Trip based stochastic prediction of battery state of charge for electric vehicles

SAE 2011 World Congress and Exhibition

Volumn , Issue , 2011, Pages

  Ranjan, Nitin ^a,c   Li, Yaoyu ^b,c  

^a ELutions Inc   (United States)

^b UNIVERSITY OF WISCONSIN MILWAUKEE   (United States)

^c University of Wisconsin Milwaukee   (United States)

Author keywords

Electric Vehicle; State of Charge Determination; Stochastic Modelling; Trip Modelling

Indexed keywords

BATTERY ENERGY; BATTERY SOC; BATTERY STATE OF CHARGE; DRIVING CYCLE; EV BATTERY; GASOLINE TANKS; GAUSSIAN PROCESSES; MODEL PARAMETERS; ON-BOARD BATTERIES; PROBABILISTIC MODELS; SIMULATION RESULT; SPATIAL DOMAINS; STATE OF CHARGE; STOCHASTIC CHARACTERISTIC; STOCHASTIC EVALUATIONS; STOCHASTIC MODELLING; STOCHASTIC NATURE; TEST DRIVE; TRAFFIC DATA; TRIP MODELLING; VEHICLE PROPULSION;

CHARGING (BATTERIES); ELECTRIC VEHICLES; ENERGY MANAGEMENT; ENGINEERING EXHIBITIONS; LEAD ACID BATTERIES; MONTE CARLO METHODS; STOCHASTIC SYSTEMS;

STOCHASTIC MODELS;

EID: 79959830082     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.4271/2011-01-1363     Document Type: Conference Paper

References (29)

1. Larminie, J., and, Lowry, J., Electric Vehicle Technology Explained, Wiley, 2003.
2. nd Edition, CRC Press, 2009.
3. Chang, L., "Recent Developments of Electric Vehicles and Their Propulsion Systems," IEEE Aerospace and Electronic Systems Magazine, 1993, Vol. 8, No. 12, pp. 3-6.
4. Leitman, S., and, Brant, B.,. Build your Own Electric Vehicle, McGraw-Hill/TAB Electronics, 2008.
5. Miller, J., Propulsion Systems for Hybrid Vehicles. The Institution of Engineering and Technology, 2004.
6. Pop, V., Bergveld, H. J., Notten, P.H.L., and, Regtien, P.P.L.,. "State-of-the-art of battery state-of-charge determination," Measurement Science and Technology, Vol. 16, No. 12. R93-R110, 2005.
7. Gong, Q., Li, Y., and, Peng, Z.-R., "Computationally Efficient Optimal Power Management for Plug-in Hybrid Vehicles Based on Spatial Domain Two-Scale Dynamic Programming", Proceedings of 2008 ICVES.
8. Salkind, A.J., Fennie, C., Singh, P., Atwater, T., and, Reisner, D.E., "Determination of state-of-charge and state-of-health of batteries by fuzzy logic methodology", Journal of Power Sources, Vol. 80, No. 1-2, July 1999, pp. 293-300.
9. Shen, W.X., Chan, C.C., Lo, E.W.C., and, Chau, K.T., "A new battery available capacity indicator for electric vehicles using neural network", Energy Conversion and Management, Vol. 43, No. 6, April 2002, pp. 817-826.
10. Butler, K.L., Ehsani, M., and, Kamath, P.,. "A Matlab-Based Modeling and Simulation Package for Electric and Hybrid Electric Vehicle Design", IEEE Transactions on Vehicular Technology, Vol. 48, No. 6, November 1999.
11. Ji, F., Xu, L., and, Wu, Z., "Effect of Driving Cycles on Energy Efficiency of Electric Vehicles," Science in China, Series E: Technological Sciences. Vol. 52, No. 11, pp. 3168-3172, November 2009.
12. th edition, McGraw-Hill Inc., 2001.
13. Sawilowsky, Shlomo S., and, Fahoome, G.C., Statistics via Monte Carlo Simulation with Fortran. Rochester Hills, MI: JMASM. 2003.
14. Alsina, C., Schweizer, B., and, Sklar, A., "On the Definition of Probabilistic Normed Space," Aequationes Mathematicae. Vol. 46, pp. 91-98. 1993.
15. nd Edition. McGraw-Hill, 1990.
16. Duoba, M, Carlson, R, Wu, J, "Test Procedures and Benchmarking Blended-Mode and EV-Capable PHEVs", Argonne National Laboratory, EVS-23, 2007.
17. Gonder, J,D., "Route-Based Control of Hybrid Electric Vehicles," SAE Technical Paper 2008-01-1315, 2008, doi: 10.4271/2008-01-1315.P.
18. Gao, L., Liu, S., and, Dougal, R. A.,. "Dynamic Lithium-Ion Battery Model for System Simulation", IEEE Transactions on Components And Packaging Technologies, Vol. 25, No. 3, pp. 495-505, September 2002.
19. Piller, S., Perrin, M., Jossen, A., " Methods for State-of-Charge Determination and Their Applications ", Journal of Power Sources, Vol. 96, No. 1, pp. 113-120, 2001.
20. Knauff, M., McLaughlin, J., Dafis, C., Niebur, D., Singh, P., Kwatny, H., and, Nwankpa, C., "Simulink Model of a Lithium-Ion Battery for the Hybrid Power System Testbed". Proceedings of the ASNE Itelligent Ships Symposium, Philadelphia, PA, May 2007.
21. A Rechargeable Lithium Battery Model-Charge and Discharge Behavior-686-COMSOL.
22. Brice, C.W., Santi, E., Kang, X., Gökdere, L. U., "Reference frames for simulation of electric motors and drives," Proceedings of International Conference on Electric Machines, pp. 505-509, Helsinki, Finland, August 2000.
23. Alsina, C., Schweizer, B., and, Sklar, A., "Continuity properties of probabilistic norms," Journal of Mathematical Analysis and Applications, Vol. 208, 446-452. 1997.
24. Rahmat, M.R.S., and, Lafuerza-Guillen, B., "Probabilistic Norms and Statistical Convergence of Random Variables," Surveys in Mathematics and its Application, Vol. 4, pp. 65-75, 2009.
25. Rice, J., Mathematical Statistics and Data Analysis. Duxbury Press. 1999.
26. th Edition, McGraw-Hill, Inc., 2000.
27. Ushakov, N.G., "Density of a Probability Distribution", in Encyclopaedia of Mathematics, edited by Hazewinkel, M., Springer, 2001.
28. Patel, J. K., and, Read, C. B., Handbook of the Normal Distribution. Dekker, 1982.
29. Berman, S.M., Mathematical Statistics: An Introduction Based on the Normal Distribution. Intext Educational Publishers, 1971.