Model predictive control power management strategies for HEVs: A review

Abstract This paper presents a comprehensive review of power management strategy (PMS) utilized in hybrid electric vehicles (HEVs) with an emphasis on model predictive control (MPC) based strategies for the first time. Research on MPC-based power management systems for HEVs has intensified recently due to its many inherent merits. The categories of the existing PMSs are identified from the latest literature, and a brief study of each type is conducted. Then, the MPC approach is introduced and its advantages are discussed. Based on the acquisition method of driver behavior used for state prediction and the dynamic model used, the MPC is classified and elaborated. Factors that affect the performance of the MPC are put forward, including prediction accuracy, design parameters, and solvers. Finally, several important issues in the application of MPC-based power management strategies and latest developing trends are discussed. This paper not only provides a comprehensive analysis of MPC-based power management strategies for HEVs but also puts forward the future and emphasis of future study, which will promote the development of energy management controller with high performance and low cost for HEVs.

[1]  Mashrur Chowdhury,et al.  An energy optimization strategy for power-split drivetrain plug-in hybrid electric vehicles , 2012 .

[2]  J.T.B.A. Kessels,et al.  Receding horizon control for distributed energy management of a hybrid truck with auxiliaries , 2015 .

[3]  Shuo Zhang,et al.  Adaptive energy management of a plug-in hybrid electric vehicle based on driving pattern recognition and dynamic programming , 2015 .

[4]  A. Berthon,et al.  Fuzzy-logic-based control applied to a hybrid electric vehicle with four separate wheel drives , 2004 .

[5]  Emre Kural,et al.  Integrated Adaptive Cruise Control for Parallel Hybrid Vehicle Energy Management , 2015 .

[6]  Jianfeng Zheng,et al.  Hybrid powertrain optimization with trajectory prediction based on inter-vehicle-communication and vehicle-infrastructure-integration , 2014 .

[7]  Chris Manzie,et al.  Optimal use of telemetry by parallel hybrid vehicles in urban driving , 2012 .

[8]  Hüseyin Abut,et al.  Biometric identification using driving behavioral signals , 2004, 2004 IEEE International Conference on Multimedia and Expo (ICME) (IEEE Cat. No.04TH8763).

[9]  Daliang Shen,et al.  Model Predictive Energy Management for a Range Extender Hybrid Vehicle using Map Information , 2015 .

[10]  Riccardo Scattolini,et al.  Architectures for distributed and hierarchical Model Predictive Control - A review , 2009 .

[11]  Ilya V. Kolmanovsky,et al.  Predictive energy management of a power-split hybrid electric vehicle , 2009, 2009 American Control Conference.

[12]  Qing Wang,et al.  Intelligent Hybrid Vehicle Power Control—Part II: Online Intelligent Energy Management , 2013, IEEE Transactions on Vehicular Technology.

[13]  Lorenzo Fagiano,et al.  Generalized terminal state constraint for model predictive control , 2012, Autom..

[14]  M Debert,et al.  Predictive energy management for hybrid electric vehicles - Prediction horizon and battery capacity sensitivity , 2010 .

[15]  Vojtech Svoboda,et al.  A roadmap to understand battery performance in electric and hybrid vehicle operation , 2007 .

[16]  Alexander David Styler,et al.  Real-Time Predictive Optimization for Energy Management in a Hybrid Electric Vehicle , 2015, AAAI.

[17]  Chris Manzie,et al.  Model predictive control of velocity and torque split in a parallel hybrid vehicle , 2009, 2009 IEEE International Conference on Systems, Man and Cybernetics.

[18]  Osama Mohammed,et al.  Real-Time Energy Management Algorithm for Plug-In Hybrid Electric Vehicle Charging Parks Involving Sustainable Energy , 2014, IEEE Transactions on Sustainable Energy.

[19]  Fengchun Sun,et al.  Investigating adaptive-ECMS with velocity forecast ability for hybrid electric vehicles , 2017 .

[20]  Pierluigi Pisu,et al.  H∞ Control for Hybrid Electric Vehicles , 2004 .

