Application of machine learning in evaluating and optimizing the hydrogen production performance of a solar-based electrolyzer system
Author
Abstract
Suggested Citation
DOI: 10.1016/j.renene.2023.119626
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- Bhowmik, Mrinal & Muthukumar, P. & Anandalakshmi, R., 2019. "Experimental based multilayer perceptron approach for prediction of evacuated solar collector performance in humid subtropical regions," Renewable Energy, Elsevier, vol. 143(C), pages 1566-1580.
- Chen, Jie & Huang, Shoujun & Shahabi, Laleh, 2021. "Economic and environmental operation of power systems including combined cooling, heating, power and energy storage resources using developed multi-objective grey wolf algorithm," Applied Energy, Elsevier, vol. 298(C).
- Tang, Xin & Li, Guiqiang & Zhao, Xudong & Shi, Kai & Lao, Li, 2022. "Simulation analysis and experimental validation of enhanced photovoltaic thermal module by harnessing heat," Applied Energy, Elsevier, vol. 309(C).
- Cui, Tengfei & Xuan, Yimin & Yin, Ershuai & Li, Qiang & Li, Dianhong, 2017. "Experimental investigation on potential of a concentrated photovoltaic-thermoelectric system with phase change materials," Energy, Elsevier, vol. 122(C), pages 94-102.
- Yu, Chuanjin & Li, Yongle & Chen, Qian & Lai, Xiaopan & Zhao, Liyang, 2022. "Matrix-based wavelet transformation embedded in recurrent neural networks for wind speed prediction," Applied Energy, Elsevier, vol. 324(C).
- Cheng, Biyi & Du, Jianjun & Yao, Yingxue, 2022. "Machine learning methods to assist structure design and optimization of Dual Darrieus Wind Turbines," Energy, Elsevier, vol. 244(PA).
- Ma, Tao & Li, Meng & Kazemian, Arash, 2020. "Photovoltaic thermal module and solar thermal collector connected in series to produce electricity and high-grade heat simultaneously," Applied Energy, Elsevier, vol. 261(C).
- Dimri, Neha & Tiwari, Arvind & Tiwari, G.N., 2019. "Comparative study of photovoltaic thermal (PVT) integrated thermoelectric cooler (TEC) fluid collectors," Renewable Energy, Elsevier, vol. 134(C), pages 343-356.
- Scheepers, Fabian & Stähler, Markus & Stähler, Andrea & Rauls, Edward & Müller, Martin & Carmo, Marcelo & Lehnert, Werner, 2021. "Temperature optimization for improving polymer electrolyte membrane-water electrolysis system efficiency," Applied Energy, Elsevier, vol. 283(C).
- Somu, Nivethitha & Raman M R, Gauthama & Ramamritham, Krithi, 2021. "A deep learning framework for building energy consumption forecast," Renewable and Sustainable Energy Reviews, Elsevier, vol. 137(C).
- Li, Senji & Chen, Zhenwu & Liu, Xing & Zhang, Xiaochun & Zhou, Yong & Gu, Wenbo & Ma, Tao, 2021. "Numerical simulation of a novel pavement integrated photovoltaic thermal (PIPVT) module," Applied Energy, Elsevier, vol. 283(C).
- Selmi, Mohamed & Al-Khawaja, Mohammed J. & Marafia, Abdulhamid, 2008. "Validation of CFD simulation for flat plate solar energy collector," Renewable Energy, Elsevier, vol. 33(3), pages 383-387.
- Salari, Ali & Hakkaki-Fard, Ali, 2019. "A numerical study of dust deposition effects on photovoltaic modules and photovoltaic-thermal systems," Renewable Energy, Elsevier, vol. 135(C), pages 437-449.
- Michael, Jee Joe & Selvarasan, Iniyan & Goic, Ranko, 2016. "Fabrication, experimental study and testing of a novel photovoltaic module for photovoltaic thermal applications," Renewable Energy, Elsevier, vol. 90(C), pages 95-104.
- Heng, Shye Yunn & Asako, Yutaka & Suwa, Tohru & Nagasaka, Ken, 2019. "Transient thermal prediction methodology for parabolic trough solar collector tube using artificial neural network," Renewable Energy, Elsevier, vol. 131(C), pages 168-179.
