The research on battery SOC estimation within colored noise

Lianbo Du; Ximing Cheng

doi:10.1109/ITEC-AP.2014.6940885

The research on battery SOC estimation within colored noise

Lianbo Du, Ximing Cheng

机械与车辆学院

Beijing Institute of Technology

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

3 引用（Scopus）

摘要

In electric vehicles, the colored noise signal in current measurement could cause the battery SOC estimation inaccurate and divergent. In order to solve this problem, our authors used the colored noise as the state variables for Kalman filtering algorithm to reduce influences on the SOC estimation accuracy. Experimental results showed that the filtering method used in this paper could improve the accuracy for battery SOC estimation on the colored noise impacts.

源语言	英语
主期刊名	IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 - Conference Proceedings
出版商	Institute of Electrical and Electronics Engineers Inc.
ISBN（电子版）	9781479942398
DOI	https://doi.org/10.1109/ITEC-AP.2014.6940885
出版状态	已出版 - 30 10月 2014
活动	2014 IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 - Beijing, 中国期限: 31 8月 2014 → 3 9月 2014

出版系列

姓名	IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 - Conference Proceedings

会议

会议	2014 IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014
国家/地区	中国
市	Beijing
时期	31/08/14 → 3/09/14

联合国可持续发展目标

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访问文件

10.1109/ITEC-AP.2014.6940885

其它文件与链接

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引用此

Du, L., & Cheng, X. (2014). The research on battery SOC estimation within colored noise. 在 IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 - Conference Proceedings 文章 6940885 (IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 - Conference Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ITEC-AP.2014.6940885

@inproceedings{6c6e28eb55b54acabf3ab42d791aa63e,

title = "The research on battery SOC estimation within colored noise",

abstract = "In electric vehicles, the colored noise signal in current measurement could cause the battery SOC estimation inaccurate and divergent. In order to solve this problem, our authors used the colored noise as the state variables for Kalman filtering algorithm to reduce influences on the SOC estimation accuracy. Experimental results showed that the filtering method used in this paper could improve the accuracy for battery SOC estimation on the colored noise impacts.",

keywords = "Colored noise, Electric vehicles, Kalman filter, Lithium-ion battery, SOC estimation",

author = "Lianbo Du and Ximing Cheng",

note = "Publisher Copyright: {\textcopyright} 2014 IEEE.; 2014 IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 ; Conference date: 31-08-2014 Through 03-09-2014",

year = "2014",

month = oct,

day = "30",

doi = "10.1109/ITEC-AP.2014.6940885",

language = "English",

series = "IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 - Conference Proceedings",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 - Conference Proceedings",

address = "United States",

}

Du, L & Cheng, X 2014, The research on battery SOC estimation within colored noise. 在 IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 - Conference Proceedings., 6940885, IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 - Conference Proceedings, Institute of Electrical and Electronics Engineers Inc., 2014 IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014, Beijing, 中国, 31/08/14. https://doi.org/10.1109/ITEC-AP.2014.6940885

The research on battery SOC estimation within colored noise. / Du, Lianbo; Cheng, Ximing.
IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 - Conference Proceedings. Institute of Electrical and Electronics Engineers Inc., 2014. 6940885 (IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 - Conference Proceedings).

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

TY - GEN

T1 - The research on battery SOC estimation within colored noise

AU - Du, Lianbo

AU - Cheng, Ximing

PY - 2014/10/30

Y1 - 2014/10/30

N2 - In electric vehicles, the colored noise signal in current measurement could cause the battery SOC estimation inaccurate and divergent. In order to solve this problem, our authors used the colored noise as the state variables for Kalman filtering algorithm to reduce influences on the SOC estimation accuracy. Experimental results showed that the filtering method used in this paper could improve the accuracy for battery SOC estimation on the colored noise impacts.

AB - In electric vehicles, the colored noise signal in current measurement could cause the battery SOC estimation inaccurate and divergent. In order to solve this problem, our authors used the colored noise as the state variables for Kalman filtering algorithm to reduce influences on the SOC estimation accuracy. Experimental results showed that the filtering method used in this paper could improve the accuracy for battery SOC estimation on the colored noise impacts.

KW - Colored noise

KW - Electric vehicles

KW - Kalman filter

KW - Lithium-ion battery

KW - SOC estimation

UR - http://www.scopus.com/inward/record.url?scp=84916213658&partnerID=8YFLogxK

U2 - 10.1109/ITEC-AP.2014.6940885

DO - 10.1109/ITEC-AP.2014.6940885

M3 - Conference contribution

AN - SCOPUS:84916213658

T3 - IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 - Conference Proceedings

BT - IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 - Conference Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2014 IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014

Y2 - 31 August 2014 through 3 September 2014

ER -

Du L, Cheng X. The research on battery SOC estimation within colored noise. 在 IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 - Conference Proceedings. Institute of Electrical and Electronics Engineers Inc. 2014. 6940885. (IEEE Transportation Electrification Conference and Expo, ITEC Asia-Pacific 2014 - Conference Proceedings). doi: 10.1109/ITEC-AP.2014.6940885

The research on battery SOC estimation within colored noise

摘要

出版系列

会议

联合国可持续发展目标

访问文件

其它文件与链接

指纹

引用此