Health-informed lifespan-oriented circular economic operation of Li-ion batteries

Circular economy in power systems involves new circular management of battery energy storage systems, featuring sustainable operation with lifespan extension. Proper daily operations of batteries can prolong their lifetime and vice versa. However, the time scale difference between the service time a...

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Main Authors: Xie, Jiahang, Weng, Yu, Nguyen, Hung D.
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2023
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Online Access:https://hdl.handle.net/10356/170142
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1701422023-08-29T07:11:35Z Health-informed lifespan-oriented circular economic operation of Li-ion batteries Xie, Jiahang Weng, Yu Nguyen, Hung D. School of Electrical and Electronic Engineering Engineering::Electrical and electronic engineering Battery Energy Storage System Circular Economy Circular economy in power systems involves new circular management of battery energy storage systems, featuring sustainable operation with lifespan extension. Proper daily operations of batteries can prolong their lifetime and vice versa. However, the time scale difference between the service time and the short-term operation makes it challenging to engage the targeted lifespan into daily economic operations. This article proposes a dynamic framework for health-informed optimal power flow (OPF) to reach the battery expected lifespan by offering the optimal feasible operation space. The expected service lifespan is achieved if the battery's daily working condition is confined within such evolving feasible domains throughout its service time. Economical operation of the battery is scheduled based on OPF that integrates such feasible domains upon convexification for higher computational efficiency. A Monte Carlo-based data-driven method is developed to unveil the correlation between the remaining useful life (RUL) and operational states as well as the battery health indicator. The proposed method and constructed regions have been effectively validated under multiple scenarios with different operating modes. With the IEEE 39-bus test case, numerical results show that the constructed health-informed OPF can boost the mean value of the battery's RUL up to 48.79%. Energy Market Authority (EMA) Ministry of Education (MOE) Nanyang Technological University National Research Foundation (NRF) This work was supported by NTU SUG, MOE AcRF TIER 1- 2019-T1-001-119 (RG 79/19) Award and EMA and NRF EMA-EP004-EKJGC-0003 Award. 2023-08-29T07:11:35Z 2023-08-29T07:11:35Z 2023 Journal Article Xie, J., Weng, Y. & Nguyen, H. D. (2023). Health-informed lifespan-oriented circular economic operation of Li-ion batteries. IEEE Transactions On Industrial Informatics, 19(3), 2749-2760. https://dx.doi.org/10.1109/TII.2022.3178375 1551-3203 https://hdl.handle.net/10356/170142 10.1109/TII.2022.3178375 2-s2.0-85150216875 3 19 2749 2760 en NTU-SUG MOE AcRF TIER 1- 2019-T1-001-119 (RG 79/19) EMA-EP004-EKJGC-0003 IEEE Transactions on Industrial Informatics © 2022 IEEE. All rights reserved.
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Electrical and electronic engineering
Battery Energy Storage System
Circular Economy
spellingShingle Engineering::Electrical and electronic engineering
Battery Energy Storage System
Circular Economy
Xie, Jiahang
Weng, Yu
Nguyen, Hung D.
Health-informed lifespan-oriented circular economic operation of Li-ion batteries
description Circular economy in power systems involves new circular management of battery energy storage systems, featuring sustainable operation with lifespan extension. Proper daily operations of batteries can prolong their lifetime and vice versa. However, the time scale difference between the service time and the short-term operation makes it challenging to engage the targeted lifespan into daily economic operations. This article proposes a dynamic framework for health-informed optimal power flow (OPF) to reach the battery expected lifespan by offering the optimal feasible operation space. The expected service lifespan is achieved if the battery's daily working condition is confined within such evolving feasible domains throughout its service time. Economical operation of the battery is scheduled based on OPF that integrates such feasible domains upon convexification for higher computational efficiency. A Monte Carlo-based data-driven method is developed to unveil the correlation between the remaining useful life (RUL) and operational states as well as the battery health indicator. The proposed method and constructed regions have been effectively validated under multiple scenarios with different operating modes. With the IEEE 39-bus test case, numerical results show that the constructed health-informed OPF can boost the mean value of the battery's RUL up to 48.79%.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Xie, Jiahang
Weng, Yu
Nguyen, Hung D.
format Article
author Xie, Jiahang
Weng, Yu
Nguyen, Hung D.
author_sort Xie, Jiahang
title Health-informed lifespan-oriented circular economic operation of Li-ion batteries
title_short Health-informed lifespan-oriented circular economic operation of Li-ion batteries
title_full Health-informed lifespan-oriented circular economic operation of Li-ion batteries
title_fullStr Health-informed lifespan-oriented circular economic operation of Li-ion batteries
title_full_unstemmed Health-informed lifespan-oriented circular economic operation of Li-ion batteries
title_sort health-informed lifespan-oriented circular economic operation of li-ion batteries
publishDate 2023
url https://hdl.handle.net/10356/170142
_version_ 1779156294123388928