- Hao, Yan & Tian, Chengshi, 2019. "A novel two-stage forecasting model based on error factor and ensemble method for multi-step wind power forecasting," Applied Energy, Elsevier, vol. 238(C), pages 368-383.
- Al-Waeli, Ali H.A. & Kazem, Hussein A. & Yousif, Jabar H. & Chaichan, Miqdam T. & Sopian, K., 2020. "Mathematical and neural network modeling for predicting and analyzing of nanofluid-nano PCM photovoltaic thermal systems performance," Renewable Energy, Elsevier, vol. 145(C), pages 963-980.
- Liu, Jia & Zhou, Yuekuan & Yang, Hongxing & Wu, Huijun, 2022. "Uncertainty energy planning of net-zero energy communities with peer-to-peer energy trading and green vehicle storage considering climate changes by 2050 with machine learning methods," Applied Energy, Elsevier, vol. 321(C).
- Tian, Pengjie & Liu, Xuejun & Luo, Kaiyao & Li, Hongkun & Wang, Yun, 2021. "Deep learning from three-dimensional multiphysics simulation in operational optimization and control of polymer electrolyte membrane fuel cell for maximum power," Applied Energy, Elsevier, vol. 288(C).
- Sui, Jiyuan & Chen, Zhennan & Wang, Chen & Wang, Yueyang & Liu, Jianhong & Li, Wenjia, 2020. "Efficient hydrogen production from solar energy and fossil fuel via water-electrolysis and methane-steam-reforming hybridization," Applied Energy, Elsevier, vol. 276(C).
- Moreno, A. & Chemisana, D. & Fernández, E.F., 2021. "Hybrid high-concentration photovoltaic-thermal solar systems for building applications," Applied Energy, Elsevier, vol. 304(C).
- Kazemian, Arash & Salari, Ali & Hakkaki-Fard, Ali & Ma, Tao, 2019. "Numerical investigation and parametric analysis of a photovoltaic thermal system integrated with phase change material," Applied Energy, Elsevier, vol. 238(C), pages 734-746.
- Niu, Dongxiao & Yu, Min & Sun, Lijie & Gao, Tian & Wang, Keke, 2022. "Short-term multi-energy load forecasting for integrated energy systems based on CNN-BiGRU optimized by attention mechanism," Applied Energy, Elsevier, vol. 313(C).
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Salari, Ali & Shakibi, Hamid & Soltani, Shohreh & Kazemian, Arash & Ma, Tao, 2024. "Optimization assessment and performance analysis of an ingenious hybrid parabolic trough collector: A machine learning approach," Applied Energy, Elsevier, vol. 353(PA).
- Kazemian, Arash & Khatibi, Meysam & Ma, Tao & Peng, Jinqing & Hongxing, Yang, 2023. "A thermal performance-enhancing strategy of photovoltaic thermal systems by applying surface area partially covered by solar cells," Applied Energy, Elsevier, vol. 329(C).
- Yu, Qinghua & Chen, Xi & Yang, Hongxing, 2021. "Research progress on utilization of phase change materials in photovoltaic/thermal systems: A critical review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 149(C).
- Salari, Ali & Parcheforosh, Ali & Hakkaki-Fard, Ali & Amadeh, Ali, 2020. "A numerical study on a photovoltaic thermal system integrated with a thermoelectric generator module," Renewable Energy, Elsevier, vol. 153(C), pages 1261-1271.
- Kazemian, Arash & Ma, Tao & Hongxing, Yang, 2024. "Evaluation of various collector configurations for a photovoltaic thermal system to achieve high performance, low cost, and lightweight," Applied Energy, Elsevier, vol. 357(C).
- Kazemian, Arash & Khatibi, Meysam & Entezari, Soroush & Ma, Tao & Yang, Hongxing, 2023. "Efficient energy generation and thermal storage in a photovoltaic thermal system partially covered by solar cells and integrated with organic phase change materials," Renewable and Sustainable Energy Reviews, Elsevier, vol. 188(C).
- Salari, Ali & Shakibi, Hamid & Alimohammadi, Mahdieh & Naghdbishi, Ali & Goodarzi, Shadi, 2023. "A machine learning approach to optimize the performance of a combined solar chimney-photovoltaic thermal power plant," Renewable Energy, Elsevier, vol. 212(C), pages 717-737.
