期刊文献+

Research on Multi-Parameter Evaluation of Electric Vehicle Power Battery Consistency Based on Principal Component Analysis 被引量:8

Research on Multi-Parameter Evaluation of Electric Vehicle Power Battery Consistency Based on Principal Component Analysis
原文传递
导出
摘要 Electric vehicle power battery consistency is the key factor affecting the performance of power batteries. it is not scientific to evaluate the consistency of the battery depending on voltage or capacity. In this paper, multi- parameter evaluation method for battery consistency based on principal component analysis is proposed. Firstly, the characteristic parameters of battery consistency are analyzed, the principal component score can be used as the basis for evaluating the consistency of the battery. Then, the function that multi-parameter evaluation of battery consistency is established. Finally, battery balancing strategy based on fuzzy control is developed. The basic principle of fuzzy control is to fuzzy the input quantity based on expert knowledge, and the fuzzy control auantitv is obtained bv fuzzy control rule_ Th~ re.~nlt.~ ~ro v^rlfiocl hv t,~t Electric vehicle power battery consistency is the key factor affecting the performance of power batteries.it is not scientific to evaluate the consistency of the battery depending on voltage or capacity. In this paper, multiparameter evaluation method for battery consistency based on principal component analysis is proposed. Firstly,the characteristic parameters of battery consistency are analyzed, the principal component score can be used as the basis for evaluating the consistency of the battery. Then, the function that multi-parameter evaluation of battery consistency is established. Finally, battery balancing strategy based on fuzzy control is developed. The basic principle of fuzzy control is to fuzzy the input quantity based on expert knowledge, and the fuzzy control quantity is obtained by fuzzy control rule. The results are verified by test.
作者 WANG Liye WANG Lifang LIAO Chenglin ZHANG Wenjie 王立业;王丽芳;廖承林;张文杰(Key Laboratory of Power Electronics and Electric Drive,Institute of Electrical Engineering Chinese Academy of Sciences,Beijing 100190,China;Beijing Co-Innovation Center for Electric Vehicles,Beijing 100081,China)
出处 《Journal of Shanghai Jiaotong university(Science)》 EI 2018年第5期711-720,共10页 上海交通大学学报(英文版)
基金 the Special Research Fund for the National Key Research and Development Program of China(No.2016YFB0100107) the National Natural Science Foundation of China(No.51677183)
  • 相关文献

参考文献5

二级参考文献72

  • 1许树楷,宋强,朱永强,刘文华,李建国.用于不平衡补偿的变压器隔离型链式D-STATCOM的研究[J].中国电机工程学报,2006,26(9):137-143. 被引量:54
  • 2张步涵,曾杰,毛承雄,金玉洁,王云玲.电池储能系统在改善并网风电场电能质量和稳定性中的应用[J].电网技术,2006,30(15):54-58. 被引量:227
  • 3李培强,李欣然,陈辉华,唐外文.基于减法聚类的模糊神经网络负荷建模[J].电工技术学报,2006,21(9):2-6. 被引量:23
  • 4许海平.大功率双向DC/DC变换器拓扑结构及其分析理论研究[D].北京:中国科学院电工研究所.2008.
  • 5ABB Switzerland Ltd. ABB advanced power electronics:world's largest battery energy storage system[EB/OL]. [2009-10-09]. http ://www.abb.com/powerelectronics.
  • 6ABB Switzerland Ltd. ABB advanced power electronics:little barford power station,regenesys-plant,United Kingdom[EB/OL]. [2009-10-09]. http://www.abb.com/powerelectronics.
  • 7MAHARJAN L,INOUE S,AKAGI H,et al. A transformerless battery energy storage system based on a multilevel cascaded PWM converter[C]//IEEE Power Electronics Specialists Conference. Rhodes, Greece : IEEE, 2008 : 4798-4804.
  • 8MAHARJAN L,INOUE S,AKAGI H. A transformerless energy storage system based on a cascaded multilevel PWM' converter with star configuration[J]. IEEE Transactions on Industry Applications, 2008,44 (5) : 1621-1630.
  • 9QIAN Chang,CROW M L. A multi-processor control system architecture for a cascaded statcom with energy storage[C]//Apphed Power Electronics Conference and Exposition. California,USA: [ s.n.] ,2004 : 1757-1763.
  • 10AL-HADIDI H K,GOLE A M,JACOBSON D A. A novel configuration for a cascaded inverter-based dynamic voltage restorer with reduced energy storage requirements[J]. IEEE Transactions on Power Delivery,2008,23(2):881-888.

共引文献233

同被引文献92

引证文献8

二级引证文献25

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部