[21]  J. Karl Hedrick,et al.  Dynamic Traffic Feedback Data Enabled Energy Management in Plug-in Hybrid Electric Vehicles , 2015, IEEE Transactions on Control Systems Technology.

[22]  Zhang Liang,et al.  Intelligent Energy Management Based on Driving Cycle Identification Using Fuzzy Neural Network , 2009, 2009 Second International Symposium on Computational Intelligence and Design.

[23]  Arsie Ivan,et al.  Optimization of Supervisory Control Strategy for Parallel Hybrid Vehicle with Provisional Load Estimate , 2004 .

[24]  John A. Gubner.  Probability and Random Processes for Electrical and Computer Engineers , 2006 .

[25]  Yeong-Il Park,et al.  Multi-Mode Driving Control of a Parallel Hybrid Electric Vehicle Using Driving Pattern Recognition , 2002 .

[26]  Carlos Guardiola,et al.  A stochastic method for the energy management in hybrid electric vehicles , 2014 .

[27]  Lino Guzzella,et al.  Predictive Reference Signal Generator for Hybrid Electric Vehicles , 2009, IEEE Transactions on Vehicular Technology.

[28]  David Q. Mayne,et al.  Correction to "Constrained model predictive control: stability and optimality" , 2001, Autom..

[29]  M. Diehl,et al.  A Parallel Active-Set Strategy to Solve Sparse Parametric Quadratic Programs arising in MPC , 2012 .

[30]  Bo Egardt,et al.  Predictive energy management of a 4QT series-parallel hybrid electric bus , 2009 .

[31]  J. Karl Hedrick,et al.  Integrating traffic velocity data into predictive energy management of plug-in hybrid electric vehicles , 2015, 2015 American Control Conference (ACC).

[32]  Q. Hu,et al.  Markov decision processes with their applications , 2007 .

[33]  Marian Kazmierkowski,et al.  Electric power systems (review of "Modern Electric, Hybrid Electric, and Fuel Cell Vehicles: Fundamentals, Theory, and Design, Second Edition ; Ehsani, Y.G. and Emadi, A.; 2010) [Book News] , 2010, IEEE Industrial Electronics Magazine.

[34]  Chen Zhang,et al.  Role of Terrain Preview in Energy Management of Hybrid Electric Vehicles , 2010, IEEE Transactions on Vehicular Technology.

[35]  Oliver Sawodny,et al.  Drive Cycle Prediction and Energy Management Optimization for Hybrid Hydraulic Vehicles , 2013, IEEE Transactions on Vehicular Technology.

[36]  Simona Onori,et al.  A Comparative Analysis of Energy Management Strategies for Hybrid Electric Vehicles , 2011 .

[37]  Stefano Di Cairano,et al.  MPC-Based Energy Management of a Power-Split Hybrid Electric Vehicle , 2012, IEEE Transactions on Control Systems Technology.

[38]  Jeffrey B. Burl,et al.  Effects of Time Horizon on Model Predictive Control for Hybrid Electric Vehicles , 2015 .

[39]  Jan Åslund,et al.  Predictive control of a diesel electric wheel loader powertrain , 2015 .

[40]  Jun Xu,et al.  A novel multimode hybrid energy storage system and its energy management strategy for electric vehicles , 2015 .

[41]  Yanjun Huang,et al.  Path Planning and Tracking for Vehicle Collision Avoidance Based on Model Predictive Control With Multiconstraints , 2017, IEEE Transactions on Vehicular Technology.

[42]  Pierluigi Pisu,et al.  A LMI-based supervisory robust control for hybrid vehicles , 2003, Proceedings of the 2003 American Control Conference, 2003..

[43]  Edwin Tazelaar,et al.  Driving cycle characterization and generation, for design and control of fuel cell buses , 2009 .

[44]  Stephen P. Boyd,et al.  CVXGEN: a code generator for embedded convex optimization , 2011, Optimization and Engineering.

[45]  Zeyu Chen,et al.  Particle swarm optimization-based optimal power management of plug-in hybrid electric vehicles considering uncertain driving conditions , 2016 .

[46]  Yanjun Huang,et al.  Model predictive control-based energy management strategy for a series hybrid electric tracked vehicle , 2016 .

