell Electric vehicles (FCEVs) harness hydrogen gas to generate clean electrical energy using fuel cells, to power the vehicle thus offering a more efficient alternative to traditional internal combustion engines. FCEVs convert chemical energy to electrical energy emitting only water as by-product thus complying with UN SDGs 7 and 13. This study provides a comprehensive and critical analysis of FCEV, covering all the major components present in the system. The study begins with the analysis of diverse FC technologies available and focuses on Proton Exchange Membrane FC for EV applications. Further, the study concentrates on the application of the FC in EV technology and the drive train components of an FCEV. The comprehensive study of the drive train comprises the DC-DC Power Converter, the MPPT algorithms used in optimizing the energy conversion, the different types of inverters used for power conversion to motor drives, and various EV motor types utilized in FCEVs. The significant challenges and technical issues faced by the FCEV in the current scenario are also presented thus offering a balanced perspective on the current state of this technology. A thermodynamic-economic trade-off is presented for a better selection of the components for an FCEV. A case study is presented with the optimized components selected. The analysis further supports the notion that the FCEVs present a suitable and efficient transportation solution, contributing to the global transition towards clean energy and aiding in the fight against climate change.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"215 ","pages":"Article 115601"},"PeriodicalIF":16.3,"publicationDate":"2025-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143636495","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Review and analysis of porous adsorbents for effective CO2 capture
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-03-16 DOI: 10.1016/j.rser.2025.115589
Sahar Foorginezhad , Fredrik Weiland , Yifeng Chen , Shahid Hussain , Xiaoyan Ji
{"title":"Review and analysis of porous adsorbents for effective CO2 capture","authors":"Sahar Foorginezhad ,&nbsp;Fredrik Weiland ,&nbsp;Yifeng Chen ,&nbsp;Shahid Hussain ,&nbsp;Xiaoyan Ji","doi":"10.1016/j.rser.2025.115589","DOIUrl":"10.1016/j.rser.2025.115589","url":null,"abstract":"<div><div>The escalating global concern about the expansion of CO<sub>2</sub> emissions and its profound consequences on climate change underscores the critical need for robust CO<sub>2</sub> capture materials. The core objective of this review was to conduct a comprehensive survey of recent advancements in CO<sub>2</sub> capture, with a focus on porous materials, including metal-organic frameworks, zeolitic imidazolate frameworks, zeolites, metal oxides/metalloids, porous polymers, derived carbons, and (biochar, sludge, ash), as documented in the reported studies from 2017 onwards. By considering the CO<sub>2</sub> adsorption capacity as the most important property, an up-to-date database of CO<sub>2</sub> capture capacities in various porous adsorbents was provided, and other properties, such as selectivity, surface area, pore size/volume, recyclability, etc., for the promising adsorbents were further discussed. Furthermore, the issues on the mechanism, commercial viability (adsorbents cost and upscaling), environmental concerns and future directions (3D printing, artificial intelligence) were discussed. This review serves as an invaluable resource, guiding future investigations in this field and contributing to ongoing efforts to mitigate CO<sub>2</sub> emissions.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"215 ","pages":"Article 115589"},"PeriodicalIF":16.3,"publicationDate":"2025-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143629142","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine learning for predicting urban greenhouse gas emissions: A systematic literature review
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-03-16 DOI: 10.1016/j.rser.2025.115625
Yukai Jin , Ayyoob Sharifi
{"title":"Machine learning for predicting urban greenhouse gas emissions: A systematic literature review","authors":"Yukai Jin ,&nbsp;Ayyoob Sharifi","doi":"10.1016/j.rser.2025.115625","DOIUrl":"10.1016/j.rser.2025.115625","url":null,"abstract":"<div><div>Greenhouse gases play a crucial role in shaping urban climate patterns and dynamics. Using machine learning methods offers opportunities for predicting greenhouse gas emissions in cities, both now and in the future. Here, we review 75 papers from 2003 to 2023 that utilized machine learning to forecast urban greenhouse gas emissions. We focus on two aspects: the models used and the driving factors of emissions. Across all models, R<sup>2</sup> range from 0.5231 to 0.9989, MAPE range from 0.3017 % to 26.3 %.Hybrid and neural network models emerged as the most popular choices. The most common combinations were spatial hybrid models, primarily blending spatial models with machine learning predictions. Time series hybrid models mostly featured optimized models and machine learning prediction models. Hybrid models outperform single models in both R<sup>2</sup> and MAPE. We propose three key recommendations to enhance the accuracy and reliability of future machine learning models: 1) Establish criteria for evaluating influential factors and model selection, 2) Enhance spatial prediction in machine learning by optimization models, and 3) Explore and compare how greenhouse gas prediction models perform across diverse urban settings.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"215 ","pages":"Article 115625"},"PeriodicalIF":16.3,"publicationDate":"2025-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143629141","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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