This content is not included in
your SAE MOBILUS subscription, or you are not logged in.
Statistical Method Tools to Analyze Ageing Effects on Li-Ion Battery Performances
Technical Paper
2013-01-1429
ISSN: 0148-7191, e-ISSN: 2688-3627
Annotation ability available
Sector:
Language:
English
Abstract
This paper describes the analysis of recorded data parameters from electrical battery ageing during electric vehicle use. These data allow traditional battery ageing investigation based on resulting capacity fade and resistance raise. The measured variables are examined in order to explain the battery ageing obtained during the experiment. Such study enables us to identify the main ageing factors. Then, detailed statistical dependency explorations present results on battery ageing phenomena. All studies are done on real data collected from Lithium-ion battery; thereby results demonstrate and quantify a relationship between variables and battery ageing mechanisms.
Recommended Content
Authors
Citation
Barré, A., Suard, F., Gerard, M., Montaru, M. et al., "Statistical Method Tools to Analyze Ageing Effects on Li-Ion Battery Performances," SAE Technical Paper 2013-01-1429, 2013, https://doi.org/10.4271/2013-01-1429.Also In
References
- Scrosati B. , Garche J. Lithium batteries: Status, prospects and future Journal of Power Sources 195 9 2010 2419 2430 10.1016/j.jpowsour.2009.11.048
- Ritchie A. , Howard W. Recent developments and likely advances in lithium-ion batteries Journal of Power Sources 162 2 2006 809 812 International Power Sources Symposium 2005 together with regular papers 10.1016/j.jpowsour.2005.07.014
- Kassem M. , Bernard J. , Revel R. , Pélissier S. , Duclaud F. , Delacourt C. Calendar aging of a graphite/lifepo4 cell Journal of Power Sources 208 0 2012 296 305 10.1016/j.jpowsour.2012.02.068
- Yoshida T. , Takahashi M. , Morikawa S. , Ihara C. , Katsukawa H. , Shiratsuchi T. , Yamaki J. ichi Degradation mechanism and life prediction of lithium-ion batteries Journal of the Electrochemical Society 153 2006 576 582
- Remmlinger J. , Buchholz M. , Meiler M. , Bernreuter P. , Dietmayer K. State-of-health monitoring of lithium-ion batteries in electric vehicles by on-board internal resistance estimation Journal of Power Sources 196 12 2011 5357 5363 12th Ulm ElectroChemical Talks (UECT):2015. Technologies on Batteries and Fuel Cell 10.1016/j.jpowsour.2010.08.035
- Spotnitz R. Simulation of capacity fade in lithium-ion batteries Journal of Power Sources 113 1 2003 72 80 10.1016/S0378-7753(02)00490-1
- Gao L. , Liu S. , Dougal R. A. Dynamic lithium-ion battery model for system simulation IEEE Transactions On Components And Packaging Technologies= 25 3 2002 495 505
- Tröltzsch U. , Kanoun O. , Tränkler H.-R. Characterizing aging effects of lithium ion batteries by impedance spectroscopy Electrochimica Acta 51 8-9 2006 1664 1672 electrochemical Impedance Spectroscopy Selection of papers from the 6th International Symposium (EIS 2004) 16 21 May 2004 Cocoa Beach, FL, USA 10.1016/j.electacta.2005.02.148
- Bohlen O. , Kowal J. , Sauer D. U. Ageing behaviour of electrochemical double layer capacitors: Part i.experimental study and ageing model Journal of Power Sources 172 1 2007 468 475 aCS San Francisco 2006 Fuel and Cell Symposium. American Chemical Society National Meeting San Francisco, CA Sept 10 14 2006 10.1016/j.jpowsour.2007.07.021
