Voltage hysteresis curve;
Lithium-ion battery equivalent model;
Open circuit voltage;
Neural network;
NEURAL-NETWORK;
BATTERY MANAGEMENT;
OF-CHARGE;
PACKS;
SOC;
D O I:
10.1016/j.est.2023.108481
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
The lithium-ion battery equalization method with voltage equalization is relatively mature and convenient to implement. However, this equalization method may cause excessive energy consumption. The equalization method with state of charge (SOC) equalization can reduce this kind of energy consumption. To use the equalization method with SOC, we should estimate the SOC first. So this paper proposes a SOC estimation method based on linearization of voltage hysteresis curve (EMBL). This paper linearizes the voltage hysteresis curve of lithium-ion battery and proposes a novel equivalent model of lithium-ion battery based on linear neural network (LEM). The performance superiority of the LEM is verified through the intermittent charging and dis-charging experiments. Then the SOC estimation method based on linearization of voltage hysteresis curve is constructed. The equalization experiments with voltage equalization and SOC equalization are carried out respectively. And the results prove that the method with SOC equalization can significantly reduce energy consumption compared to the method with voltage equalization, and the EMBL based SOC equalization can slightly reduce energy consumption compared to the extended Kalman filter (EKF) algorithm based SOC equalization.
机构:
Tsinghua Univ, Grad Sch Shenzhen, Shenzhen 518055, Guangdong, Peoples R ChinaTsinghua Univ, Grad Sch Shenzhen, Shenzhen 518055, Guangdong, Peoples R China
Xia, Bizhong
Chen, Chaoren
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Grad Sch Shenzhen, Shenzhen 518055, Guangdong, Peoples R ChinaTsinghua Univ, Grad Sch Shenzhen, Shenzhen 518055, Guangdong, Peoples R China
Chen, Chaoren
Tian, Yong
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Grad Sch Shenzhen, Shenzhen 518055, Guangdong, Peoples R ChinaTsinghua Univ, Grad Sch Shenzhen, Shenzhen 518055, Guangdong, Peoples R China
Tian, Yong
Sun, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Sunwoda Elect Co Ltd, Shenzhen 518108, Guangdong, Peoples R ChinaTsinghua Univ, Grad Sch Shenzhen, Shenzhen 518055, Guangdong, Peoples R China
Sun, Wei
Xu, Zhihui
论文数: 0引用数: 0
h-index: 0
机构:
Sunwoda Elect Co Ltd, Shenzhen 518108, Guangdong, Peoples R ChinaTsinghua Univ, Grad Sch Shenzhen, Shenzhen 518055, Guangdong, Peoples R China
Xu, Zhihui
Zheng, Weiwei
论文数: 0引用数: 0
h-index: 0
机构:
Sunwoda Elect Co Ltd, Shenzhen 518108, Guangdong, Peoples R ChinaTsinghua Univ, Grad Sch Shenzhen, Shenzhen 518055, Guangdong, Peoples R China