An evaluation framework for second-life EV/PHEV battery application in power systems
Energy storage is essential for balancing the generation and load in power systems. Building a battery energy storage system (BESS) with retired battery packs from electric vehicles (EVs) or plug-in hybrid electric vehicles (PHEVs) is one possible way to subsidize the price of EV/PHEV batteries, and...
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sg-ntu-dr.10356-1650052023-03-07T15:37:29Z An evaluation framework for second-life EV/PHEV battery application in power systems Chai, Songjian Xu, Ning Zhou Niu, Ming Chan, Ka Wing Chung, Chi Yung Jiang, Hui Sun, Yuxin Energy Research Institute @ NTU (ERI@N) Engineering::Electrical and electronic engineering Battery Degradation Battery Energy Storage System Energy storage is essential for balancing the generation and load in power systems. Building a battery energy storage system (BESS) with retired battery packs from electric vehicles (EVs) or plug-in hybrid electric vehicles (PHEVs) is one possible way to subsidize the price of EV/PHEV batteries, and at the same time mitigating forecast error introduced by load and renewable energy sources in power systems. This paper proposes a detailed framework to evaluate end-of-life (EOL) EV/PHEV batteries in BESS application. The framework consists of three parts. A generalized model for battery degradation is first introduced. It is followed by modeling the battery retirement process in its first life. Two vehicle types - EV and PHEV - as well as two retirement modes - nominal and realistic modes - are considered. Finally, the application of the second-life BESS in power systems is modeled in a detailed economic dispatch (ED) problem. This is how second-life BESS's performance translates into cost savings on power generation. An optimization problem is formulated to maximize total cost savings in power generation over the battery's second life. This is done by striking a balance between short-term benefit (daily cost savings) and long-term benefit (cost savings through service years). Numerical results validate the effectiveness of the proposed framework/models. They show that battery usage and retirement criterion in its first life directly affect the performance in its second life application. In our case study, EV battery packs possess larger EOL energy capacities and consequently generate more cost savings in the second life. However, the BESS built from retired PHEV batteries has higher cost savings per MWh. It is because, with the proposed degradation model, battery health is better preserved in PHEV applications. Compared to nominal retirement mode, realistic retirement mode results in extra cost savings due to the reduced first-life service years. Energy Market Authority (EMA) National Research Foundation (NRF) Published version This work was supported in part by the Energy Market Authority and the National Research Foundation Singapore under Grant NRF2017EWT-EP003-038, in part by the National Key Research and Development Program of China under Grant 2019YFB1505400, and in part by the Foundation of Shenzhen Science and Technology Committee under Grant GJHZ20180928160212241 and Grant JCYJ20190808165201648. 2023-03-07T06:00:25Z 2023-03-07T06:00:25Z 2021 Journal Article Chai, S., Xu, N. Z., Niu, M., Chan, K. W., Chung, C. Y., Jiang, H. & Sun, Y. (2021). An evaluation framework for second-life EV/PHEV battery application in power systems. IEEE Access, 9, 152430-152441. https://dx.doi.org/10.1109/ACCESS.2021.3126872 2169-3536 https://hdl.handle.net/10356/165005 10.1109/ACCESS.2021.3126872 2-s2.0-85120362581 9 152430 152441 en NRF2017EWT-EP003-038 IEEE Access © 2021 The Authors. This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see https://creativecommons.org/licenses/by/4.0/. application/pdf |
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Engineering::Electrical and electronic engineering Battery Degradation Battery Energy Storage System Chai, Songjian Xu, Ning Zhou Niu, Ming Chan, Ka Wing Chung, Chi Yung Jiang, Hui Sun, Yuxin An evaluation framework for second-life EV/PHEV battery application in power systems |
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Energy storage is essential for balancing the generation and load in power systems. Building a battery energy storage system (BESS) with retired battery packs from electric vehicles (EVs) or plug-in hybrid electric vehicles (PHEVs) is one possible way to subsidize the price of EV/PHEV batteries, and at the same time mitigating forecast error introduced by load and renewable energy sources in power systems. This paper proposes a detailed framework to evaluate end-of-life (EOL) EV/PHEV batteries in BESS application. The framework consists of three parts. A generalized model for battery degradation is first introduced. It is followed by modeling the battery retirement process in its first life. Two vehicle types - EV and PHEV - as well as two retirement modes - nominal and realistic modes - are considered. Finally, the application of the second-life BESS in power systems is modeled in a detailed economic dispatch (ED) problem. This is how second-life BESS's performance translates into cost savings on power generation. An optimization problem is formulated to maximize total cost savings in power generation over the battery's second life. This is done by striking a balance between short-term benefit (daily cost savings) and long-term benefit (cost savings through service years). Numerical results validate the effectiveness of the proposed framework/models. They show that battery usage and retirement criterion in its first life directly affect the performance in its second life application. In our case study, EV battery packs possess larger EOL energy capacities and consequently generate more cost savings in the second life. However, the BESS built from retired PHEV batteries has higher cost savings per MWh. It is because, with the proposed degradation model, battery health is better preserved in PHEV applications. Compared to nominal retirement mode, realistic retirement mode results in extra cost savings due to the reduced first-life service years. |
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Energy Research Institute @ NTU (ERI@N) |
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Energy Research Institute @ NTU (ERI@N) Chai, Songjian Xu, Ning Zhou Niu, Ming Chan, Ka Wing Chung, Chi Yung Jiang, Hui Sun, Yuxin |
format |
Article |
author |
Chai, Songjian Xu, Ning Zhou Niu, Ming Chan, Ka Wing Chung, Chi Yung Jiang, Hui Sun, Yuxin |
author_sort |
Chai, Songjian |
title |
An evaluation framework for second-life EV/PHEV battery application in power systems |
title_short |
An evaluation framework for second-life EV/PHEV battery application in power systems |
title_full |
An evaluation framework for second-life EV/PHEV battery application in power systems |
title_fullStr |
An evaluation framework for second-life EV/PHEV battery application in power systems |
title_full_unstemmed |
An evaluation framework for second-life EV/PHEV battery application in power systems |
title_sort |
evaluation framework for second-life ev/phev battery application in power systems |
publishDate |
2023 |
url |
https://hdl.handle.net/10356/165005 |
_version_ |
1761781985833910272 |