Citation: | QIAN Guangjun, HAN Xuebing, LU Languang, SUN Yuedong, ZHENG Yuejiu. Advances in Lithium-ion Battery System Equalization Strategy Research[J]. JOURNAL OF MECHANICAL ENGINEERING, 2022, 58(24): 145-162. doi: 10.3901/JME.2022.24.145 |
[1] |
LI B, HANEKLAUS N. The role of clean energy, fossil fuel consumption and trade openness for carbon neutrality in China[J]. Energy Reports, 2022, 8(4): 1090-1098.
|
[2] |
WANG X, WEI X, ZHU J, et al. A review of modeling, acquisition, and application of lithium-ion battery impedance for onboard battery management[J]. eTransportation, 2021, 7: 100093. doi: 10.1016/j.etran.2020.100093
|
[3] |
WANG Y, WANG L, LI M, et al. A review of key issues for control and management in battery and ultra-capacitor hybrid energy storage systems[J]. eTransportation, 2020, 4: 100064. doi: 10.1016/j.etran.2020.100064
|
[4] |
HALES A, PROSSER R, BRAVO DIAZ L, et al. The cell cooling coefficient as a design tool to optimise thermal management of lithium-ion cells in battery packs[J]. eTransportation, 2020, 6: 100089. doi: 10.1016/j.etran.2020.100089
|
[5] |
ZHOU Z, CUI Y, KONG X, et al. A fast capacity estimation method based on open circuit voltage estimation for LiNixCoyMn1-x-y battery assessing in electric vehicles[J]. Journal of Energy Storage, 2020, 32: 101830. doi: 10.1016/j.est.2020.101830
|
[6] |
LIU J, WANG Z, HOU Y, et al. Data-driven energy management and velocity prediction for four-wheel-independent-driving electric vehicles[J]. eTransportation, 2021, 9: 100119. doi: 10.1016/j.etran.2021.100119
|
[7] |
SONG Z, YANG X G, YANG N, et al. A study of cell-to-cell variation of capacity in parallel-connected lithium-ion battery cells[J]. eTransportation, 2021, 7: 100091. doi: 10.1016/j.etran.2020.100091
|
[8] |
WANG X, FANG Q, DAI H, et al. Investigation on cell performance and inconsistency evolution of series and parallel lithium-ion battery modules[J]. Energy Technology, 2021, 9(7): 2100072. doi: 10.1002/ente.202100072
|
[9] |
NAGUIB M, KOLLMEYER P, EMADI A. Lithium-ion battery pack robust state of charge estimation, cell inconsistency, and balancing: review[J]. IEEE Access, 2021, 9: 50570-50582. doi: 10.1109/ACCESS.2021.3068776
|
[10] |
FENG X, ZHANG X, XIANG Y. An inconsistency assessment method for backup battery packs based on time -series clustering[J]. Journal of Energy Storage, 2020, 31: 101666. doi: 10.1016/j.est.2020.101666
|
[11] |
ZHENG Y, GAO W, OUYANG M, et al. State-of-charge inconsistency estimation of lithium-ion battery pack using mean-difference model and extended Kalman filter[J]. Journal of Power Sources, 2018, 383: 50-58. doi: 10.1016/j.jpowsour.2018.02.058
|
[12] |
ZHANG Y, PENG Z, GUAN Y, et al. Prognostics of battery cycle life in the early-cycle stage based on hybrid model[J]. Energy, 2021, 221: 119901. doi: 10.1016/j.energy.2021.119901
|
[13] |
刘春辉, 任宏斌. 基于SOC的动力电池组主动均衡研究[J]. 储能科学与技术, 2022, 11(2): 667-672. doi: 10.19799/j.cnki.2095-4239.2021.0420
LIU Chunhui, REN Hongbin. Research on soc-based active balancing of power battery packs[J]. Energy Storage Science and Technology, 2022, 11(2): 667-672. doi: 10.19799/j.cnki.2095-4239.2021.0420
|
[14] |
DURAISAMY T, DEEPA K. Evaluation and comparative study of cell balancing methods for lithium-ion batteries used in electric vehicles[J]. International Journal of Renewable Energy Development, 2021, 10(3): 471-479. doi: 10.14710/ijred.2021.34484
|
[15] |
