Research on Reinforcement Learning Based Regulation Scheme for Renewable Energy System in Green Buildings

[1] Ding, Z., Fan, Z., Tam, V. W., Bian, Y., Li, S., Illankoon, I. C. S., & Moon, S. (2018). Green building evaluation system implementation. Building and Environment, 133, 32-40. Ding Z. Fan Z. Tam V. W. Bian Y. Li S. Illankoon I. C. S. Moon S. ( 2018 ). Green building evaluation system implementation . Building and Environment , 133 , 32 - 40 . Search in Google Scholar

[2] Zhang, Y., Wang, H., Gao, W., Wang, F., Zhou, N., Kammen, D. M., & Ying, X. (2019). A survey of the status and challenges of green building development in various countries. Sustainability, 11(19), 5385. Zhang Y. Wang H. Gao W. Wang F. Zhou N. Kammen D. M. Ying X. ( 2019 ). A survey of the status and challenges of green building development in various countries . Sustainability , 11 ( 19 ), 5385 . Search in Google Scholar

[3] Doan, D. T., Ghaffarianhoseini, A., Naismith, N., Zhang, T., Ghaffarianhoseini, A., & Tookey, J. (2017). A critical comparison of green building rating systems. Building and Environment, 123, 243-260. Doan D. T. Ghaffarianhoseini A. Naismith N. Zhang T. Ghaffarianhoseini A. Tookey J. ( 2017 ). A critical comparison of green building rating systems . Building and Environment , 123 , 243 - 260 . Search in Google Scholar

[4] Darko, A., Zhang, C., & Chan, A. P. (2017). Drivers for green building: A review of empirical studies. Habitat international, 60, 34-49. Darko A. Zhang C. Chan A. P. ( 2017 ). Drivers for green building: A review of empirical studies . Habitat international , 60 , 34 - 49 . Search in Google Scholar

[5] Shyam, B., & Kanakasabapathy, P. (2017, December). Renewable energy utilization in India—policies, opportunities and challenges. In 2017 International Conference on Technological Advancements in Power and Energy (TAP Energy) (pp. 1-6). IEEE. Shyam B. Kanakasabapathy P. ( 2017 , December ). Renewable energy utilization in India–policies, opportunities and challenges . In 2017 International Conference on Technological Advancements in Power and Energy (TAP Energy) (pp. 1 - 6 ). IEEE . Search in Google Scholar

[6] Guo, Z., Wei, W., Chen, L., Dong, Z. Y., & Mei, S. (2020). Impact of energy storage on renewable energy utilization: A geometric description. IEEE Transactions on Sustainable Energy, 12(2), 874-885. Guo Z. Wei W. Chen L. Dong Z. Y. Mei S. ( 2020 ). Impact of energy storage on renewable energy utilization: A geometric description . IEEE Transactions on Sustainable Energy , 12 ( 2 ), 874 - 885 . Search in Google Scholar

[7] Maradin, D. (2021). Advantages and disadvantages of renewable energy sources utilization. International Journal of Energy Economics and Policy, 11(3), 176-183. Maradin D. ( 2021 ). Advantages and disadvantages of renewable energy sources utilization . International Journal of Energy Economics and Policy , 11 ( 3 ), 176 - 183 . Search in Google Scholar

[8] Da Rosa, A. V., & Ordonez, J. C. (2021). Fundamentals of renewable energy processes. Academic Press. Da Rosa A. V. Ordonez J. C. ( 2021 ). Fundamentals of renewable energy processes . Academic Press . Search in Google Scholar

[9] Gielen, D., Boshell, F., Saygin, D., Bazilian, M. D., Wagner, N., & Gorini, R. (2019). The role of renewable energy in the global energy transformation. Energy strategy reviews, 24, 38-50. Gielen D. Boshell F. Saygin D. Bazilian M. D. Wagner N. Gorini R. ( 2019 ). The role of renewable energy in the global energy transformation . Energy strategy reviews , 24 , 38 - 50 . Search in Google Scholar

[10] Li, Y. L., Han, M. Y., Liu, S. Y., & Chen, G. Q. (2019). Energy consumption and greenhouse gas emissions by buildings: A multi-scale perspective. Building and Environment, 151, 240-250. Li Y. L. Han M. Y. Liu S. Y. Chen G. Q. ( 2019 ). Energy consumption and greenhouse gas emissions by buildings: A multi-scale perspective . Building and Environment , 151 , 240 - 250 . Search in Google Scholar

[11] Geng, Y., Chen, W., Liu, Z., Chiu, A. S., Han, W., Liu, Z., … & Cui, X. (2017). A bibliometric review: Energy consumption and greenhouse gas emissions in the residential sector. Journal of cleaner production, 159, 301-316. Geng Y. Chen W. Liu Z. Chiu A. S. Han W. Liu Z. Cui X. ( 2017 ). A bibliometric review: Energy consumption and greenhouse gas emissions in the residential sector . Journal of cleaner production , 159 , 301 - 316 . Search in Google Scholar

