Renewable EnergyPub Date : 2025-05-08DOI: 10.1016/j.renene.2025.123382
Junnan Wei , Ting Wang , Yiming Zhou , Weiwei Qiu , Xiujuan Li
{"title":"A unique acid-base zinc complex for highly efficient and selective transformation of glucose to fructose/5-hydroxymethylfurfural","authors":"Junnan Wei , Ting Wang , Yiming Zhou , Weiwei Qiu , Xiujuan Li","doi":"10.1016/j.renene.2025.123382","DOIUrl":"10.1016/j.renene.2025.123382","url":null,"abstract":"<div><div>Highly efficient and selective isomerization of glucose to fructose remains a challenging target due to the limitation of traditional catalysts with single type of active sites. Herein, a novel zinc complex (Zn[MTA]<sub>n</sub>) was prepared and found to be extremely efficient in the presence of Zn-N acid-base active pairs. The combination of catalyst characterization, experiments and density functional theory (DFT) calculations reveals that Lewis acidity of Zn sites on Zn[MTA]<sub>n</sub> is effectively activated and enhanced to facilitate the adsorption of electron pair on the aldehyde group of glucose, in addition, the proton on C2 position of glucose is extracted more quickly by the basic N active sites on 3-methyl-1H-1,2,4-triazole (MTA) ligand adjacent to Zn site. Consequently, Zn[MTA]<sub>n</sub> with acid-base bifunctional Zn-N active pairs provided an outstanding fructose yield with the highest selectivity among all heterogeneous catalytic systems to date. Furthermore, a cyclic conversion strategy was developed for the highly selective synthesis of 5-hydroxymethylfurfural (HMF) from glucose through fructose in a water/MIBK biphasic media. In each cycle, ∼45 % glucose was consumed to HMF with a minor loss of carbon balance, which is a valuable and referential approach for the industrial production of HMF from glucose.</div></div>","PeriodicalId":419,"journal":{"name":"Renewable Energy","volume":"250 ","pages":"Article 123382"},"PeriodicalIF":9.0,"publicationDate":"2025-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143942805","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}
Renewable EnergyPub Date : 2025-05-08DOI: 10.1016/j.renene.2025.123351
Weinan Gan , Yue He , Pengbo Hu , Yunfei Fu , Yihui Yin , Chi Feng
{"title":"Predicting the surface temperature of radiative cooling coatings with time-series forecasting: Validation of the small-batch training dataset and implementation of a hyperparameter optimization strategy","authors":"Weinan Gan , Yue He , Pengbo Hu , Yunfei Fu , Yihui Yin , Chi Feng","doi":"10.1016/j.renene.2025.123351","DOIUrl":"10.1016/j.renene.2025.123351","url":null,"abstract":"<div><div>Radiative cooling coatings can maintain their surface temperature below ambient air temperature under solar radiation. The hemispherical emissivity model (HEM) is a widely used physical model for calculating the surface temperature of radiative cooling coatings; however, its reliance on fixed radiative properties limits its long-term accuracy. To solve this problem, this study used bidirectional long short-term memory (Bi-LSTM) and encoder-Transformer (E-T) models to capture the dynamic changes in the cooling performance. Subsets containing 20%–50% of the original training dataset's size were used to validate the impact of the small-batch training dataset. An automatic hyperparameter optimization strategy was also proposed to determine the optimal hyperparameter combination. The results demonstrated that across all training ratios, both the Bi-LSTM and E-T outperform HEM, with E-T providing the highest accuracy. The E-T model, within the 20%–50% training ratio range, exhibited the root mean squared error (RMSE), mean absolute error (MAE) and coefficient of determination (R<sup>2</sup>) ranging from 1.24°C to 1.58°C, 0.94°C to 1.26°C, and 0.92 to 0.95, respectively. Comparatively, the HEM showed the RMSE, MAE and R<sup>2</sup> ranging from 1.46°C to 1.76°C, 1.18°C to 1.39°C, and 0.91 to 0.94, respectively. A roughly 15% prediction accuracy improvement was hence achieved.</div></div>","PeriodicalId":419,"journal":{"name":"Renewable Energy","volume":"251 ","pages":"Article 123351"},"PeriodicalIF":9.0,"publicationDate":"2025-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143948551","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}
Renewable EnergyPub Date : 2025-05-08DOI: 10.1016/j.renene.2025.123377
Nabiha Naili, Omeima Nouicer, Fakhreddine Abbassi, Sami Kooli