BARRERAS J V, DE CASTRO R, WAN Y, et al. A consensus algorithm for multi-objective battery balancing[J]. Energies, 2021, 14(14): 4279. doi: 10.3390/en14144279
|
[16] |
ZUN C Y, PARK S U, MOK H S. New cell balancing charging system research for lithium-ion batteries[J]. Energies, 2020, 13(6): 1393. doi: 10.3390/en13061393
|
[17] |
HUI X, SONG D W, SHI F D, et al. Novel voltage equalisation circuit of the lithium battery pack based on bidirectional flyback converter[J]. IET Power Electronics, 2020, 13(11): 2194-2200. doi: 10.1049/iet-pel.2019.1620
|
[18] |
NARAYANASWAMY S, STEINHORST S, LUKASIEWYCZ M, et al. Optimal dimensioning and control of active cell balancing architectures[J]. IEEE Transactions on Vehicular Technology, 2019, 68(10): 9632-9646. doi: 10.1109/TVT.2019.2936646
|
[19] |
刘征宇, 夏登威, 姚利阳, 等. 基于耦合绕组的锂电池组主动均衡方案研究[J]. 电机与控制学报, 2021, 25(2): 54-64. doi: 10.15938/j.emc.2021.02.007
LIU Zhengyu, XIA Dengwei, YAO Liyang, et al. Research on active equalization scheme of lithium battery pack based on coupling winding[J]. Electric Machines and Control, 2021, 25(2): 54-64. doi: 10.15938/j.emc.2021.02.007
|
[20] |
HABIB A, HASAN M K, MAHMUD M, et al. A review: Energy storage system and balancing circuits for electric vehicle application[J]. IET Power Electronics, 2021, 14(1): 1-13. doi: 10.1049/pel2.12013
|
[21] |
DAM S K, JOHN V. Low-frequency selection switch based cell-to-cell battery voltage equalizer with reduced switch count[J]. IEEE Transactions on Industry Applications, 2021, 57(4): 3842-3851. doi: 10.1109/TIA.2021.3075184
|
[22] |
PENG F X, WANG H Y, YU L. Analysis and design considerations of efficiency enhanced hierarchical battery equalizer based on bipolar ccm buck-boost units[J]. IEEE Transactions on Industry Applications, 2019, 55(4): 4053-4063. doi: 10.1109/TIA.2019.2916493
|
[23] |
郭向伟, 刘震, 康龙云, 等. 一种单电感串并联电池组均衡方法[J]. 电机与控制学报, 2021, 25(12): 87-95. doi: 10.15938/j.emc.2021.12.010
GUO Xiangwei, LIU Zhen, KANG Longyun, et al. A single inductor series-parallel battery pack equalization method[J]. Electric Machines and Control, 2021, 25(12): 87-95. doi: 10.15938/j.emc.2021.12.010
|
[24] |
KOSEOGLOU M, TSIOUMAS E, JABBOUR N, et al. Highly effective cell equalization in a lithium-ion battery management system[J]. IEEE Transactions on Power Electronics, 2020, 35(2): 2088-2099. doi: 10.1109/TPEL.2019.2920728
|
[25] |
ZHANG Z Y, ZHANG L Z, HU L, et al. Active cell balancing of lithium-ion battery pack based on average state of charge[J]. International Journal of Energy Research, 2020, 44(4): 2535-2548. doi: 10.1002/er.4876
|
[26] |
WU Q X, GAO M Y, LIN H P, et al. A bimodal multichannel battery pack equalizer based on a quasi-resonant two-transistor forward converter[J]. Energies, 2021, 14(4): 1112. doi: 10.3390/en14041112
|
[27] |
GHAEMINEZHAD N, OUYANG Q, HU X S, et al. Active cell equalization topologies analysis for battery packs: A systematic review[J]. IEEE Transactions on Power Electronics, 2021, 36(8): 9119-9135. doi: 10.1109/TPEL.2021.3052163
|
[28] |
CAO Y L, LI K, LU M. Balancing method based on flyback converter for series-connected cells[J]. IEEE Access, 2021, 9: 52393-52403. doi: 10.1109/ACCESS.2021.3070047
|
[29] |
UNO M, YOSHINO K. Modular equalization system using dual phase-shift-controlled capacitively isolated dual active bridge converters to equalize cells and modules in series-connected lithium-ion batteries[J]. IEEE Transactions on Power Electronics, 2021, 36(3): 2983-2995. doi: 10.1109/TPEL.2020.3013653