[47]  M Maarten Steinbuch,et al.  Optimal Energy Management in Hybrid Electric Trucks Using Route Information , 2010 .

[48]  Stefan Jakubek,et al.  Hybrid powertrain control using optimization and cycle based predictive control algorithms , 2011, 2011 9th IEEE International Conference on Control and Automation (ICCA).

[49]  Yong Zhang,et al.  Optimal energy management for a series–parallel hybrid electric bus , 2009 .

[50]  R. Trigui,et al.  Predictive energy management of hybrid vehicle , 2008, 2008 IEEE Vehicle Power and Propulsion Conference.

[51]  Junmin Wang,et al.  A Parallel Hybrid Electric Vehicle Energy Management Strategy Using Stochastic Model Predictive Control With Road Grade Preview , 2015, IEEE Transactions on Control Systems Technology.

[52]  Bo Egardt,et al.  Predictive energy management of hybrid long-haul trucks , 2015 .

[53]  Yang Bin,et al.  Optimal Power Management for Vehicle Hybrid Electric System using Look-ahead Route Information , 2010 .

[54]  Ji Wang,et al.  Counterexample-Preserving Reduction for Symbolic Model Checking , 2013, ICTAC.

[55]  Xiaohui Li,et al.  Real-Time Trajectory Planning for Autonomous Urban Driving: Framework, Algorithms, and Verifications , 2016, IEEE/ASME Transactions on Mechatronics.

[56]  H.K. Fathy,et al.  Online vehicle mass estimation using recursive least squares and supervisory data extraction , 2008, 2008 American Control Conference.

[57]  Hongwen He,et al.  A Method for Identification of Driving Patterns in Hybrid Electric Vehicles Based on a LVQ Neural Network , 2012 .

[58]  Huei Peng,et al.  Control of a Hybrid Electric Truck Based on Driving Pattern Recognition , 2002 .

[59]  Tae-Kyung Lee,et al.  Synthesis of Real-World Driving Cycles and Their Use for Estimating PHEV Energy Consumption and Charging Opportunities: Case Study for Midwest/U.S. , 2011, IEEE Transactions on Vehicular Technology.

[60]  Yi Lu Murphey,et al.  Intelligent Hybrid Vehicle Power Control—Part I: Machine Learning of Optimal Vehicle Power , 2012, IEEE Transactions on Vehicular Technology.

[61]  Stefano Di Cairano,et al.  Driver-assist steering by active front steering and differential braking: Design, implementation and experimental evaluation of a switched model predictive control approach , 2010, 49th IEEE Conference on Decision and Control (CDC).

[62]  Andreas A. Malikopoulos.  Supervisory Power Management Control Algorithms for Hybrid Electric Vehicles: A Survey , 2014, IEEE Transactions on Intelligent Transportation Systems.

[63]  Hao Ying,et al.  Fuzzy Gain-Scheduling Proportional–Integral Control for Improving Engine Power and Speed Behavior in a Hybrid Electric Vehicle , 2009, IEEE Transactions on Vehicular Technology.

[64]  Christian Beidl,et al.  Energy Management of Hybrid Electric Powertrain using Predictive Trajectory Planning Based on Direct Optimal Control , 2015 .

[65]  Yuhua Zhang,et al.  Intelligent HEV Fuzzy Logic Control Strategy Based on Identification and Prediction of Drive Cycle and Driving Trend , 2015 .

[66]  Ilya V. Kolmanovsky,et al.  Ultracapacitor Assisted Powertrains: Modeling, Control, Sizing, and the Impact on Fuel Economy , 2011, IEEE Transactions on Control Systems Technology.

[67]  Hubert H. Chin,et al.  A selection algorithm for power controller unit of hybrid vehicles , 2011, 2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC).

[68]  Min Xu,et al.  Optimal energy management strategy for battery powered electric vehicles , 2014 .

[69]  Wpmh Maurice Heemels,et al.  Advanced energy management strategies for vehicle power nets , 2003 .

[70]  Hongwen He,et al.  Global Optimal Energy Management Strategy Research for a Plug-In Series-Parallel Hybrid Electric Bus by Using Dynamic Programming , 2013 .

