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Fuzzy Supervisory Based Variable Frequency Control Strategy for Active Battery/Supercapacitor Combination in Electric Vehicles
Technical Paper
2016-01-1203
ISSN: 0148-7191, e-ISSN: 2688-3627
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English
Abstract
- This paper describes a novel power management control strategy of battery and supercapacitor hybrid energy storage system to improve system efficiency and battery lifetime. In the presented research, the high and low frequency power demand in the load is separated by a Haar wavelet transform algorithm to overcome the problem of battery overload work and associated degeneration in battery lifetime resulting from an ineffective distribution between battery and supercapacitor. The purpose of frequency distribution is that the supercapacitor is used to share high frequency power components of load power demand to smooth the power demand applied to battery. However, the sole frequency control often fails to realize the optimal utilization of supercapacitor because of the uncertain variation in the driving cycle. Therefore, the power demand distributed to supercapacitor is designed to be changeable along with the variation of its voltage, which is another important advantage of the proposed control strategy. The idea is to utilize different decomposition levels of wavelet transform algorithm, which is adjusted by using a fuzzy-logic controller to reduce the adverse influence of both high frequency transition and peak power from the load power demand on battery system. Finally, Simulation is conducted to verify the effectiveness of the proposed strategy.
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Authors
Citation
Qiao, Z., Deng, W., Wu, J., Ju, F. et al., "Fuzzy Supervisory Based Variable Frequency Control Strategy for Active Battery/Supercapacitor Combination in Electric Vehicles," SAE Technical Paper 2016-01-1203, 2016, https://doi.org/10.4271/2016-01-1203.Also In
References
- Lukic S.M. , Cao J. , Bansal R.C. , Rodriguez F. and Emadi A. Energy Storage Systems for Automotive Applications IEEE Transactions on Industrial Electronics 55 6 2258 2267 2008
- Nelson Robert F. Power requirements for batteries in hybrid electric vehicles Journal of Power Sources 91 2000 2 26
- SiangFui Tie , Tan Chee Wei A review of energy sources and energy management system in electric vehicles Renewable and Sustainable Energy Reviews 20 2013 82 102
- Pay S. and Baghzouz Y. Effectiveness of Battery-Supercapacitor Combination in Electric Vehicles Proceedings of IEEE Power Tech Conference 3 6 11 Bologna, Italy 2003
- Schupbach R. M. , Balda J. C. The role of ultracapacitors in an energy storage unit for vehicle power management Proc. IEEE Vehicle. Technology. Conference Orlando, FL 2003 3236 3240
- Ortuzar M. , Moreno J. and Dixon J. Ultracapacitor-Based Auxiliary Energy System for an Electric Vehicle: Implementation and Evaluation IEEE Transactions on Industrial Electronics 54 4 2147 2156 2007
- Guidi G. , Undeland T. , Hori Y. Effectiveness of Supercapacitor as Power-Assist in Pure EV Using a Sodium-Nickel Chloride Battery as Main Energy Storage Proceedings of International Battery, Hybrid and Fuel Cell Electric Vehicle Symposium, Stavanger Norway May13-16, 2009
- Burke A. F. Batteries and ultracapacitors for electric, hybrid, and fuel cell vehicles Proc. IEEE 95 4 806 820 2007
- Camara M. B. , Gualous H. , Gustin F. , and Berthon A. Design and new control of DC/DC converters to share energy between supercapacitors and batteries in hybrid vehicles IEEE Transactions on Vehicular Technology 57 5 2731 2735 Sep. 2008
- Gao L. , Dougal R. A. , and Liu S. Power enhancement of an actively controlled battery/ultracapacitor hybrid IEEE Trans. Power Electron. 20 1 236 243 2005