- Maadi, Seyed Reza & Navegi, Ali & Solomin, Evgeny & Ahn, Ho Seon & Wongwises, Somchai & Mahian, Omid, 2021. "Performance improvement of a photovoltaic-thermal system using a wavy-strip insert with and without nanofluid," Energy, Elsevier, vol. 234(C).
- Wang, Yunjie & Yang, Huihan & Chen, Haifei & Yu, Bendong & Zhang, Haohua & Zou, Rui & Ren, Shaoyang, 2023. "A review: The development of crucial solar systems and corresponding cooling technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 185(C).
- Ju, Xing & Abd El-Samie, Mostafa M. & Xu, Chao & Yu, Hangyu & Pan, Xinyu & Yang, Yongping, 2020. "A fully coupled numerical simulation of a hybrid concentrated photovoltaic/thermal system that employs a therminol VP-1 based nanofluid as a spectral beam filter," Applied Energy, Elsevier, vol. 264(C).
- Kazemian, Arash & Khatibi, Meysam & Reza Maadi, Seyed & Ma, Tao, 2021. "Performance optimization of a nanofluid-based photovoltaic thermal system integrated with nano-enhanced phase change material," Applied Energy, Elsevier, vol. 295(C).
- Abdelrazik, A.S. & Shboul, Bashar & Elwardany, Mohamed & Zohny, R.N. & Osama, Ahmed, 2022. "The recent advancements in the building integrated photovoltaic/thermal (BIPV/T) systems: An updated review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 170(C).
- Li, Senji & Chen, Zhenwu & Liu, Xing & Zhang, Xiaochun & Zhou, Yong & Gu, Wenbo & Ma, Tao, 2021. "Numerical simulation of a novel pavement integrated photovoltaic thermal (PIPVT) module," Applied Energy, Elsevier, vol. 283(C).
- Mukhamad Faeshol Umam & Md. Hasanuzzaman & Nasrudin Abd Rahim, 2022. "Global Advancement of Nanofluid-Based Sheet and Tube Collectors for a Photovoltaic Thermal System," Energies, MDPI, vol. 15(15), pages 1-37, August.
- Zhang, Yijie & Ma, Tao & Yang, Hongxing & Li, Zongyu & Wang, Yuhong, 2023. "Simulation and experimental study on the energy performance of a pre-fabricated photovoltaic pavement," Applied Energy, Elsevier, vol. 342(C).
- Tang, Xin & Li, Guiqiang & Zhao, Xudong, 2021. "Effect of air gap on a novel hybrid photovoltaic/thermal and thermally regenerative electrochemical cycle system," Applied Energy, Elsevier, vol. 293(C).
- Shakibi, Hamid & Shokri, Afshar & Sobhani, Behnam & Yari, Mortaza, 2023. "Numerical analysis and optimization of a novel photovoltaic thermal solar unit improved by Nano-PCM as an energy storage media and finned collector," Renewable and Sustainable Energy Reviews, Elsevier, vol. 179(C).
- Cao, Yan & Sinaga, Nazaruddin & Pourhedayat, Samira & Dizaji, Hamed Sadighi, 2021. "Innovative integration of solar chimney ventilator, solar panel and phase change material; under real transient weather condition of Hong Kong through different months," Renewable Energy, Elsevier, vol. 174(C), pages 865-878.
- Zhang, Qi & He, Suoying & Song, Tianyi & Wang, Mingwei & Liu, Zhilan & Zhao, Jifang & Gao, Qi & Huang, Xiang & Han, Kuihua & Qi, Jianhui & Gao, Ming & Shi, Yuetao, 2023. "Modeling of a PV system by a back-mounted spray cooling section for performance improvement," Applied Energy, Elsevier, vol. 332(C).
- Badiei, Z. & Eslami, M. & Jafarpur, K., 2020. "Performance improvements in solar flat plate collectors by integrating with phase change materials and fins: A CFD modeling," Energy, Elsevier, vol. 192(C).
More about this item
Keywords
Arithmetic optimization algorithm (AOA); Machine learning; Multi-objective grey wolf optimizer (MOGWO); Hydrogen production; Photovoltaic thermal system;All these keywords.
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:renene:v:220:y:2024:i:c:s0960148123015410. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/renewable-energy .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.