- Eddahech A. , Briat O. , Henry H. , Delétage J.-Y. , Woirgard E. , Vinassa J.-M. Ageing monitoring of lithium-ion cell during power cycling tests Microelectronics Reliability 51 9-11 2011 1968 1971 22th European Symposium on the Reliability Of Electron Devices, Failure Physics And Analysis 10.1016/j.microrel.2011.07.013
- Xing Y. , Miao Q. , T. K.-L , P. M. Prognostics and health monitoring for lithium-ion battery, Intelligence and Security Informatics (ISI) 2011 IEEE International Conference on 2011 242 247
- Marano V. , Onori S. , Guezennec Y. , Rizzoni G. , Madella N. Lithium-ion batteries life estimation for plug-in hybrid electric vehicles Vehicle Power and Propulsion Conference, 2009. VPPC '09 IEEE 2009 536 543
- Wenzl H. , Baring-Gould I. , Kaiser R. , Liaw B. Y. , Lundsager P. , Manwell J. , Ruddell A. , Svoboda V. Life prediction of batteries for selecting the technically most suitable and cost effective battery Journal of Power Sources 144 2 2005 373 384 selected papers from the Ninth European Lead Battery Conference 10.1016/j.jpowsour.2004.11.045
- Liaw B. Y. , Jungst R. G. , Nagasubramanian G. , Case H. L. , Doughty D. H. Modeling capacity fade in lithium-ion cells Journal of Power Sources 140 1 2005 157 161 10.1016/j.jpowsour.2004.08.017
- Filippi A. D. , Stockar S. , Onori S. , Canova M. , Guezennec Y. Model-based life estimation of li-ion batteries in phevs using large scale vehicle simulations: An introductory study 2010
- Bögel W. , Büchel J. P. , Katz H. Real-life EV battery cycling on the test bench Journal of Power Sources 72 1998 37 42 10.1016/S0378-7753(97)02775-4
- Peterson S. B. , Apt J. , Whitacre J. F. Lithium-ion battery cell degradation resulting from realistic vehicle and vehicle-to-grid utilization Journal of Power Sources 195 2010 2385 2392 10.1016/j.jpowsour.2009.10.010
- Zhang J. , Lee J. A review on prognostics and health monitoring of li-ion battery Journal of Power Sources 196 15 2011 6007 6014 10.1016/j.jpowsour.2011.03.101
- http://www.michelin-engineering-and-services.com/mes/front/affich.jsp?codeRubrique=20060614155737&lang=FR
- André M. The artemis european driving cycles for measuring car pollutant emissions Science of The Total Environment 334-335 0 2004 73 84 10.1016/j.scitotenv.2004.04.070
- Dhameja S. Electric vehicle battery systems Newnes 2002
- Eberhard M. , Tarpenning M. The 21st century electric car Tech. rep. Tesla Motors 2006
- Dubarry M. , Liaw B. Y. , Chen M.-S. , Chyan S.-S. , Han K.-C. , Sie W.-T. , Wu S.-H. Identifying battery aging mechanisms in large format li ion cells Journal of Power Sources 196 7 2011 3420 3425 10.1016/j.jpowsour.2010.07.029
- Zhang Q. , White R. E. Capacity fade analysis of a lithium ion cell Journal of Power Sources 179 2 2008 793 798 10.1016/j.jpowsour.2008.01.028
- Ning G. , Haran B. , Popov B. N. Capacity fade study of lithium-ion batteries cycled at high discharge rates Journal of Power Sources 117 1-2 2003 160 169 10.1016/S0378-7753(03)00029-6
- Stamps A. T. , Holland C. E. , White R. E. , Gatzke E. P. Analysis of capacity fade in a lithium ion battery Journal of Power Sources 150 0 2005 229 239 10.1016/j.jpowsour.2005.02.033
- Vetter J. , Novák P. , Wagner M. , Veit C. , Möller K.-C. , Besenhard J. , Winter M. , Wohlfahrt-Mehrens M. , Vogler C. , Hammouche A. Ageing mechanisms in lithium-ion batteries Journal of Power Sources 147 1-2 2005 269 281 10.1016/j.jpowsour.2005.01.006
- Huet F. A review of impedance measurements for determination of the state-of-charge or state-of-health of secondary batteries Journal of Power Sources 70 1 1998 59 69 10.1016/S0378-7753(97)02665-7
