Renewable and Sustainable Energy Reviews最新文献

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Floating photovoltaic system based electrical power generation study in Indian context
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-02-04 DOI: 10.1016/j.rser.2025.115442
Nitin Kumar , Rupendra Kumar Pachauri , Piyush Kuchhal , Lewis Nkenyereye
{"title":"Floating photovoltaic system based electrical power generation study in Indian context","authors":"Nitin Kumar ,&nbsp;Rupendra Kumar Pachauri ,&nbsp;Piyush Kuchhal ,&nbsp;Lewis Nkenyereye","doi":"10.1016/j.rser.2025.115442","DOIUrl":"10.1016/j.rser.2025.115442","url":null,"abstract":"<div><div>The world is transitioning towards a net zero emissions future and solar energy is leading the change. The land use requirements to install solar photovoltaic farms present a barrier for the industry as population density increases and land prices rise. The floating photovoltaic system is an emerging power generation system that is sparking prevalent interest due to its several benefits, including fewer obstacles to block sunlight, convenience, energy efficiency, and higher power generation efficiency due to the lower temperature underneath the panels. Floating solar is installing on the rise around the world, and many countries are starting to see it as a feasible preference. It has many benefits over ground-mounted photovoltaic which are discussed in this review. In this review, we look at the most current research on floating solar and discuss its advantages, disadvantages, and potential for the future. A comprehensive assessment of the floating solar system is carried out to analyze the performance enhancement through the installation methods of floating solar systems, along with the challenges. The study explores global floating solar development scenarios, highlighting research interest in sustainable solar energy solutions. It supports United Nation sustainability development goal 7 and 13, accelerating the transition to a low-carbon future. This study indicates that optimal tilt angle for floating solar panels is crucial for maximum power output. However, research on bifacial solar photovoltaic panels is underexplored. The taxonomy provides quantitative performance data such optimal tilt angle, performance parameters, study duration, data acquisition system specs, and major findings from current studies.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"212 ","pages":"Article 115442"},"PeriodicalIF":16.3,"publicationDate":"2025-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143332575","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
Design and analysis of wind-based hydrogen production using rule-based operation
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-02-04 DOI: 10.1016/j.rser.2025.115459
Sunwoo Kim , Joungho Park , Jay H. Lee
{"title":"Design and analysis of wind-based hydrogen production using rule-based operation","authors":"Sunwoo Kim ,&nbsp;Joungho Park ,&nbsp;Jay H. Lee","doi":"10.1016/j.rser.2025.115459","DOIUrl":"10.1016/j.rser.2025.115459","url":null,"abstract":"<div><div>The growing demand for green hydrogen underscores the importance of renewable energy sources such as wind. However, the water electrolysis process, crucial for producing green hydrogen, often experiences frequent shutdowns that can damage membranes and catalysts, diminishing both efficiency and longevity. The variability of wind power further complicates this, necessitating advanced control strategies to maintain system stability. Traditional rule-based control methods often struggle to effectively handle real-time power fluctuations and predict future wind conditions, limiting their adaptability. This study introduces an innovative rule-based control method that includes a 'target battery level' to balance reliability and productivity. Utilizing a bi-level optimization framework, it co-optimizes the system design and target battery level to create a more adaptable and efficient solution. Case studies in six regions reveal that the levelized cost of hydrogen is realistically 6–20% higher than scenarios assuming perfect wind foresight. Moreover, this new rule-based control strategy, aiming to maintain a target battery level above 90%, consistently outperforms traditional methods in terms of reliability and economic viability. This approach offers a robust and economically feasible solution for enhancing sustainable green hydrogen production under real-world conditions, addressing key challenges related to system stability and operational efficiency.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"212 ","pages":"Article 115459"},"PeriodicalIF":16.3,"publicationDate":"2025-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143332623","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
Artificial solid electrolyte interphase: The Holy Grail for Li-S batteries
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-02-04 DOI: 10.1016/j.rser.2025.115453