|
[30] |
CAO J W, XIA B Z, ZHOU J. An active equalization method for lithium-ion batteries based on flyback transformer and variable step size generalized predictive control[J]. Energies, 2021, 14(1): 207. doi: 10.3390/en14010207
|
[31] |
DAS U K, SHRIVASTAVA P, TEY K S, et al. Advancement of lithium-ion battery cells voltage equalization techniques: A review[J]. Renewable and Sustainable Energy Reviews, 2020, 134: 110227. doi: 10.1016/j.rser.2020.110227
|
[32] |
华旸, 周思达, 何瑢, 等车用锂离子动力电池组均衡管理系统研究进展[J]. 机械工程学报, 2019, 55(20): 73-84. doi: 10.3901/JME.2019.20.073
HUA Yang, ZHOU Sida, HE Rong, et al. Research progress on the balanced management system of automotive lithium-ion power battery pack[J]. Journal of Mechanical Engineering, 2019, 55(20): 73-84. doi: 10.3901/JME.2019.20.073
|
[33] |
FENG F, HU X, LIU J, et al. A review of equalization strategies for series battery packs: variables, objectives, and algorithms[J]. Renewable and Sustainable Energy Reviews, 2019, 116: 109464. doi: 10.1016/j.rser.2019.109464
|
[34] |
YANG H, ZHOU S D, CUI H G, et al. A comprehensive review on inconsistency and equalization technology of lithium-ion battery for electric vehicles[J]. International Journal of Energy Research, 2020, 44(14): 11059-11087. doi: 10.1002/er.5683
|
[35] |
蔡敏怡, 张娥, 林靖, 等. 串联锂离子电池组均衡拓扑综述[J]. 中国电机工程学报, 2021, 41(15): 5294-5311. doi: 10.13334/J.0258-8013.PCSEE.201749
CAI Minyi, ZHANG E, LIN Jing, et al. A review of series lithium-ion battery pack equalization topology[J]. Proceedings of the CSEE, 2021, 41(15): 5294-5311. doi: 10.13334/J.0258-8013.PCSEE.201749
|
[36] |
LV J, SONG W J, FENG Z P, et al. Performance and comparison of equalization methods for lithium ion batteries in series[J]. International Journal of Energy Research, 2021, 45(3): 4669-4680. doi: 10.1002/er.6130
|
[37] |
DAI S, ZHANG F, ZHAO X. Series-connected battery equalization system: A systematic review on variables, topologies, and modular methods[J]. International Journal of Energy Research, 2021, 45(14): 19709-19728. doi: 10.1002/er.7053
|
[38] |
TURKSOY A, TEKE A, ALKAYA A. A comprehensive overview of the dc-dc converter-based battery charge balancing methods in electric vehicles[J]. Renewable and Sustainable Energy Reviews, 2020, 133: 110274. doi: 10.1016/j.rser.2020.110274
|
[39] |
CARTER J, FAN Z, CAO J. Cell equalisation circuits: A review[J]. Journal of Power Sources, 2020, 448: 227489. doi: 10.1016/j.jpowsour.2019.227489
|
[40] |
ALVAREZ-DIAZCOMAS A, ESTEVEZ-BEN A A, RODRIGUEZ-RESENDIZ J, et al. A review of battery equalizer circuits for electric vehicle applications[J]. Energies, 2020, 13(21): 5688. doi: 10.3390/en13215688
|
[41] |
OMARIBA Z B, ZHANG L J, SUN D B. Review of battery cell balancing methodologies for optimizing battery pack performance in electric vehicles[J]. IEEE Access, 2019, 7: 129335-129352. doi: 10.1109/ACCESS.2019.2940090
|
[42] |
GALLARDO-LOZANO J, ROMERO-CADAVAL E, MILANES-MONTERO M I, et al. Battery equalization active methods[J]. Journal of Power Sources, 2014, 246: 934-949. doi: 10.1016/j.jpowsour.2013.08.026
|
[43] |
YANG R, GAO L, WU T, et al. Comparative study on equalization technology of lithium battery packs for electric vehicle[C/CD]// 2019 5th International Conference on Energy Equipment Science and Engineering (ICEESE), November 29 - December, 1, 2019, Harbin, China. Earth and Environmental Science, 2020.
