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摘要:
发展电动汽车是中国迈向汽车强国的重要发展战略。锂离子电池是电动汽车的重要储能元件,然而其寿命异常衰退、健康状态表征难等问题严重制约了产业快速健康发展。锂离子电池性能微观模糊性、演化复杂性、实际多变性造成其状态和性能估计表征难,容量衰退估计偏差大。因此,亟需深入挖掘内部容量衰退机理、建立数学模型实现微观反应过程量化评价。从锂离子电池容量衰退机理研究出发,系统性分析正负极材料、电解液、集流体等电池基础材料在电池老化过程中的失效机理,结合实际锂离子电池运行工况阐明锂离子电池老化影响因素,分析充放电倍率、温度、循环区间3种因素对容量衰退影响;归纳总结了现有的3类锂离子电池容量衰退数学模型,为锂离子电池精细化建模、电池健康管理方法设计提供了参考。
Abstract:As the development of new energy vehicles has been considered an important strategy for China on becoming an automobile power, electric vehicles, and power batteries have been broadly researched. However, the difficulty in evaluating battery lifespan and health state limits the further application for lithium batteries. In this article, the systematical analysis of the aging mechanism of the battery with the consideration of positive or negative materials, electrolytes, and current collectors is carried out. And to examine the impact of charge and discharge ratio, temperature, and cycle interval, a variety of influencing factors, such as extreme working conditions, elaborate factors of power battery aging, are compiled. Moreover, the article reviews the current mathematical models of battery capacity mechanism, and provides the reference for the construction of the digital twin model, delivering the potential theoretical basis for the design of the vehicle battery health management system.
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Key words:
- electric vehicle /
- lithium-ion battery /
- capacity decline /
- aging model /
- aging factors
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[1] 王昆, 黎永志, 罗林. 锂离子电池容量衰减变化及原因分析[J]. 中小企业管理与科技, 2019(8): 146-148.WANG K, LI Y Z, LUO L. Variation and cause analysis of capacity attenuation of lithium ion battery[J]. Management & Technology of SME, 2019(8): 146-148 (in Chinese). [2] 王其钰, 王朔, 张杰男, 等. 锂离子电池失效分析概述[J]. 储能科学与技术, 2017, 6(5): 1008-1025. doi: 10.12028/j.issn.2095-4239.2017.00022WANG Q Y, WANG S, ZHANG J N, et al. Overview of the failure analysis of lithium ion batteries[J]. Energy Storage Science and Technology, 2017, 6(5): 1008-1025(in Chinese). doi: 10.12028/j.issn.2095-4239.2017.00022 [3] 纪常伟, 潘帅, 汪硕峰, 等. 动力锂离子电池老化速率影响因素的实验研究[J]. 北京工业大学学报, 2020, 46(11): 1272-1282. doi: 10.11936/bjutxb2019040020JI C W, PAN S, WANG S F, et al. Experimental study on effect factors of aging rate for power lithium-ion batteries[J]. Journal of Beijing University of Technology, 2020, 46(11): 1272-1282(in Chinese). doi: 10.11936/bjutxb2019040020 [4] ZHANG D, HARAN B S, DURAIRAJAN A, et al. Studies on capacity fade of lithium-ion batteries[J]. Journal of Power Sources, 2000, 91(2): 122-129. doi: 10.1016/S0378-7753(00)00469-9 [5] BROUSSELY M, BIENSAN P, BONHOMME F, et al. Main aging mechanisms in Li ion batteries[J]. Journal of Power Sources, 2005, 146(1-2): 90-96. doi: 10.1016/j.jpowsour.2005.03.172 [6] AGUBRA V, FERGUS J. Lithium ion battery anode aging mechanisms[J]. Materials, 2013, 6(4): 1310-1325. [7] REZVANIZANIANI S M, LIU Z C, CHEN Y, et al. Review and recent advances in battery health monitoring and prognostics technologies for electric vehicle (EV) safety and mobility[J]. Journal