- Rebecca Carter , Andrew Cruden , and Hall Peter J. Optimizing for Efficiency or Battery Life in a Battery/Supercapacitor Electric Vehicle IEEE Transactions on Vehicular Technology 61 4 1526 1533 May. 2012
- Feng Ju , Qiao Zhang , Weiwen Deng and Jingshan Li Review of structures and control of batterysupercapacitor hybrid energy storage system for electric vehicles 2014 IEEE International Conference onAutomation Science an d Engineering(CASE). IEEE 2014 143 148
- Tie Siang Fui , Tan Chee Wei A review of energy sources and energy management system in electric vehicles Renewable and Sustainable Energy Reviews 20 2013 82 102
- Trovão João P. , Pereirinha Paulo G. , Jorge Humberto M. , Antunes Carlos Henggeler A multi-level energy management system for multi-source electricvehicles - An integrated rule-based meta-heuristic approach Applied Energy 105 2013 304 318
- Chenghui Z , Qingsheng S , Naxin C et al. Particle Swarm Optimization for energy management fuzzy controller design in dual-source electric vehicle Power Electronics Specialists Conference IEEE 2007 1405 1410
- Moreno J. , Ortuzar M.E. and Dixon J.W. Energy-Management System for a Hybrid Electric Vehicle, Using Ultracapacitors and Neural Networks IEEE Transactions on Industrial Electronics 53 2 614 623 2006
- Mid-Eum Choi , Seong-Woo Kim , and Seung-Woo Seo Energy Management Optimization in a Battery/Supercapacitor Hybrid Energy Storage System IEEE Transactions on smart grid 3 1 March 2012
- Zhang , Q. , Deng , W. , and Wu , J. Power-Balance and Wavelet-Transform Based Power Management of Battery-Supercapacitor Hybrid System for Electric Vehicles SAE Int. J. Passeng. Cars - Electron. Electr. Syst. 8 1 186 194 2015 10.4271/2015-01-0253
- Xi Zhang , Mi Chris Chunting , Masrur Abul and Daniszewski David D Wavelet-transform-based power management ofhybrid vehicles with multiple on-board energy sources including fuel cell, battery and ultracapacitor Journal of Power Sources 185 2008 1533 1543
- Erdinc O. , Vural B. , Uzunoglu M. A wavelet-fuzzy logic based energy management strategy for a fuel cell/battery/ultra-capacitor hybrid vehicular power system Journal of Power Sources 194 2009 369 380
- Tani Abdallah , Camara Mama dou Baïlo , and Brayima Dakyo Energy Management Based on Frequency Approach for Hybrid Electric Vehicle Applications: Fuel-Cell/Lithium-Battery and Ultracapacitors IEEE Transactions on Vehicular Technology 61 8 3375 3386 October 2012
- Zhang , Q. , Deng , W. , and Wu , J. Power-Balance and Wavelet-Transform Based Power Management of Battery-Supercapacitor Hybrid System for Electric Vehicles SAE Int. J. Passeng. Cars - Electron. Electr. Syst. 8 1 186 194 2015 10.4271/2015-01-0253
- Lin , C. , Chou B. , Chen Q. Performance Comparison of battery power input equivalent circuit model for EVs Journal of Chinese Automotive Engineering 28 3 2006 230 234
- Spyker RL , Nelms RM Analysis of double-layer capacitors supplying constant power loads IEEE Trans Aerosp Electron Syst 2000 36 4 143943
- Kisacikoglu M.C. , Uzunoglu M. , Alam M.S. Load sharing using fuzzy logic control in a fuel cell/ultracapacitor hybrid vehicle International Journal of Hydrogen Energy 34 2009 1497 1507
- Mao Peilin L. and Aggarwal Raj K. A Novel Approach to the Classification of the Transient Phenomena in Power Transformers Using Combined Wavelet Transform and Neural Network IEEE Transactions on Power Delivery 16 4 654 660 2001
- Li S. G. , Sharkh S. M. , Walsh F. C. , and Zhang C. N. Energy and Battery Management of a Plug-In Series Hybrid Electric Vehicle Using Fuzzy Logic IEEE Transactions on Vehicular Technology 60 8 3571 3585 October 2011
- Rosenkranz , C. Deep cycle Batteries for Plug-in Hybrid Application presented at EVS-20 plug-in Hybrid Workshop November 15, 2003 Monaco
- Schaltz E. , Khaligh A. , and Rasmussen P. O. Influence of battery/ultracapacitor energy-storage sizing on battery lifetime in a fuel cell hy-brid electric vehicle IEEE Trans. Veh. Technol. 58 8 3882 3891 Oct. 2009