[12] Sarkodie, S. A., & Strezov, V. (2019). Effect of foreign direct investments, economic development and energy consumption on greenhouse gas emissions in developing countries. Science of the total environment, 646, 862-871. Sarkodie S. A. Strezov V. ( 2019 ). Effect of foreign direct investments, economic development and energy consumption on greenhouse gas emissions in developing countries . Science of the total environment , 646 , 862 - 871 . Search in Google Scholar

[13] Zhan, J., Liu, W., Wu, F., Li, Z., & Wang, C. (2018). Life cycle energy consumption and greenhouse gas emissions of urban residential buildings in Guangzhou city. Journal of cleaner production, 194, 318-326. Zhan J. Liu W. Wu F. Li Z. Wang C. ( 2018 ). Life cycle energy consumption and greenhouse gas emissions of urban residential buildings in Guangzhou city . Journal of cleaner production , 194 , 318 - 326 . Search in Google Scholar

[14] Tjenggoro, F. N., & Prasetyo, K. (2018). The usage of green building concept to reduce operating costs (study case of PT. Prodia Widyahusada). Asian Journal of Accounting Research, 3(1), 72-81. Tjenggoro F. N. Prasetyo K. ( 2018 ). The usage of green building concept to reduce operating costs (study case of PT. Prodia Widyahusada) . Asian Journal of Accounting Research , 3 ( 1 ), 72 - 81 . Search in Google Scholar

[15] Hutchison, S., Ghafoori, M., Abdallah, M., & Clevenger, C. (2019, June). Optimizing selection of building materials and fixtures to reduce operational costs. In Proceedings, Annual Conference-Canadian Society for Civil Engineering. Hutchison S. Ghafoori M. Abdallah M. Clevenger C. ( 2019 , June ). Optimizing selection of building materials and fixtures to reduce operational costs . In Proceedings, Annual Conference-Canadian Society for Civil Engineering . Search in Google Scholar

[16] Mohamed Rashed, Y., Abdul-Rashid Nosair, I., Nassar, K., Ayman Mashaly, I., & Ghanem, M. (2019, September). A BIM-based life cycle cost (LCC) method to reduce the operation energy costs in buildings. In Building Simulation 2019 (Vol. 16, pp. 151-158). IBPSA. Mohamed Rashed Y. Abdul-Rashid Nosair I. Nassar K. Ayman Mashaly I. Ghanem M. ( 2019 , September ). A BIM-based life cycle cost (LCC) method to reduce the operation energy costs in buildings . In Building Simulation 2019 (Vol. 16 , pp. 151 - 158 ). IBPSA . Search in Google Scholar

[17] Phan, Q. A., Scully, T., Breen, M., & Murphy, M. D. (2018). Determination of optimal battery utilization to minimize operating costs for a grid-connected building with renewable energy sources. Energy conversion and management, 174, 157-174. Phan Q. A. Scully T. Breen M. Murphy M. D. ( 2018 ). Determination of optimal battery utilization to minimize operating costs for a grid-connected building with renewable energy sources . Energy conversion and management , 174 , 157 - 174 . Search in Google Scholar

[18] Šujanová, P., Rychtáriková, M., Sotto Mayor, T., & Hyder, A. (2019). A healthy, energy-efficient and comfortable indoor environment, a review. Energies, 12(8), 1414. Šujanová P. Rychtáriková M. Sotto Mayor T. Hyder A. ( 2019 ). A healthy, energy-efficient and comfortable indoor environment, a review . Energies , 12 ( 8 ), 1414 . Search in Google Scholar

[19] Iwuanyanwu, O., Gil-Ozoudeh, I., Okwandu, A. C., & Ike, C. S. (2022). The integration of renewable energy systems in green buildings: Challenges and opportunities. Journal of Applied. Iwuanyanwu O. Gil-Ozoudeh I. Okwandu A. C. Ike C. S. ( 2022 ). The integration of renewable energy systems in green buildings: Challenges and opportunities . Journal of Applied . Search in Google Scholar

[20] Chen, L., Hu, Y., Wang, R., Li, X., Chen, Z., Hua, J., … & Yap, P. S. (2024). Green building practices to integrate renewable energy in the construction sector: a review. Environmental Chemistry Letters, 22(2), 751-784. Chen L. Hu Y. Wang R. Li X. Chen Z. Hua J. Yap P. S. ( 2024 ). Green building practices to integrate renewable energy in the construction sector: a review . Environmental Chemistry Letters , 22 ( 2 ), 751 - 784 . Search in Google Scholar

[21] Amran, M. E., & Muhtazaruddin, M. N. (2019). Renewable energy optimization review: variables towards competitive advantage in green building development. Progress in Energy and Environment, 1-15. Amran M. E. Muhtazaruddin M. N. ( 2019 ). Renewable energy optimization review: variables towards competitive advantage in green building development . Progress in Energy and Environment , 1 - 15 . Search in Google Scholar