of Power Sources, 2014, 256: 110-124. doi: 10.1016/j.jpowsour.2014.01.085 [8] HAUSBRAND R, CHERKASHININ G, EHRENBERG H, et al. Fundamental degradation mechanisms of layered oxide Li-ion battery cathode materials: Methodology, insights and novel approaches[J]. Materials Science and Engineering:B, 2015, 192: 3-25. doi: 10.1016/j.mseb.2014.11.014 [9] ZHANG M X, WANG C C, ZHANG R, et al. Comparison of the guidelines on good agricultural and collection practices in herbal medicine of the European Union, China, the WHO, and the United States of America[J]. Pharmacological Research, 2021, 167: 105533. doi: 10.1016/j.phrs.2021.105533 [10] MÜHLBAUER M J, DOLOTKO O, HOFMANN M, et al. Effect of fatigue/ageing on the lithium distribution in cylinder-type Li-ion batteries[J]. Journal of Power Sources, 2017, 348: 145-149. doi: 10.1016/j.jpowsour.2017.02.077 [11] KABIR M M, DEMIROCAK D E. Degradation mechanisms in Li-ion batteries: A state-of-the-art review[J]. International Journal of Energy Research, 2017, 41(14): 1963-1986. doi: 10.1002/er.3762 [12] WALDMANN T, HOGG B I, WOHLFAHRT-MEHRENS M. Li plating as unwanted side reaction in commercial Li-ion cells—A review[J]. Journal of Power Sources, 2018, 384: 107-124. doi: 10.1016/j.jpowsour.2018.02.063 [13] 戴海峰, 王楠, 魏学哲, 等. 车用动力锂离子电池单体不一致性问题研究综述[J]. 汽车工程, 2014, 36(2): 181-188. doi: 10.3969/j.issn.1000-680X.2014.02.011DAI H F, WANG N, WEI X Z, et al. A research review on the cell inconsistency of Li-ion traction batteries in electric vehicles[J]. Automotive Engineering, 2014, 36(2): 181-188(in Chinese). doi: 10.3969/j.issn.1000-680X.2014.02.011 [14] 张立强. 锂离子电池多物理模型参数辨识及健康特征提取[D]. 哈尔滨: 哈尔滨工业大学, 2015.ZHANG L Q. Parameter identification of the multi-physics model and health feature extraction for lithium-ion battery[D]. Harbin: Harbin Institute of Technology, 2015 (in Chinese). [15] RÖDER P, STIASZNY B, ZIEGLER J C, et al. The impact of calendar aging on the thermal stability of a LiMn2O4–Li(Ni1/3Mn1/3Co1/3)O2/graphite lithium-ion cell[J]. Journal of Power Sources, 2014, 268: 315-325. doi: 10.1016/j.jpowsour.2014.06.040 [16] 马泽宇, 姜久春, 张维戈, 等. 锂离子动力电池热老化的路径依赖性研究[J]. 电工技术学报, 2014, 29(5): 221-227. doi: 10.3969/j.issn.1000-6753.2014.05.028MA Z Y, JIANG J C, ZHANG W G, et al. Research on path dependence of large format LiMn2O4 battery degradation in thermal aging[J]. Transactions of China Electrotechnical Society, 2014, 29(5): 221-227(in Chinese). doi: 10.3969/j.issn.1000-6753.2014.05.028 [17] ARORA P, WHITE R E, DOYLE M. Capacity fade mechanisms and side reactions in lithium-ion batteries[J]. Journal of the Electrochemical Society, 1998, 145(10): 3647-3667. doi: 10.1149/1.1838857 [18] 时玮, 张言茹, 陈大分, 等. 锰酸锂动力电池寿命测试方法[J]. 汽车工程, 2015, 37(1): 67-71. doi: 10.19562/j.chinasae.qcgc.2015.01.012SHI W, ZHANG Y R, CHEN D F, et al. Lifespan test method for LiMn2O4 traction batteries[J]. Automotive Engineering, 2015, 37(1): 67-71(in Chinese). doi: 10.19562/j.chinasae.qcgc.2015.01.012 [19] YOUN B Y, JANG B H, CHEON C, et al. Implementing accountable care organizations with integrative medicine in Korean health care system[J]. Integrative Medicine Research, 2021, 10(3): 100711. doi: 10.1016/j.imr.2020.100711 [20] HOU C, HAN J H, LIU P, et al. Operando observations of SEI film evolution by mass-sensitive scanning transmission electron microscopy[J]. Advanced Energy Materials, 2019, 9(45): 1902675. doi: 10.1002/aenm.201902675 [21] CANNARELLA J, ARNOLD C B. The effects of defects on localized plating in lithium-ion batteries[J]. Journal of the Electrochemical Society, 2015, 162(7): A1365-A1373. doi: 10.1149/2.1051507jes [22] 张立军, 程洪正, 孟德建. 