{"title":"Experimental study of ground source heat pump system coupled with a new auxiliary heat source for space heating: A case study of Tunisia","authors":"Nabiha Naili, Omeima Nouicer, Fakhreddine Abbassi, Sami Kooli","doi":"10.1016/j.renene.2025.123377","DOIUrl":"10.1016/j.renene.2025.123377","url":null,"abstract":"<div><div>This paper investigates the potential of geothermal energy in Tunisia, firstly by assessing geothermal resources and exploitations, and secondly by evaluating the energy performance and economic benefits of a ground source heat pump (GSHP) coupled with an underground buried tank (UBT) to address high building energy consumption. An experimental ground heat exchanger coupled with a geothermal heat pump and an underground buried tank was constructed and evaluated at the Research and Technology Center of Energy in Borj Cédria, northern Tunisia. The GSHP system's performance was analyzed experimentally during space heating operation. The results show that geothermal energy is a promising solution for reducing heating energy consumption in Tunisia. Specifically, the ground heat exchanger and the underground buried tank extract 5 and 2.5 kW of energy, respectively once the compressor is activated and the system is stabilized. The coefficients of performance, COP<sub>hp</sub> and COP<sub>sys</sub>, were approximately 4.53 and 3.02, respectively, proving the efficiency of the system. The economic study shows that the GSHP system saves approximately 46 % and 55 % of operating costs over a 20-year lifecycle compared to the air conditioner and the CHS, respectively.</div></div>","PeriodicalId":419,"journal":{"name":"Renewable Energy","volume":"251 ","pages":"Article 123377"},"PeriodicalIF":9.0,"publicationDate":"2025-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143936756","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}
Renewable EnergyPub Date : 2025-05-08DOI: 10.1016/j.renene.2025.123414
Zhengming Yi , Qi Tao , Xueqing Liu , Linqiang Cui , Jianlan Li , Luyi Lu
{"title":"Experimental investigation on the condensation characteristics and self-cleaning law of hydrophilic/super-hydrophilic dusty surfaces of bifacial photovoltaic panels","authors":"Zhengming Yi , Qi Tao , Xueqing Liu , Linqiang Cui , Jianlan Li , Luyi Lu","doi":"10.1016/j.renene.2025.123414","DOIUrl":"10.1016/j.renene.2025.123414","url":null,"abstract":"<div><div>Dust deposition can significantly reduce the conversion efficiency of bifacial photovoltaic modules. In order to solve this problem, the condensation characteristics of bifacial photovoltaic panels with hydrophilic and super-hydrophilic surfaces are studied. The kinetical models of condensation liquid and particles are established, and their dynamic interactions are analyzed. The self-cleaning mechanisms of hydrophilic and super-hydrophilic surfaces are revealed. The results indicate that condensate on hydrophilic surfaces primarily forms droplets condensation, with a small amount of film-like condensation. In contrast, super-hydrophilic surfaces exhibit only film-like condensation. The head of droplet condensation has a slight self-cleaning power. The increased thermal resistance caused by the film-like tail prolongs the condensation cycle, thereby inhibiting the self-cleaning process. When transmissivity drops to approximately 65 % after PV dust accumulation, dust particles reduce the hydrophilic surfaces condensation cycle by about 25 %. Under the condition of dust deposition at the photovoltaic site, the transmissivity recovery values for bifacial photovoltaic modules are below 6.21 % for hydrophilic surfaces and 2.00 % for super-hydrophilic surfaces, respectively. Super-hydrophilic surfaces exhibit inferior self-cleaning performance compared to hydrophilic surfaces. These results provide theoretical support for solving the problem of bifacial photovoltaic panels dust accumulation.</div></div>","PeriodicalId":419,"journal":{"name":"Renewable Energy","volume":"251 ","pages":"Article 123414"},"PeriodicalIF":9.0,"publicationDate":"2025-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143936787","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}
Renewable EnergyPub Date : 2025-05-08DOI: 10.1016/j.renene.2025.123255
Yanchao Zhang , Yiman Gu , Zhanyu Li , Shiyao Sun , Xiangwei Li , Baozeng Sun , Xiaoyu Yu , Zhe Wang