Mohsen Hajian Foroushani, Samane Maroufi, Rasoul Khayyam Nekouei, Veena Sahajwalla
{"title":"Artificial solid electrolyte interphase: The Holy Grail for Li-S batteries","authors":"Mohsen Hajian Foroushani,&nbsp;Samane Maroufi,&nbsp;Rasoul Khayyam Nekouei,&nbsp;Veena Sahajwalla","doi":"10.1016/j.rser.2025.115453","DOIUrl":"10.1016/j.rser.2025.115453","url":null,"abstract":"<div><div>Lithium metal exhibits exceptional characteristics, owing to its highest specific capacity (3860 mAh g<sup>−1</sup>) and the lowest electrochemical potential (−3.04 V vs. SHE) among all available metal anodes. The synergy effect of Li and sulfur, with specific capacity of 1670 mAh g<sup>−1</sup>, positions Li–S batteries (LSBs) as a highly promising candidate for the next generation of high-energy density batteries. Nonetheless, the full commercialization of LSBs is dependent upon overcoming a range of shortcomings that such batteries possess. One of the most formidable challenges is the pervasive issue of Li dendrite nucleation and growth on the anode surface, caused by the instability of the solid electrolyte interphase layer. Numerous efforts have been made so far to control the nucleation and growth of Li dendrites, with the establishment of a stable artificial solid electrolyte interphase (ASEI) layer proving to be one of the most effective approaches. This review provides a focused, comprehensive analysis of ASEI layers, addressing a critical gap in existing literature, which often broadly covers Li anode challenges without specifically targeting ASEI-related strategies. It explores recent advancements in ASEI fabrication methods, including dip coating, drop casting, roll pressing, magnetron sputtering, and other innovative techniques, with a thorough discussion of each method's strengths, limitations, and key influencing factors. Furthermore, the review examines the scalability, performance, and effectiveness of ASEI layers under real-world conditions, such as high sulfur loading, limited electrolyte volumes, and carbonate-based electrolytes, while assessing their impact on electrochemical performance across varied battery configurations.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"212 ","pages":"Article 115453"},"PeriodicalIF":16.3,"publicationDate":"2025-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143332631","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
Privacy preserving federated learning for proton exchange membrane fuel cell
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-02-04 DOI: 10.1016/j.rser.2025.115407
Zehui Zhang , Ningxin He , Weiwei Huo , Xiaobin Xu , Chao Sun , Jianwei Li
{"title":"Privacy preserving federated learning for proton exchange membrane fuel cell","authors":"Zehui Zhang ,&nbsp;Ningxin He ,&nbsp;Weiwei Huo ,&nbsp;Xiaobin Xu ,&nbsp;Chao Sun ,&nbsp;Jianwei Li","doi":"10.1016/j.rser.2025.115407","DOIUrl":"10.1016/j.rser.2025.115407","url":null,"abstract":"<div><div>Proton Exchange Membrane Fuel Cell (PEMFC) is a promising clean energy device with applications from mobile power stations to electric vehicles. To accelerate the application process, deep learning (DL) has been applied to develop various intelligent technologies for PEMFC such as performance prediction, fault diagnosis, etc., to reduce manufacturing cost and prolong service lifetime. However, a single research institution is difficult to obtain sufficient training data for developing DL-based models, since fuel cell system is still in the development stage, and its high cost makes the collection of experimental data too expensive. To tackle the challenges, this study designs a privacy-preserving federated learning framework for PEMFC (FedFC). The framework can support multiple research institutions to collaboratively train a high-performance DL model for PEMFC while preserving their local data information using homomorphic encryption and differential privacy technologies. The study empirically evaluates FedFC framework performance on real fuel cell datasets with performance predication and fault diagnosis tasks. Experiment results demonstrate that the FedFC framework can achieve excellent performance and holds promise for promoting the development of intelligent models associated with PEMFC.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"212 ","pages":"Article 115407"},"PeriodicalIF":16.3,"publicationDate":"2025-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143332624","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
Addressing reliability challenges in generation capacity planning under high penetration of renewable energy resources and storage solutions: A review
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-02-04 DOI: 10.1016/j.rser.2025.115461
Taraneh Ghanbarzadeh, Daryoush Habibi, Asma Aziz