锂离子电池电-热-机耦合特性实验研究及关键参数辨识[J]. 西安交通大学学报, 2017, 51(8): 142-148.ZHANG L J, CHENG H Z, MENG D J. Experimental study on ETSS coupling mechanism and identification of key parameter for lithium-ion batteries[J]. Journal of Xi’an Jiaotong University, 2017, 51(8): 142-148(in Chinese). [23] VETTER J, NOVÁK P, WAGNER M R, et al. Ageing mechanisms in lithium-ion batteries[J]. Journal of Power Sources, 2005, 147(1-2): 269-281. doi: 10.1016/j.jpowsour.2005.01.006 [24] TAHMASBI A A, EIKERLING M H. Statistical physics-based model of mechanical degradation in lithium ion batteries[J]. Electrochimica Acta, 2018, 283: 75-87. doi: 10.1016/j.electacta.2018.06.119 [25] XIA T T, LIANG T X, XIAO Z E, et al. Nanograined copper foil as a high-performance collector for lithium-ion batteries[J]. Journal of Alloys and Compounds, 2020, 831: 154801. doi: 10.1016/j.jallcom.2020.154801 [26] 徐志友, 姚建军, 李荐, 等. 正极集流体对锂离子电池性能的影响研究[J]. 电源技术, 2019, 43(11): 1771-1774.XU Z Y, YAO J J, LI J, et al. Effect of positive current collector on performance of lithium ion batteries[J]. Chinese Journal of Power Sources, 2019, 43(11): 1771-1774(in Chinese). [27] 宋文吉, 陈永珍, 吕杰, 等. 锂离子电池容量衰减机理研究进展[J]. 新能源进展, 2016, 4(5): 364-372.SONG W J, CHEN Y Z, LÜ J, et al. Research progress on capacity fading mechanisms of lithium-ion batteries[J]. Advances in New and Renewable Energy, 2016, 4(5): 364-372(in Chinese). [28] 孙仲振. 锂离子电池集流体的研究进展[J]. 云南化工, 2020, 47(8): 11-14.SUN Z Z. Research progress of collectors for lithium-ion battery[J]. Yunnan Chemical Technology, 2020, 47(8): 11-14(in Chinese). [29] 刘笑, 王志华, 乔力, 等. 充放电过程中锂离子电池负极铜集流体的电化学和力学行为研究[J]. 太原理工大学学报, 2020, 51(1): 73-80. doi: 10.16355/j.cnki.issn1007-9432tyut.2020.01.010LIU X, WANG Z H, QIAO L, et al. Electrochemical and mechanical behavior of copper current collector of lithium ion battery negative electrode during charge and discharge[J]. Journal of Taiyuan University of Technology, 2020, 51(1): 73-80(in Chinese). doi: 10.16355/j.cnki.issn1007-9432tyut.2020.01.010 [30] 郑会元. 锂离子电池容量衰退机理及抑制方法研究[D]. 苏州: 苏州大学, 2017.ZHENG H Y. Capacity fading mechanisms and the controlling strategies for lithium ion batteries[D]. Suzhou: Soochow University, 2017 (in Chinese). [31] PEABODY C, ARNOLD C B. The role of mechanically induced separator creep in lithium-ion battery capacity fade[J]. Journal of Power Sources, 2011, 196(19): 8147-8153. doi: 10.1016/j.jpowsour.2011.05.023 [32] 王其钰, 王朔, 周格, 等. 锂电池失效分析与研究进展[J]. 物理学报, 2018, 67(12): 279-290. doi: 10.7498/aps.67.128501WANG Q Y, WANG S, ZHOU G, et al. Progress on the failure analysis of lithium battery[J]. Acta Physica Sinica, 2018, 67(12): 279-290(in Chinese). doi: 10.7498/aps.67.128501 [33] 郑杰允, 李泓. 锂电池基础科学问题(Ⅴ): 电池界面[J]. 