{"title":"High-performance fluorinated poly(aryl-piperidine) anion exchange membranes containing flexible biphenyls: Realize effective regulation between ionic conductivity and dimensional stability","authors":"Yanchao Zhang , Yiman Gu , Zhanyu Li , Shiyao Sun , Xiangwei Li , Baozeng Sun , Xiaoyu Yu , Zhe Wang","doi":"10.1016/j.renene.2025.123255","DOIUrl":"10.1016/j.renene.2025.123255","url":null,"abstract":"<div><div>The anion exchange membranes (AEMs) face many challenges, and drawbacks such as poor alkali resistance stability, low ionic conductivity, and poor dimensional stability have hindered widespread applications. Herein, a series of fluorinated poly(aryl-piperidine) anion exchange membranes (QPTPF<sub>6</sub>D-x) containing flexible biphenyls (1,2-diphenylethanes) were successfully prepared by using an ultra-strong acid-catalyzed polycondensation reaction. Flexible biphenyl is an aromatic monomer containing a collapsible rotary alkyl chain. It promotes the aggregation of piperidinium cationic groups and the construction of a more obvious microphase separated structure with fluorinated groups, effectively improving the conduction. At 80 °C, the ionic conductivity of QPTPF<sub>6</sub>D-25% AEM reached 151.02 mS cm<sup>−1</sup>. Incorporation of hydrophobic fluorinated groups and rigid aryl rings to maintain high mechanical properties (above 40 MPa under hydrated condition) and low swelling ratio (below 22.69%). Ether-free main-chain type AEMs were prepared to have better alkali resistance, and QPTPF<sub>6</sub>D-25% AEM was soaked in 2 M NaOH for 1800 h, and the ion retention rate remained above 95%. In addition, the QPTPF<sub>6</sub>D-25% AEM's peak power density (PPD) was 616.93 mW cm<sup>−2</sup> under 100 % RH and 1.75 bar test conditions. Meanwhile, the advantages of introducing flexible biphenyl and fluorinated groups were confirmed by density functional theory (DFT).</div></div>","PeriodicalId":419,"journal":{"name":"Renewable Energy","volume":"250 ","pages":"Article 123255"},"PeriodicalIF":9.0,"publicationDate":"2025-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143931502","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}
Renewable EnergyPub Date : 2025-05-08DOI: 10.1016/j.renene.2025.123397
Tancredi Testasecca, Pietro Catrini, Maurizio La Villetta, Marco Beccali, Antonio Piacentino
{"title":"Energy assessment of thermal solar-powered district heating and cooling networks for a cluster of buildings in Mediterranean climate","authors":"Tancredi Testasecca, Pietro Catrini, Maurizio La Villetta, Marco Beccali, Antonio Piacentino","doi":"10.1016/j.renene.2025.123397","DOIUrl":"10.1016/j.renene.2025.123397","url":null,"abstract":"<div><div>The urgent need to cut carbon dioxide emissions in buildings is pushing towards efficient, eco-friendly solutions for meeting heating and cooling demands such as renewable-based district heating and cooling networks. In this context, very few studies have investigated the potential of these technologies in Southern Mediterranean regions, characterized by predominant cooling demands and large availability of renewable energies. In this respect, this work proposes an energy analysis of modern district networks composed of solar collectors, absorption chillers, heat pumps, and thermal energy storage, serving a cluster of buildings in Southern Italy. Using a dynamic model for a double-loop ring network and solar plant developed in Transient System Simulation tool, different scenarios are simulated. Specifically, a baseline scenario, where thermal demand is met individually, is compared with low-temperature (60–85 °C) and ultra-low-temperature (7–20 °C) networks. An examination of primary energy consumption, carbon dioxide emissions, temperatures, and pressure within the network reveals that the proposed improvement scenarios lead to energy savings respectively from 62% to 82% compared to autonomous heating and cooling systems. Additionally, ultra-low temperature district reduces heat losses in pipes by 67.4% compared to low-temperature operation. However, the energy needed by booster heat pumps in the case of an ultra-low temperature network leads to higher primary energy consumption of a factor of 2.1 compared to the case of a low-temperature network. The present work provides a picture of the energy and environmental benefits achievable by these innovative systems in cooling-dominated areas, underlying the need for future research for spreading these systems in these regions.</div></div>","PeriodicalId":419,"journal":{"name":"Renewable Energy","volume":"251 ","pages":"Article 123397"},"PeriodicalIF":9.0,"publicationDate":"2025-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143941741","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}