[22] Chel, A., & Kaushik, G. (2018). Renewable energy technologies for sustainable development of energy efficient building. Alexandria engineering journal, 57(2), 655-669. Chel A. Kaushik G. ( 2018 ). Renewable energy technologies for sustainable development of energy efficient building . Alexandria engineering journal , 57 ( 2 ), 655 - 669 . Search in Google Scholar

[23] Al-Rawashdeh, H., Al-Khashman, O. A., Al Bdour, J. T., Gomaa, M. R., Rezk, H., Marashli, A., … & Louzazni, M. (2023). Performance analysis of a hybrid renewable-energy system for green buildings to improve efficiency and reduce GHG emissions with multiple scenarios. Sustainability, 15(9), 7529. Al-Rawashdeh H. Al-Khashman O. A. Al Bdour J. T. Gomaa M. R. Rezk H. Marashli A. Louzazni M. ( 2023 ). Performance analysis of a hybrid renewable-energy system for green buildings to improve efficiency and reduce GHG emissions with multiple scenarios . Sustainability , 15 ( 9 ), 7529 . Search in Google Scholar

[24] Zhang, Y., Wang, J., Hu, F., & Wang, Y. (2017). Comparison of evaluation standards for green building in China, Britain, United States. Renewable and sustainable energy reviews, 68, 262-271. Zhang Y. Wang J. Hu F. Wang Y. ( 2017 ). Comparison of evaluation standards for green building in China, Britain, United States . Renewable and sustainable energy reviews , 68 , 262 - 271 . Search in Google Scholar

[25] Jeong, Y., Lee, M., & Kim, J. (2017). Scenario-Based Design and Assessment of renewable energy supply systems for green building applications. Energy Procedia, 136, 27-33. Jeong Y. Lee M. Kim J. ( 2017 ). Scenario-Based Design and Assessment of renewable energy supply systems for green building applications . Energy Procedia , 136 , 27 - 33 . Search in Google Scholar

[26] Wang, L., Zhang, G., Yin, X., Zhang, H., & Ghalandari, M. (2022). Optimal control of renewable energy in buildings using the machine learning method. Sustainable Energy Technologies and Assessments, 53, 102534. Wang L. Zhang G. Yin X. Zhang H. Ghalandari M. ( 2022 ). Optimal control of renewable energy in buildings using the machine learning method . Sustainable Energy Technologies and Assessments , 53 , 102534 . Search in Google Scholar

[27] Albaali, G., Shahateet, M., Khaled, A. L., Altayeb, S., & Saidi, A. G. (2020). Examining the economic impact of renewable energy in green buildings: A case study of Jordan. International Journal of Energy Economics and Policy, 10(6), 31-35. Albaali G. Shahateet M. Khaled A. L. Altayeb S. Saidi A. G. ( 2020 ). Examining the economic impact of renewable energy in green buildings: A case study of Jordan . International Journal of Energy Economics and Policy , 10 ( 6 ), 31 - 35 . Search in Google Scholar

[28] Tanhao Huang,Yanan Dai & Jinwen Chen. (2023). On maximizing probabilities for over-performing a target for Markov decision processes. Optimization and Engineering(4),2017-2045. Huang Tanhao Dai Yanan Chen Jinwen ( 2023 ). On maximizing probabilities for over-performing a target for Markov decision processes . Optimization and Engineering ( 4 ), 2017 - 2045 . Search in Google Scholar

[29] Xin Wen,Xianping Guo & Li Xia. (2024). Finite horizon partially observable semi-Markov decision processes under risk probability criteria. Operations Research Letters107187-107187. Huanhuan Hou & Azlan Ismail. (2024) .EETS: An energy-efficient task scheduler in cloud computing based on improved DQN algorithm. Journal of King Saud University - Computer and Information Sciences(8),102177-102177. Wen Xin Guo Xianping Xia Li ( 2024 ). Finite horizon partially observable semi-Markov decision processes under risk probability criteria . Operations Research Letters 107187 - 107187 . Huanhuan Hou & Azlan Ismail. (2024) .EETS: An energy-efficient task scheduler in cloud computing based on improved DQN algorithm. Journal of King Saud University - Computer and Information Sciences(8),102177-102177. Search in Google Scholar

[30] Kuang Yi,Wang Xiuli,Zhao Hongyang,Huang Yijun,Chen Xianlong & Wang Xifan. (2020). Agent-Based Energy Sharing Mechanism Using Deep Deterministic Policy Gradient Algorithm. Energies(19),5027-5027. Yi Kuang Xiuli Wang Hongyang Zhao Yijun Huang Xianlong Chen Xifan Wang ( 2020 ). Agent-Based Energy Sharing Mechanism Using Deep Deterministic Policy Gradient Algorithm . Energies ( 19 ), 5027 - 5027 . Search in Google Scholar