基于自适应无迹卡尔曼滤波算法的锂离子动力电池状态估计

被引：79

作者：

魏克新

陈峭岩

机构：

[1] 天津大学电气与自动化工程学院

来源：

中国电机工程学报 | 2014年 / 34卷 / 03期

关键词：

荷电状态; 健康状态; 自适应无迹卡尔曼滤波器; 电动汽车; 锂离子动力电池;

D O I：

10.13334/j.0258-8013.pcsee.2014.03.016

中图分类号：

TM912 [蓄电池];

学科分类号：

摘要：

应用传统的无迹卡尔曼滤波(unscented Kalman filter,UKF)算法估计电动汽车锂离子动力电池核电状态(state of charge,SOC)时,常会出现由于电池模型参数不准确而造成估计误差增大的问题,该文采用了自适应无迹卡尔曼滤波(adaptive unscented Kalman filter,AUKF)算法解决该问题。AUKF算法是一种循环迭代算法,可以实时估计电池模型中的欧姆内阻,提高电池模型准确性,从而提高电池SOC估计精度。另外,电池的欧姆内阻可以表征电池的健康状态(state of health,SOH),因此还可以根据电池的欧姆内阻估计出电池的SOH。在设定工况下对电池做充放电实验,实验分析表明,与UKF相比,AUKF提高了电池SOC估计的精度,并能准确的估计出电池的欧姆内阻。

引用

页码：445 / 452

页数：8

共 18 条

[11] Impedance measurements on lead–acid batteries for state-of-charge, state-of-health and cranking capability prognosis in electric and hybrid electric vehicles[J] . Holger Blanke,Oliver Bohlen,Stephan Buller,Rik W. De Doncker,Birger Fricke,Abderrezak Hammouche,Dirk Linzen,Marc Thele,Dirk Uwe Sauer.Journal of Power Sources . 2004 (2)
[12] Extended Kalman filtering for battery management systems of LiPB-based HEV battery packs[J] . Gregory L. Plett.Journal of Power Sources . 2004 (2)
[13] Extended Kalman filtering for battery management systems of LiPB-based HEV battery packs[J] . Gregory L. Plett.Journal of Power Sources . 2004 (2)
[14] Extended Kalman filtering for battery management systems of LiPB-based HEV battery packs[J] . Gregory L. Plett.Journal of Power Sources . 2004 (2)
[15] Quick testing of batteries in lithium-ion battery packs with impedance-measuring technology[J] . Kazuhiko Takeno,Masahiro Ichimura,Kazuo Takano,Junichi Yamaki,Shigeto Okada.Journal of Power Sources . 2003 (1)
[16] Mathematical modeling of the capacity fade of Li-ion cells
Ramadass, P
Haran, B
White, R
Popov, BN
[J]. JOURNAL OF POWER SOURCES, 2003, 123 (02) : 230 - 240
[17] A method for measurement and interpretation of impedance spectra for industrial batteries
Karden, E
Buller, S
De Doncker, RW
[J]. JOURNAL OF POWER SOURCES, 2000, 85 (01) : 72 - 78
[18] Determination of state-of-charge and state-of-health of batteries by fuzzy logic methodology[J] . Alvin J Salkind,Craig Fennie,Pritpal Singh,Terrill Atwater,David E Reisner.Journal of Power Sources . 1999 (1)

← 1 2 →