|
[44] |
王鹿军, 单恩泽. 基于动态式双阈值的锂电池组主被动均衡策略[J]. 电机与控制学报, 2022, 26(1): 126-136. doi: 10.15938/j.emc.2022.01.014
WANG Lujun, SHAN Enze. Active-passive equalization strategy for lithium battery pack based on dynamic dual threshold[J]. Electric Machines and Control, 2022, 26(1): 126-136. doi: 10.15938/j.emc.2022.01.014
|
[45] |
ZHENG Y, OUYANG M, LU L, et al. Understanding aging mechanisms in lithium-ion battery packs: From cell capacity loss to pack capacity evolution[J]. Journal of Power Sources, 2015, 278: 287-295. doi: 10.1016/j.jpowsour.2014.12.105
|
[46] |
魏芃, 蔡涛, 朝泽云, 等. 电池均衡系统的分布式协同一致性控制策略[J]. 中国电机工程学报, 2021, 41(3): 908-921. doi: 10.13334/J.0258-8013.PCSEE.192064
WEI Peng, CAI Tao, CHAO Zeyun, et al. Distributed cooperative consistency control strategy for battery equalization system[J]. Proceedings of the CSEE, 2021, 41(3): 908-921. doi: 10.13334/J.0258-8013.PCSEE.192064
|
[47] |
郑岳久. 车用锂离子动力电池组的一致性研究[D]. 北京: 清华大学, 2014.
ZHENG Yuejiu. Consistency study of lithium-ion power battery packs for vehicles[D]. Beijing: Tsinghua University, 2014.
|
[48] |
汪宜秀, 魏学哲, 房乔华, 等. 面向整组寿命最大化的电动汽车电池一致性变化规律及其均衡策略[J]. 机械工程学报, 2020, 56(22): 176-183. doi: 10.3901/JME.2020.22.176
WANG Yixiu, WEI Xuezhe, FANG Qiaohua, et al. Battery consistency variation law and its equalization strategy for electric vehicles with a view to maximizing the whole pack life[J]. Journal of Mechanical Engineering, 2020, 56(22): 176-183. doi: 10.3901/JME.2020.22.176
|
[49] |
SUN W B, LI Y L, LIU L Z, et al. A switched-capacitor battery equalization method for improving balancing speed[J]. IET Electric Power Applications, 2021, 15(5): 555-569. doi: 10.1049/elp2.12045
|
[50] |
YANG X G, XI L G, GAO Z, et al. Analysis and design of a voltage equalizer based on boost full-bridge inverter and symmetrical voltage multiplier for series-connected batteries[J]. IEEE Transactions on Vehicular Technology, 2020, 69(4): 3828-3840. doi: 10.1109/TVT.2020.2974530
|
[51] |
WANG S C, YANG S Y, YANG W, et al. A new kind of balancing circuit with multiple equalization modes for serially connected battery pack[J]. IEEE Transactions on Industrial Electronics, 2021, 68(3): 2142-2150.
|
[52] |
WU L, PANG K, ZHENG Y, et al. A multi-module equalization system for lithium-ion battery packs[J]. International Journal of Energy Research, 2021, 46(3): 2771-2782.
