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基于EKF的锂电池SOC估算与试验研究
Alternative TitleLi-ion battery SOC estimation and test research based on EKF
袁学庆; 张阳; 赵林; 李博
Department装备制造技术研究室
Source Publication电源技术
ISSN1002-087X
2015
Volume39Issue:12Pages:2587-2589, 2615
Indexed ByCSCD
CSCD IDCSCD:5598676
Contribution Rank1
KeywordSoc估计 扩展卡尔曼滤波 锂电池
Abstract锂离子电池以其无泄漏、无污染、无噪声等优点,近年来广泛应用于工业及生活领域。目前常用的基于扩展卡尔曼滤波(EKF)的锂电池SOC(荷电状态)估计方法由于建模不准确而导致估计结果误差较大,严重影响到电池管理系统的性能及整机系统的控制。针对该问题,采用精度较高的Randles模型,并在拟合电池的OCV(开路电压)-SOC曲线时通过引入自然指数函数并增加多项式阶数等方法提高拟合精度。使用EKF对锂电池SOC进行估计,与理论结果相比模型改进后估计误差的标准差比改进前下降了64.43%。试验结果表明通过改进电池模型大大提高了基于EKF方法的锂电池SOC估计精度,对于提高电池管理系统以及整机系统性能具有重...
Other AbstractLi-ion battery has been broadly used in industrial and commercial areas in recent years for its no leaks, no pollution and no noises. The currently used state of charge (SOC) estimation methods based on extended Kalman filter (EKF) doesn't have a very good accuracy due to the modeling error, which could influence the performance of the battery management system (BMS) and the control of the host machine. Considering about this, Randles model was adopted which has a good precision and exponential function and more orders of the polynomial were introduced to increase modeling precision. In the experiment, the standard deviation of the estimation error based on the improved model declined 64.43% comparing to the original model. The experiment result shows through improving the battery model the SOC estimation accuracy basing on EKF is improved greatly, which is significant for the performance of BMS and the host machine.
Language中文
Citation statistics
Cited Times:4[CSCD]   [CSCD Record]
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/17627
Collection智能产线与系统研究室
Affiliation中国科学院沈阳自动化研究所
Recommended Citation
GB/T 7714
袁学庆,张阳,赵林,等. 基于EKF的锂电池SOC估算与试验研究[J]. 电源技术,2015,39(12):2587-2589, 2615.
APA 袁学庆,张阳,赵林,&李博.(2015).基于EKF的锂电池SOC估算与试验研究.电源技术,39(12),2587-2589, 2615.
MLA 袁学庆,et al."基于EKF的锂电池SOC估算与试验研究".电源技术 39.12(2015):2587-2589, 2615.
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