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Computationally Efficient Li-Ion Battery Aging Model for Hybrid Electric Vehicle Supervisory Control Optimization
Technical Paper
2017-01-0274
ISSN: 0148-7191, e-ISSN: 2688-3627
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Abstract
This paper presents the development of an electrochemical aging model of LiFePO4-Graphite battery based on single particle (SP) model. Solid electrolyte interphase (SEI) growth is considered as the aging mechanism. It is intended to provide both sufficient fidelity and computational efficiency required for integration within the HEV power management optimization framework. The model enables assessment of the battery aging rate by considering instantaneous lithium ion surface concentration rather than average concentration, thus enhancing the fidelity of predictions. In addition, an approximate analytical method is applied to speed up the calculation while preserving required accuracy. Next, this aging model are illustrated two applications. First is hybrid electric powertrain system model integration and simulation. The SP model with analytical solutions is compared with two book-end models, namely the SP model with finite difference method (FDM) on the high-fidelity side, and the average solution on the low computational power side. The result shows that SP model with approximate analytical solutions matches well FDM’s prediction, and only has a slight penalty on the computation load comparing with the average solution. Second, the SP model with approximate analytical solution is applied to supervisory control optimization, and the tradeoff between minimizing fuel consumption and active lithium ion loss is studied under different battery temperature.
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Citation
Zhang, X. and Filipi, Z., "Computationally Efficient Li-Ion Battery Aging Model for Hybrid Electric Vehicle Supervisory Control Optimization," SAE Technical Paper 2017-01-0274, 2017, https://doi.org/10.4271/2017-01-0274.Data Sets - Support Documents
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References
- Khalil , G. Challenges of hybrid electric vehicles for military applications Vehicle Power and Propulsion Conference, 2009. VPPC '09. IEEE 1 3 7 10 Sept. 2009 10.1109/VPPC.2009.5289878
- Zhang , X. and Filipi , Z. Optimal Supervisory Control of the Series HEV with Consideration of Temperature Effects on Battery Fading and Cooling Loss SAE Int. J. Alt. Power. 5 2 299 307 2016 10.4271/2016-01-1239
- Prada , E. , Domenico , D. , Creff , Y. , Bernard , J. A Simplified Electrochemical and Thermal Aging Model of LiFePO4-Graphite Lion Batteries: Power and Capacity Fade Simulations Journal of The Electrochemical Society 160 4 A616 A628 2013 10.1149/2.053304jes
- Guo , M. , White , R.E. An approximate solution for solid-phase diffusion in a spherical particle in physics-based Li-ion cell models Journal of Power Sources 198 15 January 2012 322 328 0378-7753
- Sauer , D. U. , Wenzl , H. Comparison of different approaches for lifetime prediction of electrochemical systems—Using lead-acid batteries as example Journal of Power Sources 176 2 1 February 2008 534 546 0378-7753
- Wang , J. , Liu. , P. , Hicks-Garner , J. , Sherman , E. , Soukiazian S. , Verbrugge , M. , Tataria , H. , Musser , J. , Finamore , P. Cycle-life model for graphite-LiFePO4 cells Journal of Power Sources 196 8 15 April 2011 3942 3948 0378-7753
- Todeschini , F. , Onori , S. , Rizzoni , G. An experimentally validated capacity degradation model for Li-ion batteries in PHEVs applications IFAC Proceedings Volumes 45 20 January 2012 456 461 1474-6670
- Onori , S , Spagnol , P , Marano , V , Guezennec , Y & Rizzoni , G 2012 A new life estimation method for lithium-ion batteries in plug-in hybrid electric vehicles applications International Journal of Power Electronics 4 3 302 319 10.1504/IJPELEC.2012.046609
- Cordoba-Arenas , A. , Onori , S , Guezennec , Y. , Rizzoni , G. Capacity and power fade cycle-life model for plug-in hybrid electric vehicle lithium-ion battery cells containing blended spinel and layered-oxide positive electrodes Journal of Power Sources 278 15 March 2015 473 483 0378-7753
- Suri , G , and Onori , S 2016 A control-oriented cycle-life model for hybrid electric vehicle lithium-ion batteries Energy 96 644 653 10.1016/j.energy.2015.11.075
- Serrao , L. , Onori , S. , Sciarretta , A. , Guezennec , Y. and Rizzoni , G. Optimal energy management of hybrid electric vehicles including battery aging American Control Conference (ACC) 2011 2125 2130 IEEE