储能科学与技术, 2013, 2(5): 503-513. doi: 10.3969/j.issn.2095-4239.2013.05.009ZHENG J Y, LI H. Fundamental scientific aspects of lithium batteries (Ⅴ)—Interfaces[J]. Energy Storage Science and Technology, 2013, 2(5): 503-513(in Chinese). doi: 10.3969/j.issn.2095-4239.2013.05.009 [34] 史启通. 锂离子电池热应力分析及厚度变化的研究[D]. 北京: 北京有色金属研究总院, 2014.SHI Q T. Research of pouch lithium-ion battery thermal stress and thickness variation[D]. Beijing: General Research Institute for Nonferrous Metals, 2014 (in Chinese). [35] 卢世刚, 史启通, 唐海波. 方形锂离子电池热应力的数学分析和数值模拟[J]. 汽车安全与节能学报, 2014, 5(3): 298-303. doi: 10.3969/j.issn.1674-8484.2014.03.013LU S G, SHI Q T, TANG H B. Mathematical analysis and numerical simulation for thermo-stress in a square lithium-ion battery[J]. Journal of Automotive Safety and Energy, 2014, 5(3): 298-303(in Chinese). doi: 10.3969/j.issn.1674-8484.2014.03.013 [36] CARLSTEDT D, ASP L E. Thermal and diffusion induced stresses in a structural battery under galvanostatic cycling[J]. Composites Science and Technology, 2019, 179: 69-78. doi: 10.1016/j.compscitech.2019.04.024 [37] GE X H, YUAN B H, XU S, et al. Anodic lithium ion battery material with negative thermal expansion[J]. Ceramics International, 2020, 46(11): 19127-19134. doi: 10.1016/j.ceramint.2020.04.248 [38] 卢威, 张建生, 吴晓东, 等. 高电压下正极表面钝化膜生长过程的原位AFM研究[C]//中国化学会第29届学术年会摘要集——第32分会: 纳米表征与检测技术. 北京: 中国化学会, 2014: 2.LU W, ZHANG J S, WU X D, et al. In situ AFM study of the growth process of passivation films on positive electrode surfaces under high voltage [C]//Summary of the 29th Annual Academic Conference of the Chinese Chemical Society, Chapter 32: Nanometer Characterization and Detection Technology. Beijing: Chinese Chemical Society, 2014: 2 [39] HENSCHEL J, HORSTHEMKE F, STENZEL Y P, et al. Lithium ion battery electrolyte degradation of field-tested electric vehicle battery cells—A comprehensive analytical study[J]. Journal of Power Sources, 2020, 447: 227370. doi: 10.1016/j.jpowsour.2019.227370 [40] YANG N X, ZHANG X W, SHANG B B, et al. Unbalanced discharging and aging due to temperature differences among the cells in a lithium-ion battery pack with parallel combination[J]. Journal of Power Sources, 2016, 306: 733-741. doi: 10.1016/j.jpowsour.2015.12.079 [41] NORIN L, KOSTECKI R, MCLARNON F. Study of membrane degradation in high-power lithium-ion cells[J]. Electrochemical and Solid-State Letters, 2002, 5(4): A67. doi: 10.1149/1.1457206 [42] LUISO S, FEDKIW P. Lithium-ion battery separators: Recent developments and state of art[J]. Current Opinion in Electrochemistry, 2020, 20: 99-107. doi: 10.1016/j.coelec.2020.05.011 [43] WU X, LIU N N, GUO Z K, et al. Constructing multi-functional Janus separator toward highly stable lithium batteries[J]. Energy Storage Materials, 2020, 28: 153-159. doi: 10.1016/j.ensm.2020.03.004 [44] FU R J, XIAO M, CHOE S Y. Modeling, validation and analysis of mechanical stress generation and dimension changes of a pouch type high power Li-ion battery[J]. Journal of Power Sources, 2013, 224: 211-224. doi: 10.1016/j.jpowsour.2012.09.096 [45] YANG S J, ZHANG C P, JIANG J C, et al. Review on state-of-health of lithium-ion batteries: Characterizations, estimations