Estimation of Power Battery SOC Based on Improved BP Neural Network

被引：0

作者：

Dong, Chao ^{[1
]}

Wang, Guanlan ^{[1
]}

机构：

[1] Tianjin Univ Technol, Tianjin Key Lab Control Theory & Applicat Complic, Tianjin, Peoples R China

来源：

2014 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (IEEE ICMA 2014) | 2014年

关键词：

power battery; BP neural network; SOC;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

According to the limitations and shortcomings of BP neural network in estimating the battery state of charge(State of Charge, SOC), such as slow convergence speed and poor generalization, this paper puts forward an improved BP neural network method of battery SOC estimation. Train the improved BP neural network with the experimental data. It compares the trained neural network of SOC with the real values, and uses Matlab to simulate in order to verify the correctness of the algorithm.

引用

页码：2022 / 2027

页数：6

共 50 条

[21] Engine Torque Estimation Based on BP Neural Network
Huang Kaisheng
Wang Dongliang
Lin Zhihua
Zeng Xiangrui
MEMS, NANO AND SMART SYSTEMS, PTS 1-6, 2012, 403-408 : 2848 - +
[22] Research on Network Traffic Identification Based on Improved BP Neural Network
Dong, Shi
Zhou, DingDing
Zhou, Wengang
Ding, Wei
Gong, Jian
APPLIED MATHEMATICS & INFORMATION SCIENCES, 2013, 7 (01): : 389 - 398
[23] Short-term load forecasting of power system based on improved bp neural network
Li S.
International Journal of Circuits, Systems and Signal Processing, 2020, 14 : 840 - 846
[24] Safety Culture Evaluation of Power Supply Enterprises based on PCA and Improved BP Neural Network
Li Yan-bin
Zhao Hui
Li Guan-hong
He Yan
PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE OF MANAGEMENT SCIENCE AND INFORMATION SYSTEM, VOLS 1-4, 2009, : 580 - 583
[25] A profitability evaluation model based on improved BP neural network
Li Xiongyi
Xu Weihua
Proceedings of the 3rd International Conference on Innovation & Management, Vols 1 and 2, 2006, : 693 - 698
[26] CORPORATE FRAUD DETECTION BASED ON IMPROVED BP NEURAL NETWORK
Liu, Wei
Liu, MingMing
Yan, Chun
Qi, Man
Zhang, LuLu
COMPUTING AND INFORMATICS, 2024, 43 (03) : 611 - 632
[27] Research on an Improved RAIM Algorithm based on BP Neural network
Zhong, Lunlong
Zhao, Jing
2023 35TH CHINESE CONTROL AND DECISION CONFERENCE, CCDC, 2023, : 3622 - 3627
[28] Improved BP Neural Network Controller Based on GA Optimization
Ding, Qun-yan
2017 INTERNATIONAL CONFERENCE ON SMART GRID AND ELECTRICAL AUTOMATION (ICSGEA), 2017, : 251 - 254
[29] A ROP PREDICTION APPROACH BASED ON IMPROVED BP NEURAL NETWORK
Duan, Jinan
Zhao, Jinhai
Xiao, Li
Yang, Chuanshu
Chen, Huinian
2014 IEEE 3rd International Conference on Cloud Computing and Intelligence Systems (CCIS), 2014, : 668 - 671
[30] Face Recognition Algorithm Based on Improved BP Neural Network
Li Yong-Qiang
Pan Jin
INTERNATIONAL JOURNAL OF SECURITY AND ITS APPLICATIONS, 2015, 9 (05): : 175 - 183

← 1 2 3 4 5 →