Dual EKF-Based State and Parameter Estimator for a LiFePO4 Battery Cell |
Pavkovic, Danijel
(Faculty of Mechanical Engineering and Naval Architecture, University of Zagreb)
Krznar, Matija (Peti Brod Ltd.) Komljenovic, Ante (Faculty of Mechanical Engineering and Naval Architecture, University of Zagreb) Hrgetic, Mario (Faculty of Mechanical Engineering and Naval Architecture, University of Zagreb) Zorc, Davor (Faculty of Mechanical Engineering and Naval Architecture, University of Zagreb) |
1 | A. Y. Saber and G. K. Venayagamoorthy, "Plug-in vehicles and renewable energy sources for cost and emission reductions," IEEE Trans. Ind. Electron., Vol. 58, No. 4, pp. 1229-1238, Apr. 2011. DOI |
2 | J. Hansen, M. Sato, P. Kharecha, D. Beerling, R. Berner, V. Masson-Delmotte, M. Pagani, M. Raymo, D. L. Royer, and J. Zachos, "Target atmospheric : Where should humanity aim?," The Open Atmospheric Science Journal, Vol. 2, pp. 217-231, Nov. 2008. DOI |
3 | A. Poullikkas, "Sustainable options for electric vehicle technologies," Renewable and Sustainable Energy Reviews, Vol. 41, pp. 1277-1287, Jan. 2015. DOI |
4 | W. He, N. Willard, C. Chen, and M. Pecht, "State of charge estimation for electric vehicle batteries using unscented Kalman filtering," Microelectronics Reliability, Vol. 53, pp. 840-847, Jun. 2013. DOI |
5 | B. Xia, H. Wang, Y. Tian, M. Wang, W. Sun, and Z. Hu, "State of charge estimation of lithium-ion batteries using an adaptive cubature Kalman filter," Energies, Vol. 8, pp. 5919-5936, Jun. 2015. |
6 | K. W. E. Cheng, B. P. Divakar, H. Wu, K. Dong, and H. F. Ho, "Battery-management system (BMS) and SoC development for electric vehicles," IEEE Trans. Veh. Technol., Vol. 60, No. 1, pp. 76-88, Jan. 2011. DOI |
7 | International Renewable Energy Agency (IRENA): "Road Transport: The Cost of Renewable Solutions," IRENA's Costing Study (http://www.irena.org/publications), 2013. |
8 | H. Rahimi-Eichi, U. Ojha, F. Baronti, and M.-Y. Chow: "Battery management system - An overview of its application in the smart grid and electric vehicles," IEEE Ind. Electron. Mag., Vol. 7, No 2, pp. 5-16, Jun. 2013. |
9 | J. Cao and A. Emadi: "Batteries need electronics - Battery management systems vary according to chemistry and applications," IEEE Ind. Electron. Mag., Vol. 5, No 1, pp. 27-35, Mar. 2011. DOI |
10 | M. Einhorn, W. Roessler, and J. Fleig, "Improved performance of serially connected Li-Ion batteries with active cell balancing in electric vehicles," IEEE Trans. Veh. Technol., Vol. 60, No. 6, pp. 2448-2457, Jul. 2011. DOI |
11 | L. Y. Wang, M. P. Polis, G. G. Yin, W. Chen, Y. Fu, and C. C. Mi, "Battery cell identification and SoC estimation using string terminal voltage measurements," IEEE Trans. Veh. Technol., Vol. 61, No. 7, pp. 2925-2935, Sep. 2012. DOI |
12 | M. Shahriari and M. Farrokhi, "Online state-of-health estimation of VRLA batteries using state-of-charge," IEEE Trans. Ind. Electron., Vol. 60, No. 1, pp. 191-202, Jan. 2013. DOI |
13 | L. Pei, C. Zhu, T. Wang, R. Lu, and C. C. Chan, "Online peak power prediction based on a parameter and state estimator for lithium-ion batteries in electric vehicles," Energy, Vol. 66, pp. 766-778, Mar. 2014. DOI |
14 | J. Kim, S. Lee, and B. H. Cho, "Complementary cooperation algorithm based on DEKF combined with pattern recognition for SoC/Capacity estimation and SoH prediction," IEEE Trans. Power Electron., Vol. 27, No. 1, pp. 436-451, Jan. 2012. DOI |