|
[53] |
SU L, WANG Z P, REN Y H. A novel two-steps method for estimation of the capacity imbalance among in-pack cells[J]. Journal of Energy Storage, 2019, 26: 101031. doi: 10.1016/j.est.2019.101031
|
[54] |
QI X, WANG Y, FANG M, et al. A reduced- component-count centralized equalization system for series-connected battery packs based on a novel integrated cascade topology[J]. IEEE Transactions on Industry Applications, 2021, 57(6): 6105-6116. doi: 10.1109/TIA.2021.3103482
|
[55] |
DONG G Z, YANG F F, TSUI K L, et al. Active balancing of lithium-ion batteries using graph theory and a-star search algorithm[J]. IEEE Transactions on Industrial Informatics, 2021, 17(4): 2587-2599. doi: 10.1109/TII.2020.2997828
|
[56] |
QI X B, WANG Y, FANG M Z. An integrated cascade structure-based isolated bidirectional DC-DC converter for battery charge equalization[J]. IEEE Transactions on Power Electronics, 2020, 35(11): 12003-12021. doi: 10.1109/TPEL.2020.2988661
|
[57] |
WAN L, CHEN Y, ZHOU Y, et al. Design of balanced charging circuit for lithium ion battery[C]// 38th Chinese Control Conference (CCC), July 27-30, 2019, Guangzhou, China, IEEE, 2019: 6476-6480.
|
[58] |
JIAQIANG E J, ZHANG B, ZENG Y, et al. Effects analysis on active equalization control of lithium-ion batteries based on intelligent estimation of the state-of-charge[J]. Energy, 2022, 238: 121822. doi: 10.1016/j.energy.2021.121822
|
[59] |
SEE K, LIM K C, BATTERNALLY S, et al. Charge based self-equalization for imbalance battery pack in an energy storage management system developing a time-based equalization algorithm[J]. IEEE Consumer Electronics Magazine, 2019, 8(2): 16-21. doi: 10.1109/MCE.2018.2880805
|
[60] |
VAN C N, VINH T N, NGO M-D, et al. Optimal soc balancing control for lithium-ion battery cells connected in series[J]. Energies, 2021, 14(10): 2875. doi: 10.3390/en14102875
|
[61] |
HEIN T, ZIEGLER A, OESER D, et al. A capacity-based equalization method for aged lithium-ion batteries in electric vehicles[J]. Electric Power Systems Research, 2021, 191: 106898. doi: 10.1016/j.epsr.2020.106898
|
[62] |
ZHENG Y, OUYANG M, LU L, et al. On-line equalization for lithium-ion battery packs based on charging cell voltages: Part 1. Equalization based on remaining charging capacity estimation[J]. Journal of Power Sources, 2014, 247: 676-686. doi: 10.1016/j.jpowsour.2013.09.030
|
[63] |
ZHENG Y, OUYANG M, LU L, et al. On-line equalization for lithium-ion battery packs based on charging cell voltages: Part 2. Fuzzy logic equalization[J]. Journal of Power Sources, 2014, 247: 460-466. doi: 10.1016/j.jpowsour.2013.09.012
|
[64] |
SONG L J, LIANG T Y, LU L G, et al. Lithium-ion battery pack equalization based on charging voltage curves[J]. International Journal of Electrical Power & Energy Systems, 2020, 115: 105516.
