A Distributed Method for State of Charge Estimation for Supercapacitor Pack

Supercapacitors, leveraging their distinctive characteristics and advantages, have evolved into efficient energy storage solutions. State of Charge (SOC) is a crucial parameter for supercapacitors, and the estimation of SOC for individual supercapacitor cells has been extensively researched. In practical applications, it is common to assemble hundreds or even thousands of cells to form a supercapacitor pack, particularly in fields like electric vehicles a nd electric b uses. Therefore, estimating the SOC for the supercapacitor pack becomes imperative. In response to the demands for supercapacitor pack SOC <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$(SOC_{pack})$</tex> estimation and wireless management, this paper proposes a distributed method. After modeling the supercapacitor cells, the definition of <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$SOC_{pack}$</tex> is introduced. The SOC of a cell in the definition is estimated based on Kalman filter. The proposed distributed method relies on wireless communication and computational updates between cells. Through iterative processes, it ultimately converges to the estimated <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$SOC_{pack}$</tex>. Finally, we conducted simulation experiments to analyze the performance of the proposed method under various communication conditions, thereby validating its effectiveness and robustness.

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Publication Details

Published
2024-10-06
DOI
https://doi.org/10.1109/smc54092.2024.10831781
Primary Topic
Electric and Hybrid Vehicle Technologies
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article
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article

A Distributed Method for State of Charge Estimation for Supercapacitor Pack

Shilong Zhuo, Heng Li, Rui Zhang, Yulin Zhang et al.
Electric and Hybrid Vehicle Technologies
article

A Distributed Method for State of Charge Estimation for Supercapacitor Pack

Shilong Zhuo, Heng Li, Rui Zhang, Yulin Zhang, Ren Zhu, Wanwan Ren, Hui Peng
article en

Abstract

Supercapacitors, leveraging their distinctive characteristics and advantages, have evolved into efficient energy storage solutions. State of Charge (SOC) is a crucial parameter for supercapacitors, and the estimation of SOC for individual supercapacitor cells has been extensively researched. In practical applications, it is common to assemble hundreds or even thousands of cells to form a supercapacitor pack, particularly in fields like electric vehicles a nd electric b uses. Therefore, estimating the SOC for the supercapacitor pack becomes imperative. In response to the demands for supercapacitor pack SOC <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$(SOC_{pack})$</tex> estimation and wireless management, this paper proposes a distributed method. After modeling the supercapacitor cells, the definition of <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$SOC_{pack}$</tex> is introduced. The SOC of a cell in the definition is estimated based on Kalman filter. The proposed distributed method relies on wireless communication and computational updates between cells. Through iterative processes, it ultimately converges to the estimated <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$SOC_{pack}$</tex>. Finally, we conducted simulation experiments to analyze the performance of the proposed method under various communication conditions, thereby validating its effectiveness and robustness.

Central South University (CN), Changsha University (CN)
Affordable and clean energy
Openalex Percentile: Top 72%
Electric and Hybrid Vehicle Technologies
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A Distributed Method for State of Charge Estimation for Supercapacitor Pack — Shilong Zhuo, Heng Li, et al. · (2024) | TGRS Research Map | TGRS