and applications[J]. Journal of Cleaner Production, 2021, 314: 128015. doi: 10.1016/j.jclepro.2021.128015 [46] JAFARI M, KHAN K, GAUCHIA L. Deterministic models of Li-ion battery aging: It is a matter of scale[J]. Journal of Energy Storage, 2018, 20: 67-77. doi: 10.1016/j.est.2018.09.002 [47] KOSTECKI R, NORIN L, SONG X Y, et al. Diagnostic studies of polyolefin separators in high-power Li-ion cells[J]. Journal of the Electrochemical Society, 2004, 151(4): A522. doi: 10.1149/1.1649233 [48] DUBARRY M, TRUCHOT C, LIAW B Y, et al. Evaluation of commercial lithium-ion cells based on composite positive electrode for plug-in hybrid electric vehicle applications. Part II. Degradation mechanism under 2C cycle aging[J]. Journal of Power Sources, 2011, 196(23): 10336-10343. doi: 10.1016/j.jpowsour.2011.08.078 [49] CHENG J L, LI X H, WANG Z X, et al. Mechanism for capacity fading of 18650 cylindrical lithium ion batteries[J]. Transactions of Nonferrous Metals Society of China, 2017, 27(7): 1602-1607. doi: 10.1016/S1003-6326(17)60182-1 [50] BARCELLONA S, PIEGARI L. Effect of current on cycle aging of lithium ion batteries[J]. Journal of Energy Storage, 2020, 29: 101310. doi: 10.1016/j.est.2020.101310 [51] YANG S C, HUA Y, QIAO D, et al. A coupled electrochemical-thermal-mechanical degradation modelling approach for lifetime assessment of lithium-ion batteries[J]. Electrochimica Acta, 2019, 326: 134928. doi: 10.1016/j.electacta.2019.134928 [52] ZILBERMAN I, LUDWIG S, SCHILLER M, et al. Online aging determination in lithium-ion battery module with forced temperature gradient[J]. Journal of Energy Storage, 2020, 28: 101170. doi: 10.1016/j.est.2019.101170 [53] BHARATHRAJ S, ADIGA S P, MAYYA K S, et al. Degradation-guided optimization of charging protocol for cycle life enhancement of Li-ion batteries with lithium manganese oxide-based cathodes[J]. Journal of Power Sources, 2020, 474: 228659. doi: 10.1016/j.jpowsour.2020.228659 [54] MUSSA A S, KLETT M, BEHM M, et al. Fast-charging to a partial state of charge in lithium-ion batteries: A comparative ageing study[J]. Journal of Energy Storage, 2017, 13: 325-333. doi: 10.1016/j.est.2017.07.004 [55] LI J, MURPHY E, WINNICK J, et al. The effects of pulse charging on cycling characteristics of commercial lithium-ion batteries[J]. Journal of Power Sources, 2001, 102(1-2): 302-309. doi: 10.1016/S0378-7753(01)00820-5 [56] DE SUTTER L, FIROUZ Y, DE HOOG J, et al. Battery aging assessment and parametric study of lithium-ion batteries by means of a fractional differential model[J]. Electrochimica Acta, 2019, 305: 24-36. doi: 10.1016/j.electacta.2019.02.104 [57] MAMUN A, SIVASUBRAMANIAM A, FATHY H K. Collective learning of lithium-ion aging model parameters for battery health-conscious demand response in datacenters[J]. Energy, 2018, 154: 80-95. doi: 10.1016/j.energy.2018.04.070 [58] REDONDO-IGLESIAS E, VENET P, PELISSIER S. Eyring acceleration model for predicting calendar ageing of lithium-ion batteries[J]. Journal of Energy Storage, 2017, 13: 176-183. doi: 10.1016/j.est.2017.06.009 [59] ŠERUGA D, GOSAR A, SWEENEY C A, et al. Continuous modelling of cyclic ageing for