15 | J. Wang, B. Cao, Q. Chen, and F. Wang, "Combined state of charge estimator for electric vehicle battery pack," Control Engineering Practice, Vol. 15, No. 12, pp. 1569-1576, Dec. 2007. DOI |
16 | N. Omar, M. A. Monem, Y. Firouz, J. Salminen, J. Smekens, O. Hegazy, H. Gaulous, G. Mulder, P. Van den Bossche, T. Coosemans, and J. Van Mierlo, "Lithium iron phosphate based battery - Assessment of aging parameters and development of life cycle model," Applied Energy, Vol. 113, pp. 1575-1585, Jan. 2014. DOI |
17 | GWL/Power Group, "SE100AHA cell specification," (http,//www.ev-power.eu/CALB-40Ah-400Ah/SE100AHALithium-Cell--3-2V-100Ah.html), 2015. |
18 | M. A. Roscher and D. U. Sauer, "Dynamic electric behavior and open-circuit-voltage modeling of -based lithium-ion secondary batteries," Journal of Power Sources, Vol. 196, No. 1, pp. 331-336, Jan. 2011. DOI |
19 | Z. Zou, J. Hu, C. Mi, B. Cao, and Z. Chen, "Evaluation of model based state of charge estimation methods for lithium-ion batteries," Energies, Vol. 7, pp. 5065-5082, Aug. 2014. DOI |
20 | J. Li, J. K. Barillas, C. Guenther, and M. A. Danzer, "A comparative study of state of charge estimation algorithms for batteries used in electric vehicles," Journal of Power Sources, Vol. 230, pp. 244-250, May 2013. DOI |
21 | W.-Y. Chang, "The state of charge estimating methods for battery: A review," ISRN Applied Mathematics, Vol. 2013, Article ID 956792, 7 pages, 2013. |
22 | S. Dey, S. Mohon, P. Pisu, B. Ayalew, and S. Onori, "Online state and parameter estimation of battery-double layer capacitor hybrid energy storage system," in Proceedings of IEEE 54th Annual Conference on Decision and Control (CDC 2015), pp. 676-681, 2015. |
23 | G. L. Plett, "Extended Kalman filtering for battery management systems of LiPB-based HEV battery packs - Part 3, state and parameter estimation," Journal of Power Sources, Vol. 134, No. 2, pp. 277-262, Aug. 2004. DOI |
24 | J. Kim and B. H. Cho, "State-of-charge estimation and state-of-health prediction of a Li-ion degraded battery based on an EKF combined with a per-unit system," IEEE Trans. Veh. Technol., Vol. 60, No. 9, pp. 4249-4260, Nov. 2011. DOI |
25 | M. Charkhgard and M. Farrokhi, "State of charge estimation for lithium-ion batteries using neural networks and EKF," IEEE Trans. Ind. Electron., Vol. 57, No. 12, pp. 4178-4187, Dec. 2010. DOI |
26 | J. Zhang and C. Xia, "State-of-charge estimation of valve regulated lead acid battery based on multi-state Unscented Kalman Filter," Electrical Power and Energy Systems, Vol. 33, pp. 472-476, Mar. 2011. DOI |
27 | D.-H. Shin, J.-B. Jeong, T.-H. kim, and H.-J. Kim, "Modeling of lithium battery cells for plug-in hybrid vehicles," Journal of Power Electronics, Vol. 13, No. 3, pp. 429-436, May 2013. DOI |
28 | B.-H. Seo, T. H. Nguyen, D.-C. Lee, K.-B. Lee, and J.-M. Kim, "Condition monitoring of lithium polymer batteries based on sigma-point Kalman filter," Journal of Power Electronics, Vol. 12, No. 5, pp. 778-786, Sep. 2012. DOI |
29 | M. Ceraolo, "New dynamical models of lead-acid batteries," IEEE Trans. Power Syst., Vol. 15, No. 4, pp. 1184-1190, Nov. 2000. DOI |
30 | N. A. Windarko and J. Choi, "SoC estimation based on OCV for NiMH batteries using and improved takacs model," Journal of Power Electronics, Vol. 10, No. 2, pp. 181-186, Mar. 2010. DOI |
31 | K. Uddin, A. Picarelli, C. Lynes, N. Taylor, and J. Marco, "An acausal Li-Ion battery pack model for automotive applications," Energies, Vol. 7, pp. 5675-5700, Sep. 2014. DOI |