- Ebbesen , S. , and Guzzella , L. Trade-off between fuel economy and battery life for hybrid electric vehicles ASME 2011 Dynamic Systems and Control Conference and Bath/ASME Symposium on Fluid Power and Motion Control 217 223 American Society of Mechanical Engineers 2011
- Sciarretta , A. , Domenico , D. di., Pognant-Gros , P. , and Zito G. Optimal Energy Management of Automotive Battery Systems Including Thermal Dynamics and Ageing Optimization and Optimal Control in Automotive Systems Springer Lecture Notes in Control Science 2014 455 219 236
- Tang , L. , Rizzoni , G. , and Onori , S. Optimal energy management of HEVs with consideration of battery aging Transportation Electrification Asia-Pacific (ITEC Asia-Pacific), 2014 IEEE Conference and Expo Beijing 2014 1 6 10.1109/ITEC-AP.2014.6941202
- Newman , J. and Thomas-Alyea K.E. Electrochemical Systems 2004 John Wiley & Sons
- Safari , M. , Morcrette , M. , Teyssot , A. , and Delacourt , C. Multimodal Physics-Based Aging Model for Life Prediction of Li-Ion Batteries J. Electrochem. Soc. 2009 156 3 A145 A153 10.1149/1.3043429
- Guo , M. , Sikha G. , and White R.E. Single-Particle Model for a Lithium-Ion Cell: Thermal Behavior Journal of the Electrochemical Society 2011 158 2 A122
- Ning , G. and Popov B.N. Cycle Life Modeling of Lithium-Ion Batteries Journal of the Electrochemical Society 2004 151 10 A1584
- Christensen , J. and Newman J. Effect of Anode Film Resistance on the Charge/Discharge Capacity of a Lithium-Ion Battery Journal of the Electrochemical Society 2003 150 11 A1416
- Ploehn , H.J. , Ramadass P. , and White R.E. Solvent Diffusion Model for Aging of Lithium-Ion Battery Cells Journal of the Electrochemical Society 2004 151 3 A456
- Ramadass P. , Haran Bala , Gomadam Parthasarathy M. , White Ralph , and Popov Branko N. Development of First Principles Capacity Fade Model for Li-Ion Cells J. Electrochem. Soc. 2004 151 2 A196 A203 10.1149/1.1634273
- Cai , L. , Dai , Y. , Nicholson , M. , White , R.E. , Jagannathan , K. , Bhatia , G Life modeling of a lithium ion cell with a spinel-based cathode Journal of Power Sources 221 1 January 2013 191 200 0378-7753
- Lin , X. , Park , J. , Liu , L. , Lee , Y. , Sastry , A. M. , and Lu Wei A Comprehensive Capacity Fade Model and Analysis for Li-Ion Batteries J. Electrochem. Soc. 2013 160 10 A1701 A1710
- Darling , R. and Newman J. Modeling Side Reactions in Composite LiyMn2O4 Electrodes Journal of the Electrochemical Society 1998 145 3 990 998
- Ramadesigan , V. , Northrop , P.W. , De , S. , Santhanagopalan , S. , Braatz , R.D. and Subramanian , V.R. 2012 Modeling and simulation of lithium-ion batteries from a system engineering perspective Journal of The Electrochemical Society 159 3 R31 R45
- Hu , X. , Perez , H. , and Moura , S. J. Battery charge control with an electro-thermal-aging coupling 2015 ASME Dynamic Systems and Control Conference Columbus, OH 2015
- Moura , S. J. , Krstic , M. , and Chaturvedi , N.A. Adaptive PDE Observer for Battery SOC/SOH Estimation ASME 2012 5th Annual Dynamic Systems and Control Conference 2012 Fort Lauderdale, Florida, USA
- Dey , S. , Ayalew , B. , and Pisu , P. Combined estimation of State-of-Charge and State-of-Health of Li-ion battery cells using SMO on electrochemical model 2014 13th International Workshop on Variable Structure Systems (VSS) 2014
- Moura , S. J. , Fathy , H. K. , Callaway D. S. , and Stein , J. L. A Stochastic Optimal Control Approach for Power Management in Plug-In Hybrid Electric Vehicles IEEE Transactions on Control Systems Technology 19 3 545 555 May 2011 10.1109/TCST.2010.2043736
- Vetter , J. , Novak , P. , Wagner , M.R. , Veit , C. , Moller , K.C. , Besenhard , J.O. , Winter , M. , Wohlfahrt-Mehrens , M. , Vogler , C. and Hammouche , A. 2005 Ageing mechanisms in lithium-ion batteries Journal of power sources 147 1 269 281
- Forgez , C. , Do , D.V. , Friedrich , G. , Morcrette , M. , Thermal Modeling of a Cylindrical LiFePO4/graphite Lithium-ion Battery Journal of Power Sources 195 2961 2968 May 2010
- Zhang , X. , Ivanco , A. , Tao , X. , Wagner J. , Optimization of the Series-HEV Control with Consideration of the Impact of Battery Cooling Auxiliary Losses SAE Int. J. Alt. Power. 3 2 234 243 2014 10.4271/2014-01-1904
- Tao , X and Wagner , J. Cooling Air Temperature and Mass Flow Rate Control for Hybrid Electric Vehicle Battery Thermal Management ASME 2014 Dynamic Systems and Control Conference San Antonio, Texas, USA October 22–24, 2014 10.1115/DSCC2014-6001