Realistic lifetime prediction approach for Li-ion batteries

Applied Energy

Volumn 162, Issue , 2016, Pages 839-852

  Sarasketa Zabala, E ^a   Martinez Laserna, E ^a   Berecibar, M ^a   Gandiaga, I ^a   Rodriguez Martinez, L M ^a,b   Villarreal, I ^a  

^a IK4 IKERLAN   (Spain)

^b CIC ENERGIGUNE   (Spain)

Author keywords

Ageing model; LiFePO4 (LFP) graphite; Lifetime prognosis; Lithium ion (Li ion) battery; State of Health (SOH); Validation methodology

Indexed keywords

BATTERY MANAGEMENT SYSTEMS; CHARGING (BATTERIES); ELECTRIC BATTERIES; IONS; LITHIUM; LITHIUM ALLOYS; LITHIUM COMPOUNDS; MEAN SQUARE ERROR; SECONDARY BATTERIES;

AGEING MODELS; LIFEPO; LIFETIME PROGNOSIS; LITHIUM IONS; STATE OF HEALTH; VALIDATION METHODOLOGIES;

LITHIUM-ION BATTERIES;

ACCURACY ASSESSMENT; GRAPHITE; LITHIUM; MODEL VALIDATION; PREDICTION; VEHICLE COMPONENT;

EID: 84946615963     PISSN: 03062619     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.apenergy.2015.10.115     Document Type: Article

References (41)