{"title":"Addressing reliability challenges in generation capacity planning under high penetration of renewable energy resources and storage solutions: A review","authors":"Taraneh Ghanbarzadeh,&nbsp;Daryoush Habibi,&nbsp;Asma Aziz","doi":"10.1016/j.rser.2025.115461","DOIUrl":"10.1016/j.rser.2025.115461","url":null,"abstract":"<div><div>This study offers a comprehensive survey of generation capacity planning from a reliability perspective, considering the influence of renewable resources and energy storage systems. The uncertainties surrounding intermittent resources raise concerns about power system reliability. This has led to the proposal of new assessment and optimization frameworks in generation expansion planning, as evidenced by numerous reports and original research works. In addition to the challenge concerning power system reliability, phenomena such as Dunkelflaute require thorough consideration when planning problems. Furthermore, energy storage systems have emerged as a promising solution to address these challenges. Consequently, numerous researchers have worked on methods for handling uncertainty in generation outputs, selecting appropriate reliability indices, and evaluating reliability techniques. This review paper offers a survey of research works exploring the relevant aspects of generation capacity planning under the high penetration of renewable energy resources. This survey also highlights new research opportunities for scholars seeking to assess the associated reliability challenges of integrating renewables into modern power systems.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"212 ","pages":"Article 115461"},"PeriodicalIF":16.3,"publicationDate":"2025-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143358446","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
End-of-life wind turbine blades and paths to a circular economy
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-02-03 DOI: 10.1016/j.rser.2025.115418
Peter Deeney , Paul G. Leahy , Kevin Campbell , Claire Ducourtieux , Gerard Mullally , Niall P. Dunphy
{"title":"End-of-life wind turbine blades and paths to a circular economy","authors":"Peter Deeney ,&nbsp;Paul G. Leahy ,&nbsp;Kevin Campbell ,&nbsp;Claire Ducourtieux ,&nbsp;Gerard Mullally ,&nbsp;Niall P. Dunphy","doi":"10.1016/j.rser.2025.115418","DOIUrl":"10.1016/j.rser.2025.115418","url":null,"abstract":"<div><div>A structured literature review is used to identify barriers to the recommended methods of processing end-of-life wind turbine blades. The Waste Management Hierarchy recommends firstly avoidance, then repurposing, recycling, energy recovery and lastly, disposal. The review finds that most recent research articles are concerned with recycling, despite its position in third place in the Hierarchy. The review also identifies the following barriers to the first, second and third most recommended processes: misalignment of financial rewards for blade manufacturers making more durable blades; lack of information about blades which could help repurposing and recycling; and lack of financial incentives for any of the top three methods. Based on these findings the following solutions are proposed: alternative payment structures for blade ownership incentivising blade quality and longevity; an information exchange to facilitate the second hand market, repurposing and recycling; and the widespread use of compliance bonds to provide a financial incentive for repurposing and recycling.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"212 ","pages":"Article 115418"},"PeriodicalIF":16.3,"publicationDate":"2025-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143332630","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
The future of PV tracking? An interdisciplinary performance assessment of a novel design with panel protection
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-02-03 DOI: 10.1016/j.rser.2024.115287
Armin Buchroithner , Lennard Visser , Rupert Preßmair , Graham McClone , Jan Kleissl
{"title":"The future of PV tracking? An interdisciplinary performance assessment of a novel design with panel protection","authors":"Armin Buchroithner ,&nbsp;Lennard Visser ,&nbsp;Rupert Preßmair ,&nbsp;Graham McClone ,&nbsp;Jan Kleissl","doi":"10.1016/j.rser.2024.115287","DOIUrl":"10.1016/j.rser.2024.115287","url":null,"abstract":"<div><div>PV trackers are among the most effective technological advancements to increase photovoltaic (PV) electricity generation and yearly energy yield without additional PV panels. In this publication, a novel dual axis PV tracking device with face-to-face solar panel protection is described. The analysis of the proposed system addresses three scientific fields and explains their correlations and mutual influences. First, PV tracking technology and its potential are reviewed in the global techno-economic context of the renewable energy transition and characteristics of the PV and tracker market. The current situation and trends in energy production, manufacturing and supply chain issues, as well as PV module life cycle assessment and recycling are discussed. Second, engineering aspects of PV trackers are presented with a focus on the novel design for a low-cost PV tracker incorporating a patented folding and tracking mechanism with a dual-use actuating system. Third, a PV yield simulation quantifies snow shedding and soiling reduction benefits of the proposed PV tracker, as well as the optional utilization of bi-facial PV modules. The proposed PV tracker is shown to be particularly beneficial in high latitude, high elevation, and high albedo environments. Other benefits include longer cleaning intervals in dusty regions and resistance to extreme weather events. Potential drawbacks of the design approach and next steps for commercialization are also discussed.