|
[65] |
HAN W J, ZOU C F, ZHANG L, et al. Near-fastest battery balancing by cell/module reconfiguration[J]. IEEE Transactions on Smart Grid, 2019, 10(6): 6954-6964. doi: 10.1109/TSG.2019.2915013
|
[66] |
WU X G, CUI Z H, LI X F, et al. Control strategy for active hierarchical equalization circuits of series battery packs[J]. Energies, 2019, 12(11): 2071. doi: 10.3390/en12112071
|
[67] |
OUYANG Q, HAN W J, ZOU C F, et al. Cell balancing control for lithium-ion battery packs: A hierarchical optimal approach[J]. IEEE Transactions on Industrial Informatics, 2020, 16(8): 5065-5075. doi: 10.1109/TII.2019.2950818
|
[68] |
LEE S, KIM M, BAEK J W, et al. Enhanced switching pattern to improve cell balancing performance in active cell balancing circuit using multi-winding transformer[J]. IEEE Access, 2020, 8: 149544-149554. doi: 10.1109/ACCESS.2020.3015963
|
[69] |
DING X F, ZHANG D H, CHENG J W, et al. A novel active equalization topology for series-connected lithium-ion battery packs[J]. IEEE Transactions on Industry Applications, 2020, 56(6): 6892-6903. doi: 10.1109/TIA.2020.3015820
|
[70] |
YANG Y, ZHU W C, XIE C J, et al. A layered bidirectional active equalization method for retired power lithium-ion batteries for energy storage applications[J]. Energies, 2020, 13(4): 832. doi: 10.3390/en13040832
|
[71] |
LU J L, WANG Y, LI X. Isolated bidirectional DC-DC converter with quasi-resonant zero-voltage switching for battery charge equalization[J]. IEEE Transactions on Power Electronics, 2019, 34(5): 4388-4406. doi: 10.1109/TPEL.2018.2858138
|
[72] |
LA P H, CHOI S J. Novel dynamic resistance equalizer for parallel-connected battery configurations[J]. Energies, 2020, 13(13): 3315. doi: 10.3390/en13133315
|
[73] |
HSIEH Y C, HUANG Y C, CHUANG P C. A charge-equalization circuit with an intermediate resonant energy tank[J]. Energies, 2020, 13(24): 6566 doi: 10.3390/en13246566
|
[74] |
WANG X L, CHENG K W E, FONG Y C. Zero current switching switched-capacitors balancing circuit for energy storage cell equalization and its associated hybrid circuit with classical buck-boost[J]. Energies, 2019, 12(14): 2726. doi: 10.3390/en12142726
|
[75] |
LI X, LYU L, GENG G, et al. Power allocation strategy for battery energy storage system based on cluster switching[J]. IEEE Transactions on Industrial Electronics, 2022, 69(4): 3700-3710. doi: 10.1109/TIE.2021.3076731
|
[76] |
KHALID A, HERNANDEZ A, SUNDARARAJAN A, et al. Simulation-based analysis of equalization algorithms on active balancing battery topologies for electric vehicles[M/OL]. Cham: Springer, 2020 [2022-06-28]. https://link.springer.com/chapter/10.1007/978-3-030-32520-6_52#chapter-info.
|
[77] |
WANG B, QIN F F, ZHAO X B, et al. Equalization of series connected lithium-ion batteries based on back propagation neural network and fuzzy logic control[J]. International Journal of Energy Research, 2020, 44(6): 4812-4826. doi: 10.1002/er.5274
|
[78] |
LIAO H T, JIANG F, JIN C, et al. Lithium-ion battery soc equilibrium: an artificial potential field-based method[J]. Energies, 2020, 13(21): 5691. doi: 10.3390/en13215691
|
[79] |
WU T Z, JI F, LIAO L, et al. Voltage-soc balancing control scheme for series-connected lithium-ion battery packs[J]. Journal of Energy Storage, 2019, 25: 100895. doi: 10.1016/j.est.2019.100895
|
[80] |
ZHANG H K, WANG Y F, QI H, et al. Active battery equalization method based on redundant battery for electric vehicles[J]. IEEE Transactions on Vehicular Technology, 2019, 68(8): 7531-7543. doi: 10.1109/TVT.2019.2925742
|
[81] |
ZHANG Y L, HONG Y, CHOI K. Optimal energy-dissipation control for SOC based balancing in series connected Lithium-ion battery packs[J]. Multimedia Tools and Applications, 2020, 79(23-24): 15923-15944. doi: 10.1007/s11042-018-6655-4
|
[82] |
CHEN X, HU G D, GUO F, et al. Switched energy management strategy for fuel cell hybrid vehicle based on switch network[J]. Energies, 2020, 13(1): 247. doi: 10.3390/en13010247
|
[83] |
LI X L, XU J P, XU S G, et al. Modularised non-isolated two-switch equaliser using full-wave voltage multiplier for series-connected battery/super-capacitor[J]. IET Power Electronics, 2019, 12(4): 869-877. doi: 10.1049/iet-pel.2018.5567
|
[84] |
LI D M, WU Z J, ZHAO B, et al. An improved droop control for balancing state of charge of battery energy storage systems in ac microgrid[J]. IEEE Access, 2020, 8: 71917-71929. doi: 10.1109/ACCESS.2020.2987098
|
[85] |
ROY D, NARAYANASWAMY S, PROBSTL A, et al. Optimal scheduling for active cell balancing[C]// 2019 IEEE Real-Time Systems Symposium (RTSS), December 03-06, 2019, IEEE, 2020: 120-132.