- Kerlau M. , Marcinek M. , Srinivasan V. , Kostecki R. M. Studies of local degradation phenomena in composite cathodes for lithium-ion batteries Electrochimica Acta 52 17 2007 5422 5429 10.1016/j.electacta.2007.02.085
- Amine K. , Chen C. , Liu J. , Hammond M. , Jansen A. , Dees D. , Bloom I. , Vissers D. , Henriksen G. Factors responsible for impedance rise in high power lithium ion batteries Journal of Power Sources 97-98 0 2001 684 687 10th International Meeting on Lithium Batteries 10.1016/S0378-7753(01)00701-7
- Kim S.-P. , Duinb A. C. van , Shenoya V. B. Effect of electrolytes on the structure and evolution of the solid electrolyte interphase (sei) in li-ion batteries: A molecular dynamics study Journal of Power Sources 196 20 2011 8590 8597 10.1016/j.jpowsour.2011.05.061
- Buqa H. , Würsig A. , Vetter J. , Spahr M. , Krumeich F. , Novák P. Sei film formation on highly crystalline graphitic materials in lithium-ion batteries Journal of Power Sources 153 2 2006 385 390 2004 Meeting of the International Battery Association 2004 International Meeting of the International Battery Association 10.1016/j.jpowsour.2005.05.036
- Zhang S. , Xu K. , Jow T. Eis study on the formation of solid electrolyte interface in li-ion battery Electrochimica Acta 51 8-9 2006 1636 1640 6th International Symposium (EIS 2004) 16 21 May 2004 Cocoa Beach, FL, USA 10.1016/j.electacta.2005.02.137
- Belt J. , Utgikar V. , Bloom I. Calendar and phev cycle life aging of high-energy, lithium-ion cells containing blended spinel and layered-oxide cathodes Journal of Power Sources 196 23 2011 10213 10221 10.1016/j.jpowsour.2011.08.067
- Broussely M. , Herreyre S. , Biensan P. , Kasztejna P. , Nechev K. , Staniewicz R. Aging mechanism in li ion cells and calendar life predictions Journal of Power Sources 97-98 0 2001 13 21 10 th International Meeting on Lithium Batteries 10.1016/S0378-7753(01)00722-4
- Zhang Q. , White R. E. Calendar life study of li-ion pouch cells Journal of Power Sources 173 2 2007 990 997 polish Conference on Systems with Fast Ionic Transport 10.1016/j.jpowsour.2007.08.044
- Ramasamy R.P. , White R.E. , Popov B.N. Calendar life performance of pouch lithium-ions cells Journal of Power Sources 141 2005 298 306 10.1016/j.jpowsour.2004.09.024
- Liu P. , Wang J. , Hicks-Garner J. , Sherman E. , Soukiazian S. , Verbrugge M. , Tataria H. , Musser J. , Finamore P. Aging mechanisms of lifepo4 batteries deduced by electrochemical and structural analyses Journal of The Electrochemical Society 157 4 2010 A499 A499
- Bloom I. , Cole B. , Sohn J. , Jones S. , Polzin E. , Battaglia V. , Henriksen G. , Motloch C. , Richardson R. , Unkelhaeuser T. , Ingersoll D. , Case H. An accelerated calendar and cycle life study of li-ion cells Journal of Power Sources 101 2 2001 238 247 10.1016/S0378-7753(01)00783-2
- Belt J. R. , Ho C. D. , Motloch C. G. , Miller T. J. , Duong T. Q. A capacity and power fade study of li-ion cells during life cycle testing Journal of Power Sources 123 2 2003 241 246 10.1016/17S0378-7753(03)00537-8
- Rodgers J. L. , Nicewander A. W. Thirteen ways to look at the correlation coefficient The American Statistician 42 1 1988 59 66 10.2307/2685263
- Batina L. , Gierlichs B. , Prouff E. , Rivain M. , F. S. and Veyrat-Charvillon N. Mutual information analysis: a comprehensive study Journal of Cryptology 24 2010 269 291
- Li W. Mutual information functions versus correlation functions Journal of Statistical Physics 60 1990 823 837
- Jolliffe I. T. Principal Component Analysis 2 nd Springer 2002