Energy and Battery Management of a Plug-In Series Hybrid Electric Vehicle Using Fuzzy Logic

Fuzzy logic is used to define a new quantity called the battery working state (BWS), which is based on both battery terminal voltage and state of charge (SOC), to overcome the problem of battery over-discharge and associated damage resulting from inaccurate estimates of the SOC. The BWS is used by a fuzzy logic energy-management system of a plug-in series hybrid electric vehicle (HEV) to make a decision on the power split between the battery and the engine, based on the BWS and vehicle power demand, while controlling the engine to work in its fuel economic region. The fuzzy logic management system was tested in real time using an HEV simulation test bench with a real battery in the loop. Simulation results are presented to demonstrate the performance of the proposed fuzzy logic energy-management system under different driving conditions and battery SOCs. The results indicate that the fuzzy logic energy-management system using the BWS was effective in ensuring that the engine operates in the vicinity of its maximum fuel efficiency region while preventing the battery from over-discharging.

[1]  Dawei Gao,et al.  Energy management strategy based on fuzzy logic for a fuel cell hybrid bus , 2008 .

[2]  Yaobin Chen,et al.  A rule-based energy management strategy for Plug-in Hybrid Electric Vehicle (PHEV) , 2009, 2009 American Control Conference.

[3]  D. Diallo,et al.  Energy management strategy for a parallel hybrid electric vehicle using fuzzy logic , 2006, International Symposium on Power Electronics, Electrical Drives, Automation and Motion, 2006. SPEEDAM 2006..

[4]  Chenglin Liao,et al.  SOC estimation of NiMH battery for HEV based on adaptive neuro-fuzzy inference system. , 2008, 2008 IEEE Vehicle Power and Propulsion Conference.

[5]  Jian Wu,et al.  PSO algorithm-based optimization of plug-in hybrid electric vehicle energy management strategy , 2010, 2010 8th World Congress on Intelligent Control and Automation.

[6]  Bo Zhang,et al.  Study on Global Optimization of Plug-In Hybrid Electric Vehicle Energy Management Strategies , 2010, 2010 Asia-Pacific Power and Energy Engineering Conference.

[7]  Binggang Cao,et al.  Particle swarm optimization for plug-in hybrid electric vehicle control strategy parameter , 2008, 2008 IEEE Vehicle Power and Propulsion Conference.

[8]  P. Fajri,et al.  Plug-in hybrid conversion of a series hybrid electric vehicle and simulation comparison , 2008, 2008 11th International Conference on Optimization of Electrical and Electronic Equipment.

[9]  Gregory L. Plett,et al.  Extended Kalman filtering for battery management systems of LiPB-based HEV battery packs Part 1. Background , 2004 .

[10]  Li-qiang Jin,et al.  The control strategy and cost analysis for series Plug-in hybrid electric vehicle , 2010, 2010 2nd International Conference on Advanced Computer Control.

[11]  Yonghua Song,et al.  Integration of plug-in hybrid and electric vehicles: Experience from China , 2010, IEEE PES General Meeting.

[12]  Hao Ying,et al.  Fuzzy Rule-Based Driver Advisory System for Fuel Economy Improvement in a Hybrid Electric Vehicle , 2007, NAFIPS 2007 - 2007 Annual Meeting of the North American Fuzzy Information Processing Society.

[13]  F.R. Salmasi,et al.  A Fuzzy Energy Management Strategy for Series Hybrid Electric Vehicle with Predictive Control and Durability Extension of the Battery , 2006, 2006 IEEE Conference on Electric and Hybrid Vehicles.

[14]  Wu Jian,et al.  Energy management system based on fuzzy control approach for hybrid electric vehicle , 2009, 2009 Chinese Control and Decision Conference.

[15]  S. Wahsh,et al.  Fuzzy logic based control strategy for parallel hybrid electric vehicle , 2008, 2008 IEEE International Conference on Mechatronics and Automation.

[16]  Gregory L. Plett,et al.  Extended Kalman filtering for battery management systems of LiPB-based HEV battery packs: Part 3. State and parameter estimation , 2004 .

[17]  B.J. Zhang,et al.  An investigation on energy management system of CJY6470 parallel hybrid electric off-road vehicle with fuzzy logic , 2008, 2008 IEEE Vehicle Power and Propulsion Conference.

[18]  Johan Driesen,et al.  Impact-analysis of the charging of plug-in hybrid vehicles on the production park in Belgium , 2010, Melecon 2010 - 2010 15th IEEE Mediterranean Electrotechnical Conference.

[19]  Wu Guangqiang Compensation Fuzzy Neural Network Power Management Strategy for Hybrid Electric Vehicle , 2009 .