|
[86] |
WEI Y, DAI S, WANG J, et al. Switch matrix algorithm for series lithium battery pack equilibrium based on derived acceleration information Gauss-Seidel[J]. Mathematical Problems in Engineering, 2019, 2019: 5159497.
|
[87] |
PIROOZ A, FIROUZ Y, BERECIBAR M, et al. Battery voltage equalisation using single-phase cascaded H-bridge converters[J]. IET Power Electronics, 2020, 13(18): 4158-4167. doi: 10.1049/iet-pel.2020.0522
|
[88] |
CHEN Y, SHEN T, YANG S Y, et al. A path planning strategy with ant colony algorithm for series connected batteries[J]. Electronics, 2020, 9(11): 1816. doi: 10.3390/electronics9111816
|
[89] |
SUN J L, LIU W, TANG C Y, et al. A novel active equalization method for series-connected battery packs based on clustering analysis with genetic algorithm[J]. IEEE Transactions on Power Electronics, 2021, 36(7): 7853-7865. doi: 10.1109/TPEL.2021.3049166
|
[90] |
李军, 黄志祥, 唐爽. 基于K最近邻遗传算法的电池均衡策略[J]. 汽车安全与节能学报, 2019, 10(4): 525-530. https://www.cnki.com.cn/Article/CJFDTOTAL-QCAN201904015.htm
LI Jun, HUANG Zhixiang, TANG Shuang. Battery equalization strategy based on K-nearest neighbor genetic algorithm[J]. Journal of Automotive Safety and Energy, 2019, 10(4): 525-530. https://www.cnki.com.cn/Article/CJFDTOTAL-QCAN201904015.htm
|
[91] |
HOQUE M M, HANNAN M A, MOHAMED A. Charging and discharging model of lithium-ion battery for charge equalization control using particle swarm optimization algorithm[J]. Journal of Renewable and Sustainable Energy, 2016, 8(6): 065701. doi: 10.1063/1.4967972
|
[92] |
WU T, QI Y, LIAO L, et al. Research on equalization strategy of lithium-ion batteries based on fuzzy logic control[J]. Journal of Energy Storage, 2021, 40: 102722. doi: 10.1016/j.est.2021.102722
|
[93] |
IMTIAZ A M, KHAN F H. "Time Shared Flyback Converter" Based regenerative cell balancing technique for series connected li-ion battery strings[J]. IEEE Transactions on Power Electronics, 2013, 28(12): 5960-5975. doi: 10.1109/TPEL.2013.2257861
|
[94] |
LIU K L, YANG Z L, TANG X P, et al. Automotive battery equalizers based on joint switched-capacitor and buck-boost converters[J]. IEEE Transactions on Vehicular Technology, 2020, 69(11): 12716-12724. doi: 10.1109/TVT.2020.3019347
|
[95] |
SHANG Y L, ZHANG Q, CUL N X, et al. Multicell-to-multicell equalizers based on matrix and half-bridge LC converters for series-connected battery strings[J]. IEEE Journal of Emerging and Selected Topics in Power Electronics, 2020, 8(2): 1755-1766. doi: 10.1109/JESTPE.2019.2893167
|
[96] |
王敏旺, 吴华伟, 刘祯. 一种面向电池组均衡模型的定量评价体系[J]. 储能科学与技术, 2021, 10(1): 271-279. doi: 10.19799/j.cnki.2095-4239.2020.0260
WANG Minwang, WU Huawei, LIU Zhen. A quantitative evaluation system for battery pack equilibrium model[J]. Energy Storage Science and Technology, 2021, 10(1): 271-279. doi: 10.19799/j.cnki.2095-4239.2020.0260
|
[97] |
LAI X, CHEN Q, TANG X, et al. Critical review of life cycle assessment of lithium-ion batteries for electric vehicles: A lifespan perspective[J]. eTransportation, 2022, 12: 100169. doi: 10.1016/j.etran.2022.100169
|