Renewable EnergyPub Date : 2025-05-08DOI: 10.1016/j.renene.2025.123388
Tahir Cetin Akinci , H. Selcuk Nogay , Miroslav Penchev , Alfredo A. Martinez-Morales , Arun Raju
{"title":"A hybrid approach to wind power intensity classification using decision trees and large language models","authors":"Tahir Cetin Akinci , H. Selcuk Nogay , Miroslav Penchev , Alfredo A. Martinez-Morales , Arun Raju","doi":"10.1016/j.renene.2025.123388","DOIUrl":"10.1016/j.renene.2025.123388","url":null,"abstract":"<div><div>This paper proposes a Machine Learning (ML) based classification for wind power density to develop a model that can balance high accuracy with explainability for effective wind energy utilization. The proposed model achieved higher accuracy compared to traditional methods such as Weibull distribution and classical ML models, confirming the superiority of the DT–LLM hybrid approach. The dataset is the daily average of meteorological parameters, including wind speed, temperature, pressure, and air density, that will comprehensively analyze the factors of wind power density. These meteorological data were preprocessed in a structured manner to create features for use as inputs to the DT models. Their performances were evaluated based on the ROC curve, Confusion Matrix, and other metrics. LLM helped calculate and interpret Shapley values, which enhanced the model's explainability. The main findings include identifying wind speed at 50 m above ground (DAWS50) as crucial for model performance. This study will provide a high-performance, interpretable framework that will help overcome the limitations of traditional models in not only classifying wind power density and explaining it to enhance its applicability in decision-making. The obtained results will improve the process of modeling renewable energy more effectively and further guide researchers toward a better vision in this direction. To the best of our knowledge, this is the first study to combine Decision Trees and Large Language Models for WPD classification, providing a novel balance between model accuracy and interpretability.</div></div>","PeriodicalId":419,"journal":{"name":"Renewable Energy","volume":"250 ","pages":"Article 123388"},"PeriodicalIF":9.0,"publicationDate":"2025-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143928816","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}
Renewable EnergyPub Date : 2025-05-08DOI: 10.1016/j.renene.2025.123394
Frederico Weissinger , Pedro Lacava , Alexander Peñaranda , Andre Martelli , Caio Henrique Rufino , Pedro Curto-Risso , Santiago Martinez-Boggio
{"title":"Enhancing efficiency of ethanol-powered range extenders in the BMW i3: A simulation-based optimization approach","authors":"Frederico Weissinger , Pedro Lacava , Alexander Peñaranda , Andre Martelli , Caio Henrique Rufino , Pedro Curto-Risso , Santiago Martinez-Boggio","doi":"10.1016/j.renene.2025.123394","DOIUrl":"10.1016/j.renene.2025.123394","url":null,"abstract":"<div><div>Ethanol-powered range-extended plug-in hybrid electric vehicles offer a sustainable alternative to reduce carbon emissions in light-duty transport. This study optimizes a BMW i3's range-extender engine for hydrous ethanol by increasing compression ratio, applying a Miller cycle, and using exhaust gas recirculation. Vehicle simulations and testing show a brake-specific fuel consumption reduction of up to 10.5 %, with a 4 % fuel efficiency gain over gasoline blends. Ethanol use decreased vehicle fuel consumption by over 20 % in most cycles and reduced overall energy consumption by 10 % compared to the gasoline range extender, though with a 5 % range loss due to ethanol's lower energy density. Despite this, ethanol's rapid refuelling capability presents an advantage over battery-electric vehicles. These findings highlight ethanol-powered range extenders as a practical solution to lower emissions while mitigating range anxiety.</div></div>","PeriodicalId":419,"journal":{"name":"Renewable Energy","volume":"251 ","pages":"Article 123394"},"PeriodicalIF":9.0,"publicationDate":"2025-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143941742","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}
Renewable EnergyPub Date : 2025-05-08DOI: 10.1016/j.renene.2025.123396