[20]  Nong Zhang,et al.  A comparison on fuel economy and emissions for conventional hybrid electric vehicles and the UTS plug-in hybrid electric vehicle , 2010, 2010 The 2nd International Conference on Computer and Automation Engineering (ICCAE).

[21]  Tony Markel,et al.  Dynamic Programming Applied to Investigate Energy Management Strategies for a Plug-in HEV , 2006 .

[22]  Yuanwei Jing,et al.  Study and Simulation of Based-fuzzy-logic Parallel Hybrid Electric Vehicles Control Strategy , 2006, Sixth International Conference on Intelligent Systems Design and Applications.

[23]  Chen Zhang,et al.  Real-time optimal control of plug-in hybrid vehicles with trip preview , 2010, Proceedings of the 2010 American Control Conference.

[24]  T C Green,et al.  Impacts of plug-in hybrid vehicles and combined heat and power technologies on electric and gas distribution network losses , 2009, 2009 IEEE PES/IAS Conference on Sustainable Alternative Energy (SAE).

[25]  Morteza Montazeri,et al.  Design of genetic-fuzzy control strategy for parallel hybrid electric vehicles , 2008 .

[26]  Metin Gokasan,et al.  A Novel Model Validation and Estimation Approach for Hybrid Serial Electric Vehicles , 2007, IEEE Transactions on Vehicular Technology.

[27]  J. Driesen,et al.  The Impact of Charging Plug-In Hybrid Electric Vehicles on a Residential Distribution Grid , 2010, IEEE Transactions on Power Systems.

[28]  A.M. Phillips,et al.  Vehicle system controller design for a hybrid electric vehicle , 2000, Proceedings of the 2000. IEEE International Conference on Control Applications. Conference Proceedings (Cat. No.00CH37162).

[29]  A. Emadi,et al.  Comprehensive drive train efficiency analysis of hybrid electric and fuel cell vehicles based on motor-controller efficiency modeling , 2006, IEEE Transactions on Power Electronics.

[30]  Aihua Wang,et al.  Design of Energy Management Strategy in Hybrid Electric Vehicles by Evolutionary Fuzzy System Part II: Tuning Fuzzy Controller by Genetic Algorithms , 2006, 2006 6th World Congress on Intelligent Control and Automation.

[31]  L. G. Tan,et al.  An investigation on energy regeneration in a CFA6470 parallel hybrid electric vehicle using fuzzy logic , 2008 .

[32]  Jianmin Duan,et al.  Power split control strategy for a series Hybrid Electric Vehicle using fuzzy logic , 2008, 2008 IEEE International Conference on Automation and Logistics.

[33]  Yan Zhou,et al.  A Study on Fuzzy Control of Energy Management System in Hybrid Electric Vehicle , 2009, 2009 Asia-Pacific Power and Energy Engineering Conference.

[34]  Junping Wang STUDY ON ESTIMATING OF THE STATE OF CHARGE OF NI/MH BATTERY PACK FOR ELECTRIC VEHICLE , 2005 .

[35]  Ali Emadi,et al.  Classification and Review of Control Strategies for Plug-In Hybrid Electric Vehicles , 2011, IEEE Transactions on Vehicular Technology.

[36]  Masatoshi Uno,et al.  Charge and Discharge Performance of Over-Discharged Lithium-ion Secondary Battery—Lessons Learned from the Operation of the Interplanetary Spacecraft HAYABUSA , 2007 .

[37]  W. S. Li,et al.  Failure mechanism of valve-regulated lead-acid batteries under high-power cycling , 2004 .

[38]  S. S. Venkata,et al.  Coordinated Charging of Plug-In Hybrid Electric Vehicles to Minimize Distribution System Losses , 2011, IEEE Transactions on Smart Grid.

[39]  Gregory L. Plett,et al.  Extended Kalman filtering for battery management systems of LiPB-based HEV battery packs: Part 2. Modeling and identification , 2004 .

[40]  Tony Markel,et al.  Energy Management Strategies for Plug-In Hybrid Electric Vehicles , 2007 .

[41]  Aihua Wang,et al.  Design of Energy Management Strategy in Hybrid Vehicles by Evolutionary Fuzzy System Part I: Fuzzy Logic Controller Development , 2006, 2006 6th World Congress on Intelligent Control and Automation.

[42]  S Poorani,et al.  Design of a fuzzy-based controller for electric vehicles on Indian roads , 2007 .

[43]  Lili Zhou,et al.  Impact of driving cycles and all-electric range on plug-in hybrid vehicle component size and cost , 2009, 2009 IEEE Vehicle Power and Propulsion Conference.

[44]  C. Mi,et al.  Design and optimization of a fuzzy-rule based hybrid electric vehicle controller , 2008, 2008 IEEE Vehicle Power and Propulsion Conference.