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"212 ","pages":"Article 115287"},"PeriodicalIF":16.3,"publicationDate":"2025-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143332583","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
Integrating green infrastructure, design scenarios, and social-ecological-technological systems for thermal resilience and adaptation: Mechanisms and approaches
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-02-03 DOI: 10.1016/j.rser.2025.115422
Xizhen Huang , Runming Yao , Christos H. Halios , Prashant Kumar , Baizhan Li
{"title":"Integrating green infrastructure, design scenarios, and social-ecological-technological systems for thermal resilience and adaptation: Mechanisms and approaches","authors":"Xizhen Huang ,&nbsp;Runming Yao ,&nbsp;Christos H. Halios ,&nbsp;Prashant Kumar ,&nbsp;Baizhan Li","doi":"10.1016/j.rser.2025.115422","DOIUrl":"10.1016/j.rser.2025.115422","url":null,"abstract":"<div><div>Urbanization and urban overheating present significant heat exposure risks to city dwellers, underscoring the urgent need to enhance the thermal resilience of social-ecological-technological systems. However, understanding how humans interact with the urban environment to design thermally comfortable adaptation spaces and formulate effective resilience strategies remains unclear. Therefore, the overarching aim of this study is to investigate critical factors and generate actionable insights that can inform the development of effective strategies for enhancing thermal resilience in urban environments. An integrative review approach was conducted combining a scoping review and a bibliometric analysis. The principal findings highlight the significance of green infrastructure, urban canyons, and building stock scenarios in designing comfortable microclimates. Behavioural adaptation for access to the design scenarios plays an important role in achieving thermal comfort. Key driving forces influencing design scenarios are identified, including social vulnerability protection and economic resource feasibility in the social system, air pollutant reduction and biodiversity protection in the ecological system, and cooling effectiveness and energy efficiency in technological systems. Stakeholder and expert involvement are necessary to develop interventions and strategies for strengthening thermal resilience. The proposed frameworks attempt to provide a comprehensive understanding of human-urban interaction and adaptation mechanisms and offer a general approach to developing interventions and strategies for thermal resilience. The findings contribute to providing planning and design strategies by improving the ability of the built environment and humans to adapt to escalating climate warming and the rise in extreme heatwave events, thereby supporting the sustainability and well-being of urban populations.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"212 ","pages":"Article 115422"},"PeriodicalIF":16.3,"publicationDate":"2025-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143332629","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
Sustainable urban designs integrating aboveground microclimates and underground heat islands: A systematic review and design strategies
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-02-02 DOI: 10.1016/j.rser.2025.115445
Yueming Wen , Peiyi Zhang , Jinxi Wei , Fei Yu , Chengfang Huang
{"title":"Sustainable urban designs integrating aboveground microclimates and underground heat islands: A systematic review and design strategies","authors":"Yueming Wen ,&nbsp;Peiyi Zhang ,&nbsp;Jinxi Wei ,&nbsp;Fei Yu ,&nbsp;Chengfang Huang","doi":"10.1016/j.rser.2025.115445","DOIUrl":"10.1016/j.rser.2025.115445","url":null,"abstract":"<div><div>Current theoretical models and analytical techniques in urban microclimates primarily concentrate on the ‘underlying surface’ spanning from the boundary of the urban canopy layer to ground level. However, they frequently neglect the impacts of underground spaces such as buildings, transportation, and utility tunnels, serving as heat sources affecting pedestrian thermal comfort, urban energy consumption, and geothermal energy. Moreover, idealised soil temperature models employed in numerical simulations fail to consider disturbances from aboveground