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:
China Univ Petr East China, Ctr Offshore Engn & Safety Technol, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Ctr Offshore Engn & Safety Technol, Qingdao 266580, Peoples R China
Kong, Depeng
Wang, Shuhui
论文数: 0引用数: 0
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机构:
China Univ Petr East China, Ctr Offshore Engn & Safety Technol, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Ctr Offshore Engn & Safety Technol, Qingdao 266580, Peoples R China
Wang, Shuhui
Ping, Ping
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Petr East China, Coll Chem Engn, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Ctr Offshore Engn & Safety Technol, Qingdao 266580, Peoples R China
机构:
Southeast Univ, Key Lab Solar Energy Sci & Technol Jiangsu Prov, 2 Si Pai Lou, Nanjing 210096, Peoples R China
Southeast Univ, Energy Storage Res Ctr, 2 Si Pai Lou, Nanjing 210096, Peoples R ChinaSoutheast Univ, Key Lab Solar Energy Sci & Technol Jiangsu Prov, 2 Si Pai Lou, Nanjing 210096, Peoples R China
Xu, Zhicheng
Wang, Jun
论文数: 0引用数: 0
h-index: 0
机构:
Southeast Univ, Key Lab Solar Energy Sci & Technol Jiangsu Prov, 2 Si Pai Lou, Nanjing 210096, Peoples R China
Southeast Univ, Energy Storage Res Ctr, 2 Si Pai Lou, Nanjing 210096, Peoples R ChinaSoutheast Univ, Key Lab Solar Energy Sci & Technol Jiangsu Prov, 2 Si Pai Lou, Nanjing 210096, Peoples R China
Wang, Jun
Fan, Qi
论文数: 0引用数: 0
h-index: 0
机构:
Southeast Univ, Energy Storage Res Ctr, 2 Si Pai Lou, Nanjing 210096, Peoples R ChinaSoutheast Univ, Key Lab Solar Energy Sci & Technol Jiangsu Prov, 2 Si Pai Lou, Nanjing 210096, Peoples R China
Fan, Qi
Lund, Peter D.
论文数: 0引用数: 0
h-index: 0
机构:
Southeast Univ, Key Lab Solar Energy Sci & Technol Jiangsu Prov, 2 Si Pai Lou, Nanjing 210096, Peoples R China
Aalto Univ, Sch Sci, POB 15100, FI-00076 Espoo, FinlandSoutheast Univ, Key Lab Solar Energy Sci & Technol Jiangsu Prov, 2 Si Pai Lou, Nanjing 210096, Peoples R China
Lund, Peter D.
Hong, Jie
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu New Energy Dev Co Ltd, 88 Changjiang Rd, Nanjing 210005, Peoples R ChinaSoutheast Univ, Key Lab Solar Energy Sci & Technol Jiangsu Prov, 2 Si Pai Lou, Nanjing 210096, Peoples R China
机构:
Hong Kong Univ Sci & Technol, Dept CBE, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept CBE, Hong Kong, Peoples R China
Tang, Xiaopeng
Gao, Furong
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Dept CBE, Hong Kong, Peoples R China
Guangzhou HKUST Fok Ying Tung Res Inst, Guangzhou, Guangdong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept CBE, Hong Kong, Peoples R China
Gao, Furong
Yao, Ke
论文数: 0引用数: 0
h-index: 0
机构:
Guangzhou HKUST Fok Ying Tung Res Inst, Guangzhou, Guangdong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept CBE, Hong Kong, Peoples R China
Yao, Ke
Wang, Yujie
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci & Technol China, Dept Automat, Hefei, Anhui, Peoples R ChinaHong Kong Univ Sci & Technol, Dept CBE, Hong Kong, Peoples R China
Wang, Yujie
JOINT INTERNATIONAL CONFERENCE ON ENERGY, ECOLOGY AND ENVIRONMENT ICEEE 2018 AND ELECTRIC AND INTELLIGENT VEHICLES ICEIV 2018,
2018,