32 | J. Remmlinger, M. Buchholz, M. Meiler, P. Bernreuter, and K. Dietmayer, "State-of-health monitoring of lithium-ion batteries in electric vehicles by on-board internal resistance estimation," Journal of Power Sources, Vol. 196, No. 12, pp. 5357-5363, Jun. 2011. DOI |
33 | M. Mastali, J. Vasquez-Arenas, R. Fraser, M. Fowler, S. Afshar, and M. Stevens, "Battery state of charge estimation using Kalman filtering," Journal of Power Sources, Vol. 239, pp. 294-307, Oct. 2013. DOI |
34 | D. Andre, M. Meiler, K. Steiner, C. Wimmer, T. Soczka-Guth, and D. U. Sauer, "Characterization of high-power lithium-ion batteries by electrochemical impedance spectroscopy. II. Modelling," Journal of Power Sources, Vol. 196, No. 12, pp. 5349-5356, Jun. 2011. DOI |
35 | J.-H. Lee and W. Choi, "Novel state-of-charge estimation method for lithium polymer batteries using electrochemical impedance spectroscopy," Journal of Power Electronics, Vol. 11, No. 2, pp. 237-243, Mar. 2011. DOI |
36 | J. Xu, C. C. Mi, B. Cao, and J. Cao, "A new method to estimate the state of charge of lithium-ion batteries based on the battery impedance model," Journal of Power Sources, Vol. 233, pp. 277-284, Jul. 2013. DOI |
37 | D. Pavkovic, A. Komljenovic, M. Hrgetic, and M. Krznar, "Experimental characterization and development of a SoC/SoH estimator for a battery cell," in Proc. of IEEE EUROCON 2015, pp. 397-402, 2015. |
38 | M. Chen and G.-A. Rincon-Mora, "Accurate electrical battery model capable of predicting runtime and I-V performance," IEEE Transactions on Energy Conversion, Vol. 21, No. 2, pp. 504-511, Jun. 2006. DOI |
39 | D. Pavkovic, M. Hrgetic, A. Komljenovic, A. Lisac, and J. Deur, "Battery/ultracapacitor test setup control system design and verification," in Proc. of IEEE EUROCON 2013, pp. 1050-1057, 2013. |
40 | D. Pavkovic, A. Komljenovic, and M. Hrgetic, "Control-oriented modeling and experimental identification of a VRLA battery," in Proc. of 17th International Conference on Electrical Drives and Power Electronics (EDPE 2013), pp. 2-9, 2013. |
41 | US Environmental Protection Agency, "Dynamometer drive schedules" (http,//www.epa.gov/nvfel/testing/dynamometer.htm), Jul. 2014. |
42 | D. Pavkovic, M. Lobrovic, M. Hrgetic, and A. Komljenovic, "A design of DC bus control system for EVs based on battery/ultracapacitor hybrid energy storage," in Proc. of 2014 IEEE International Electrical Vehicle Conference (IEVC 2014), 2014. |
43 | L. Ljung, System Identification - Theory for the User, Prentice-Hall Inc., 1987, Chap. 14. |
44 | C. Anatolae, J. Marco, and F. Assadian, "A novel method for the parameterization of a Li-Ion cell model for EV/HEV control applications," IEEE Trans. Veh. Technol., Vol. 61, No. 9, pp. 3881-3892, Nov. 2012. DOI |
45 | M. S. Grewal and A. P. Andrews, Kalman Filtering - Theory and Practice," John Wiley and Sons Ltd., 2001, Chap. 5. |
46 | J. Sun, G. Wei, L. Pei, R. Lu, K. Song, C. Wu, and C. Zhu, "Online internal temperature estimation for lithium-ion batteries based on Kalman filter," Energies, Vol. 8, pp. 4400-4415, May 2015. DOI |
47 | S. B. Peterson, J. Apt, and j. F. Whitacre, "Lithium-ion battery cell degradation resulting from realistic vehicle and vehicle-to-grid utilization," Journal of Power Sources, Vol. 195, pp. 2385-2392, Apr. 2010. DOI |
48 | M. Ecker, J. B. Gerschler, J. Vogel, S. Kabitz, F. Hust, P. Dechent, and D. U. Sauer, "Development of a lifetime prediction model for lithium-ion batteries based on extended accelerated aging test data," Journal of Power Sources, Vol. 215, pp. 248-257, Oct. 2012. DOI |