1. Kubiak P, Wolfahrt-Mehrens M, Edström K, Morcrette M. Review on ageing mechanisms of different Li-ion batteries for automotive applications, HELIOS, <>. http://www.helios-eu.org/wp-content/uploads/2010/05/HELIOS_ageing_paper_JPS_POWER-D-12-03691.pdf.
2. Rastler D. Electricity energy storage technology options. A white paper primer on applications, costs, and benefits 2010, Electric Power Research Institute (EPRI).
3. Hawkins T.R., Singh B., Majeau-Bettez G., Strømman A.H. Comparative environmental life cycle assessment of conventional and electric vehicles. J Ind Ecol 2012, 17(1). 10.1111/j.1530-9290.2012.00532.x.
4. Nanaki E.A., Koroneos C.J. Comparative economic and environmental analysis of conventional, hybrid and electric vehicles - the case study of Greece. J Clean Prod 2013, 53(0):261-266. 10.1016/j.jclepro.2013.04.010.
5. Zackrisson M., Avellán L., Orlenius J. Life cycle assessment of lithium-ion batteries for plug-in hybrid electric vehicles - critical issues. J Clean Prod 2010, 18(15):1519-1529. 10.1016/j.jclepro.2010.06.004.
6. Hawkins T.R., Gausen O.M., Strømman A.H. Environmental impacts of hybrid and electric vehicles-a review. Int J Life Cycle Assess 2012, 17(8):997-1014.
7. Sauer D.U., Wenzl H. Lifetime prediction 2009, Elsevier B. V.
8. Sarasketa-Zabala E., Gandiaga I., Rodriguez-Martinez L.M., Villarreal I. Calendar ageing analysis of a LiFePO4/graphite cell with dynamic model validations: towards realistic lifetime predictions. J Power Sources 2014, 272(0):45-57. 10.1016/j.jpowsour.2014.08.051.
9. Sarasketa-Zabala E., Gandiaga I., Martinez-Laserna E., Rodriguez-Martinez L.M., Villarreal I. Cycle ageing analysis of a LiFePO4/graphite cell with dynamic model validations: towards realistic lifetime predictions. J Power Sources 2015, 275(0):573-587. 10.1016/j.jpowsour.2014.10.153.
10. Groot J., Swierczynski M., Stan A.I., Kær S.K. On the complex ageing characteristics of high-power LiFePO4/graphite battery cells cycled with high charge and discharge currents. J Power Sources 2015, 286:475-487. 10.1016/j.jpowsour.2015.04.001.
11. Ecker M., Gerschler J.B., Vogel J., Käbitz S., Hust F., Dechent P., et al. Development of a lifetime prediction model for lithium-ion batteries based on extended accelerated aging test data. J Power Sources 2012, 215(0):248-257. 10.1016/j.jpowsour.2012.05.012.
12. Schmalstieg J., Käbitz S., Ecker M., Sauer D.U. A holistic aging model for Li(NiMnCo)O2 based 18650 lithium-ion batteries. J Power Sources 2014, 257(0):325-334. 10.1016/j.jpowsour.2014.02.012.
13. Song Z., Li J., Han X., Xu L., Lu L., Ouyang M., et al. Multi-objective optimization of a semi-active battery/supercapacitor energy storage system for electric vehicles. Appl Energy 2014, 135:212-224. 10.1016/j.apenergy.2014.06.087.
14. Wang J., Liu P., Hicks-Garner J., Sherman E., Soukiazian S., Verbrugge M., et al. Cycle-life model for graphite-LiFePO4 cells. J Power Sources 2011, 196(8):3942-3948.
15. Onori S., Spagnol P., Marano V., Guezennec Y., Rizzoni G. A new life estimation method for lithium-ion batteries in plug-in hybrid electric vehicles applications. J Power Electron 2012, 4(3):302-319. 10.1504/IJPELEC.2012.046609.
16. Wenzl H., Haubrock A., Beck H.P. Degradation of lithium ion batteries under complex conditions of use. Zeitschrift fur Physikalische Chemie 2013, 227(1):57-71.
17. Smith K, Markel T, Kim GH, Pesaran A. Design of electric drive vehicle batteries for long life and low cost in ICCC NRCL/PR-5400-40933; 2010.
18. Guenther C., Schott B., Hennings W., Waldowski P., Danzer M.A. Model-based investigation of electric vehicle battery aging by means of vehicle-to-grid scenario simulations. J Power Sources 2013, 239:604-610. 10.1016/j.jpowsour.2013.02.041.
19. Lunz B., Yan Z., Gerschler J.B., Sauer D.U. Influence of plug-in hybrid electric vehicle charging strategies on charging and battery degradation costs. Energy Policy 2012, 46(0):511-519. 10.1016/j.enpol.2012.04.017.
20. Herb F. Alterungsmechanismen in Lithium-Ionen-Batterien und PEM-Brennstoffzellen und deren Einfluss auf die Eigenschaften von daraus bestehenden Hybrid-Systemen. Fakultät für Naturwissenschaften der Universität Ulm; 2010.
21. Günther C, Jossen A, Späth V. Lifetime models for lithium-ion batteries. In: Advanced battery technologies for automobiles and their electric power grid integration, 2nd technical conference. Rheingoldhalle, Mainz; 2010.
22. Pinson M.B., Bazant M.Z. Theory of SEI formation in rechargeable batteries: capacity fade, accelerated aging and lifetime prediction. J Electrochem Soc 2012, 160(2):A243-A250.
23. Prada E, Di Domenico D, Creff Y, Bernard J, Sauvant-Moynot V, Huet F. Physics-based modelling of LiFePO4-graphite Li-ion batteries for power and capacity fade predictions: application to calendar aging of PHEV and EV. In: 2012 IEEE vehicle power and propulsion conference, VPPC 2012. Seoul, South Korea; 2012.
24. Omar N., Monem M.A., Firouz Y., Salminen J., Smekens J., Hegazy O., et al. Lithium iron phosphate based battery - assessment of the aging parameters and development of cycle life model. Appl Energy 2014, 113:1575-1585.
25. Thomas E.V., Bloom I., Christophersen J.P., Battaglia V.S. Rate-based degradation modeling of lithium-ion cells. J Power Sources 2012, 206:378-382. 10.1016/j.jpowsour.2012.01.106.
26. Grolleau S., Delaille A., Gualous H., Gyan P., Revel R., Bernard J., et al. Calendar aging of commercial graphite/LiFePO4 cell - predicting capacity fade under time dependent storage conditions. J Power Sources 2014, 255:450-458.
27. Ng S.S.Y., Xing Y., Tsui K.L. A naive Bayes model for robust remaining useful life prediction of lithium-ion battery. Appl Energy 2014, 118(0):114-123. 10.1016/j.apenergy.2013.12.020.
28. Marongiu A., Roscher M., Sauer D.U. Influence of the vehicle-to-grid strategy on the aging behavior of lithium battery electric vehicles. Appl Energy 2015, 137(0):899-912. 10.1016/j.apenergy.2014.06.063.
29. Peterson S.B., Apt J., Whitacre J.F. Lithium-ion battery cell degradation resulting from realistic vehicle and vehicle-to-grid utilization. J Power Sources 2010, 195(8):2385-2392.
30. Sarasketa-Zabala E., Aguesse F., Villarreal I., Rodriguez-Martinez L.M., López C.M., Kubiak P. Understanding lithium inventory loss and sudden performance fade in cylindrical cells during cycling with deep discharge steps. J Phys Chem C 2015, 119:896-906. 10.1021/jp510071d.
31. Lepiorz M, Weydanz W, Most D, Jossen A. Ah-throughput versus residual capacity method for prediction of capacity loss of Li-ion batteries at alternating temperatures. In: 5th advanced battery power 2013. Aachen, Germany.
32. http://www.epa.gov.nvfel/methods/uddscol.txt.
33. Christensen J. Modeling diffusion-induced stress in Li-ion cells with porous electrodes. J Electrochem Soc 2010, 157(3):A366-A380.
34. Dubarry M., Truchot C., Liaw B.Y. Cell degradation in commercial LiFePO4 cells with high-power and high-energy designs. J Power Sources 2014, 258(0):408-419. 10.1016/j.jpowsour.2014.02.052.
35. Gyan P, Aubret P, Hafsaoui J, Sellier F, Bourlot S, Zinola S, et al. Experimental assessment of battery cycle life within the SIMSTOCK research program. In: Les Rencontres Scientifiques d'IFP Energies Nouvelles - Int. Scient. Conf. on hybrid and electric vehicles - RHEVE 2011; 2011.
36. Dubarry M., Truchot C., Liaw B.Y. Synthesize battery degradation modes via a diagnostic and prognostic model. J Power Sources 2012, 219:204-216.
37. Han X., Ouyang M., Lu L., Li J., Zheng Y., Li Z. A comparative study of commercial lithium ion battery cycle life in electrical vehicle: aging mechanism identification. J Power Sources 2014, 251:38-54.
38. ISO 12405-2: Electrically propelled road vehicles - test specification for lithium-ion traction battery packs and systems - Part 1: High-energy applications; 2013.
39. Lunz B., Yan Z., Gerschler J.B., Sauer D.U. Influence of plug-in hybrid electric vehicle charging strategies on charging and battery degradation costs. Energy Policy 2012, 46:511-519.
40. Bilbao E. Energy management strategies based on dynamic programming for applications with energy storage capacity. In: Industrial electronics laboratory. École polytechnique fédérale de Lausanne EPFL. ; 2013. doi:10.5075/epfl-thesis-5729.
41. Cost and performance of EV batteries. Element energy limited, final report for the committee on climate change; 2012.