Control of a PVT-Heat-Pump-System Based on Reinforcement Learning–Operating Cost Reduction through Flow Rate Variation
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- Yang, Lei & Nagy, Zoltan & Goffin, Philippe & Schlueter, Arno, 2015. "Reinforcement learning for optimal control of low exergy buildings," Applied Energy, Elsevier, vol. 156(C), pages 577-586.
- Madalina Barbu & George Darie & Monica Siroux, 2020. "A Parametric Study of a Hybrid Photovoltaic Thermal (PVT) System Coupled with a Domestic Hot Water (DHW) Storage Tank," Energies, MDPI, vol. 13(24), pages 1-18, December.
- Sree Harsha Bandaru & Victor Becerra & Sourav Khanna & Jovana Radulovic & David Hutchinson & Rinat Khusainov, 2021. "A Review of Photovoltaic Thermal (PVT) Technology for Residential Applications: Performance Indicators, Progress, and Opportunities," Energies, MDPI, vol. 14(13), pages 1-48, June.
- Joshi, Sandeep S. & Dhoble, Ashwinkumar S., 2018. "Photovoltaic -Thermal systems (PVT): Technology review and future trends," Renewable and Sustainable Energy Reviews, Elsevier, vol. 92(C), pages 848-882.
- Pfenninger, Stefan & Staffell, Iain, 2016. "Long-term patterns of European PV output using 30 years of validated hourly reanalysis and satellite data," Energy, Elsevier, vol. 114(C), pages 1251-1265.
- Sathe, Tushar M. & Dhoble, A.S., 2017. "A review on recent advancements in photovoltaic thermal techniques," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 645-672.
- Lamnatou, Chr. & Chemisana, D., 2017. "Photovoltaic/thermal (PVT) systems: A review with emphasis on environmental issues," Renewable Energy, Elsevier, vol. 105(C), pages 270-287.
- Yu, Ying & Long, Enshen & Chen, Xi & Yang, Hongxing, 2019. "Testing and modelling an unglazed photovoltaic thermal collector for application in Sichuan Basin," Applied Energy, Elsevier, vol. 242(C), pages 931-941.
- David Silver & Aja Huang & Chris J. Maddison & Arthur Guez & Laurent Sifre & George van den Driessche & Julian Schrittwieser & Ioannis Antonoglou & Veda Panneershelvam & Marc Lanctot & Sander Dieleman, 2016. "Mastering the game of Go with deep neural networks and tree search," Nature, Nature, vol. 529(7587), pages 484-489, January.
- Hossain, M.S. & Pandey, A.K. & Selvaraj, Jeyraj & Rahim, Nasrudin Abd & Islam, M.M. & Tyagi, V.V., 2019. "Two side serpentine flow based photovoltaic-thermal-phase change materials (PVT-PCM) system: Energy, exergy and economic analysis," Renewable Energy, Elsevier, vol. 136(C), pages 1320-1336.
- Staffell, Iain & Pfenninger, Stefan, 2016. "Using bias-corrected reanalysis to simulate current and future wind power output," Energy, Elsevier, vol. 114(C), pages 1224-1239.
- Herrando, María & Pantaleo, Antonio M. & Wang, Kai & Markides, Christos N., 2019. "Solar combined cooling, heating and power systems based on hybrid PVT, PV or solar-thermal collectors for building applications," Renewable Energy, Elsevier, vol. 143(C), pages 637-647.
- Vallati, A. & Ocłoń, P. & Colucci, C. & Mauri, L. & de Lieto Vollaro, R. & Taler, J., 2019. "Energy analysis of a thermal system composed by a heat pump coupled with a PVT solar collector," Energy, Elsevier, vol. 174(C), pages 91-96.
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PVT; reinforcement learning; solar-assisted heat pump; control approaches; operating cost analysis;All these keywords.
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