Yu Shi , Qiliang Cui , Xianzhi Song , Gensheng Li , Gaosheng Wang
{"title":"Performances of a novel compressed CO2 energy storage and heat storage integration system using multi-stage hydraulic fractures of horizontal well in subsurface reservoirs","authors":"Yu Shi , Qiliang Cui , Xianzhi Song , Gensheng Li , Gaosheng Wang","doi":"10.1016/j.renene.2025.123396","DOIUrl":"10.1016/j.renene.2025.123396","url":null,"abstract":"<div><div>Natural reservoirs represent a promising option for large-scale compressed gas energy storage in the future, owing to their extensive distribution and favorable pressure-bearing characteristics. However, the inherent seepage resistance of these reservoirs results in elevated cyclic energy consumption. Additionally, the materials currently utilized for ground-based compression heat storage exhibit limited durability and high associated costs. Therefore, this paper proposed a novel compressed CO<sub>2</sub> energy storage and compression heat underground storage system using multi-stage hydraulic fractures of the horizontal well in depleted oil and gas reservoirs to solve the above problems. Based on the novel system numerical model considering multiphase flow processes, the unique spatiotemporal evolution of key physical fields in this new system during the cushion and circulation stages was analyzed, which is unknown from previous studies. The round-trip efficiency was preliminarily calculated, and unique advantages of this novel system were discussed. Results show that hydraulic fractures improve fluid flow performances. High saturation zones of 0.5–0.7 formed around fractures and horizontal well are main working areas, which is markedly different from the characteristic of having a well-defined boundary within the cavern, but is stable enough during simulation periods. Compression heats storage significantly improves the system efficiency to 72 %, which is comparable to or even exceeds existing systems. Such a feasible system can cooperate with energy storage and carbon reduction with a preferable development potential. The conclusion aims to provide the assistance for the compressed CO<sub>2</sub> energy storage system design and promotion.</div></div>","PeriodicalId":419,"journal":{"name":"Renewable Energy","volume":"251 ","pages":"Article 123396"},"PeriodicalIF":9.0,"publicationDate":"2025-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143936889","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}
Renewable EnergyPub Date : 2025-05-07DOI: 10.1016/j.renene.2025.123383
Yuhang Huang , Haicheng Zhang , Jiarui Liu , Pengcheng Li , Jun Ding , Daolin Xu
{"title":"Nonlinear ocean energy harvesting method for unmanned surface vessels","authors":"Yuhang Huang , Haicheng Zhang , Jiarui Liu , Pengcheng Li , Jun Ding , Daolin Xu","doi":"10.1016/j.renene.2025.123383","DOIUrl":"10.1016/j.renene.2025.123383","url":null,"abstract":"<div><div>Long endurance unmanned surface vessels (USVs) play a critical role in ocean monitoring, but traditional energy supply for their monitoring sensors has great problems. Harvesting wave-induced ship vibration energy is a promising solution to meet the long-term energy demands of USVs. However, traditional linear energy harvesters (L-EHs) exhibit poor performance in capturing wave-induced low-frequency vibrations. To address this issue, a bistable mechanism is introduced, and a bistable spring-mass-based EH (B-EH) is studied as an embodiment. A wave-to-wire dynamic model of the B-EH in the USV is established, and a semi-analytic solution method based on the least square method and the harmonic balance method is proposed for the fast solution of the nonlinear electromechanical coupling equations. Furthermore, the static characteristics of the B-EH and the influence of the main parameters on the average power of the B-EH are studied. The results show that the B-EH with proper parameter design has a wider bandwidth at low frequencies compared to the L-EH, making it more suitable for the long-term energy supply of the USV during operation. The bistable mechanism holds great potential to be widely used in inertial type EHs for USVs.</div></div>","PeriodicalId":419,"journal":{"name":"Renewable Energy","volume":"250 ","pages":"Article 123383"},"PeriodicalIF":9.0,"publicationDate":"2025-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143929476","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}