lithium-ion batteries[J]. Energy, 2021, 215: 119079. doi: 10.1016/j.energy.2020.119079 [60] LI Y J, LI K N, XIE Y, et al. Optimization of charging strategy for lithium-ion battery packs based on complete battery pack model[J]. Journal of Energy Storage, 2021, 37: 102466. doi: 10.1016/j.est.2021.102466 [61] PAN B, DONG D, WANG J G, et al. Aging mechanism diagnosis of lithium ion battery by open circuit voltage analysis[J]. Electrochimica Acta, 2020, 362: 137101. doi: 10.1016/j.electacta.2020.137101 [62] LUCU M, AZKUE M, CAMBLONG H, et al. Data-driven nonparametric Li-ion battery ageing model aiming at learning from real operation data: Holistic validation with ev driving profiles[C]// 2020 IEEE Energy Conversion Congress and Exposition (ECCE). Piscataway: IEEE Press, 2020: 5600-5607. [63] LU X, LI H, CHEN N. An indicator for the electrode aging of lithium-ion batteries using a fractional variable order model[J]. Electrochimica Acta, 2019, 299: 378-387. doi: 10.1016/j.electacta.2018.12.097 [64] PANG H, MOU L J, GUO L, et al. Parameter identification and systematic validation of an enhanced single-particle model with aging degradation physics for Li-ion batteries[J]. Electrochimica Acta, 2019, 307: 474-487. doi: 10.1016/j.electacta.2019.03.199 [65] SINGH P, KHARE N, CHATURVEDI P K. Li-ion battery ageing model parameter: SEI layer analysis using magnetic field probing[J]. Engineering Science and Technology, an International Journal, 2018, 21(1): 35-42. doi: 10.1016/j.jestch.2018.01.007 [66] LIU Z F, IVANCO A, ONORI S. Aging characterization and modeling of nickel-manganese-cobalt lithium-ion batteries for 48V mild hybrid electric vehicle applications[J]. Journal of Energy Storage, 2019, 21: 519-527. doi: 10.1016/j.est.2018.11.016 [67] KOLETI U R, DINH T Q, MARCO J. A new on-line method for lithium plating detection in lithium-ion batteries[J]. Journal of Power Sources, 2020, 451: 227798. doi: 10.1016/j.jpowsour.2020.227798 [68] VON LÜDERS C, KEIL J, WEBERSBERGER M, et al. Modeling of lithium plating and lithium stripping in lithium-ion batteries[J]. Journal of Power Sources, 2019, 414: 41-47. doi: 10.1016/j.jpowsour.2018.12.084 [69] MEI W X, ZHANG L, SUN J H, et al. Experimental and numerical methods to investigate the overcharge caused lithium plating for lithium ion battery[J]. Energy Storage Materials, 2020, 32: 91-104. doi: 10.1016/j.ensm.2020.06.021 [70] YANG S C, GAO X L, LI Y L, et al. Minimum lithium plating overpotential control based charging strategy for parallel battery module prevents side reactions[J]. Journal of Power Sources, 2021, 494: 229772. doi: 10.1016/j.jpowsour.2021.229772 [71] ADAM A, KNOBBE E, WANDT J, et al. Application of the differential charging voltage analysis to determine the onset of lithium-plating during fast charging of lithium-ion cells[J]. Journal of Power Sources, 2021, 495: 229794. doi: 10.1016/j.jpowsour.2021.229794 [72] CHEN B R, KUNZ M R, TANIM T R, et al. A machine learning framework for early detection of lithium plating combining multiple physics-based electrochemical signatures[J]. Cell Reports Physical Science, 2021, 2(3): 100352. doi: 10.1016/j.xcrp.2021.100352 -