and underground built environments. Consequently, this results in inaccuracies when predicting underground spaces' physical environment and energy consumption. First, this study systematically reviews aboveground microclimate and underground heat islands, summarising correlation mechanisms and key design highlights. Then, an environmental concept of the ‘underlying layer’ is proposed to expand the research scope to the boundary of the variable temperature soil layer, encompassing shallow underground spaces and accounting for underground heat islands. After that, this study discusses multi-scale and multi-process numerical simulation, spatial information modelling, energy balance models, and thermally disturbed soil temperature modelling. Finally, sustainable urban design approaches and strategies are discussed from functional layout, urban form, ground surface, and geothermal energy utilisation. This study bridges the gap in the physical environment and urban energy of aboveground-underground integration. It elucidates the practical needs and critical techniques of environmental modelling and prediction approaches, thereby enhancing urban design, energy conservation and carbon reduction in sustainable cities.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"212 ","pages":"Article 115445"},"PeriodicalIF":16.3,"publicationDate":"2025-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143358420","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 degradation-based stochastic optimization framework for inspection and maintenance in marine energy systems
IF 16.3 1区 工程技术
Renewable and Sustainable Energy Reviews Pub Date : 2025-02-01 DOI: 10.1016/j.rser.2024.115275
Muhammmet Ceyhan Sahin , Deniz Altinpulluk , Shijia Zhao , Feng Qiu , Murat Yildirim
{"title":"A degradation-based stochastic optimization framework for inspection and maintenance in marine energy systems","authors":"Muhammmet Ceyhan Sahin ,&nbsp;Deniz Altinpulluk ,&nbsp;Shijia Zhao ,&nbsp;Feng Qiu ,&nbsp;Murat Yildirim","doi":"10.1016/j.rser.2024.115275","DOIUrl":"10.1016/j.rser.2024.115275","url":null,"abstract":"<div><div>Marine energy (ME) is a renewable energy with abundant resources, potential flagship of the blue economy, and key integral to achieving sustainable development goals (SDG) of the United Nations (UN). Despite the promise of ME to ensure these goals, it has not been realized yet due to significant industrial adoption barriers caused by inefficiencies in operation and maintenance (O&amp;M) policies. O&amp;M of ME systems has unique dynamics separating itself from other energy systems, which are well-studied in the literature. While investments in ME assets are constantly increasing, there is limited research on making the best of these assets. This study presents an integrated framework for inspection and maintenance (I&amp;M) designed to enhance the utilization and reliability of the assets in ME systems. It combines (i) predictive analytics methodology that uses real-time sensor data to predict future degradation levels, with (ii) a novel I&amp;M optimization model that takes into account the uncertainties associated with the degradation levels of ME assets. The objective is to minimize costs arising from maintenance, inspection, and crew routing while maximizing asset availability and utilization of asset lifetime. The proposed framework employs observation errors to capture uncertainty in asset degradation and a unique chance constraint approach to limit failure risks associated with those errors. Chance constraints are embedded in the model by the use of sample average approximation. The model makes use of constraints to control maintenance and failure statuses and coordinates them with crew routing decisions so that opportunistic I&amp;M schedules are situated. Key contributions of the proposed framework are the integration of maintenance and inspection decisions, crew routing (affected by the accessibility conditions), and chance constraints. The tradeoff between failure risks, availability, and lifetime utilization is modeled as a function of uncertainties driven by observation errors and degradation trajectories. A comprehensive set of experiments is conducted using a representative ME system with 20 assets to demonstrate the advantages of the proposed framework over traditional policies. This study aligns with UN’s SDG 7 (Affordable and Clean Energy) by advancing ME systems through optimal I&amp;M, directly contributing to cleaner, more reliable energy sources, SDG 13 (Climate Action) by promoting renewable energy adoption, and SDG 9 (Industry, Innovation, and Infrastructure) through innovative predictive analytics and optimization frameworks.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"212 ","pages":"Article 115275"},"PeriodicalIF":16.3,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143332585","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
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