[71]  Yanjun Huang,et al.  A Comparative Study of the Energy-Saving Controllers for Automotive Air-Conditioning/Refrigeration Systems , 2017 .

[72]  Hongwen He,et al.  Model Predictive Control Based Energy Management Strategy for a Plug-In Hybrid Electric Vehicle , 2015 .

[73]  Dirk Abel,et al.  Comparison of Two Real-Time Predictive Strategies for the Optimal Energy Management of a Hybrid Electric Vehicle , 2007 .

[74]  Chan-Chiao Lin,et al.  Modeling and control strategy development for hybrid vehicles. , 2004 .

[75]  Ian A. Hiskens,et al.  A Decentralized MPC Strategy for Charging Large Populations of Plug-In Electric Vehicles , 2011 .

[76]  Daniel F. Opila,et al.  Real-Time Implementation and Hardware Testing of a Hybrid Vehicle Energy Management Controller Based on Stochastic Dynamic Programming , 2013 .

[77]  Aldo Sorniotti,et al.  Power split strategies for hybrid energy storage systems for vehicular applications , 2014 .

[78]  Stephen P. Boyd,et al.  Finding Ultimate Limits of Performance for Hybrid Electric Vehicles , 2000 .

[79]  Carla Silva,et al.  A new offline optimization approach for designing a fuel cell hybrid bus , 2014 .

[80]  Thierry-Marie Guerra,et al.  Equivalent consumption minimization strategy for parallel hybrid powertrains , 2002, Vehicular Technology Conference. IEEE 55th Vehicular Technology Conference. VTC Spring 2002 (Cat. No.02CH37367).

[81]  Huei Peng,et al.  Power management strategy for a parallel hybrid electric truck , 2003, IEEE Trans. Control. Syst. Technol..

[82]  L. Guzzella,et al.  Control of hybrid electric vehicles , 2007, IEEE Control Systems.

[83]  Manuel Moreno-Eguilaz,et al.  Drive Cycle Identification and Energy Demand Estimation for Refuse-Collecting Vehicles , 2015, IEEE Transactions on Vehicular Technology.

[84]  Felipe Jiménez,et al.  System for Road Vehicle Energy Optimization Using Real Time Road and Traffic Information , 2014 .

[85]  D. Hrovat,et al.  Hybrid Model Predictive Control of Direct Injection Stratified Charge Engines , 2006, IEEE/ASME Transactions on Mechatronics.

[86]  Kentaro Watanabe,et al.  Development of Integrated Powertrain Simulation for Hybrid Electric Vehicles Considering Total Energy Management , 2012 .

[87]  Junqi Yang,et al.  Model Predictive Control for Connected Hybrid Electric Vehicles , 2015 .

[88]  M. Steinbuch,et al.  Predictive gear shift control for a parallel Hybrid Electric Vehicle , 2011, 2011 IEEE Vehicle Power and Propulsion Conference.

[89]  M Steinbuch,et al.  Velocity trajectory optimization in Hybrid Electric trucks , 2010, Proceedings of the 2010 American Control Conference.

[90]  Xiaosong Hu,et al.  Velocity Predictors for Predictive Energy Management in Hybrid Electric Vehicles , 2015, IEEE Transactions on Control Systems Technology.

[91]  F. R. Salmasi,et al.  Control Strategies for Hybrid Electric Vehicles: Evolution, Classification, Comparison, and Future Trends , 2007, IEEE Transactions on Vehicular Technology.

[92]  Giorgio Rizzoni,et al.  Control development for a hybrid-electric sport-utility vehicle: strategy, implementation and field test results , 2001, Proceedings of the 2001 American Control Conference. (Cat. No.01CH37148).

[93]  Nasser L. Azad,et al.  Real-time predictive control strategy for a plug-in hybrid electric powertrain , 2015 .

[94]  Yi Lu Murphey,et al.  Intelligent Vehicle Power Control Based on Machine Learning of Optimal Control Parameters and Prediction of Road Type and Traffic Congestion , 2009, IEEE Transactions on Vehicular Technology.

[95]  Yanjun Huang,et al.  A predictive power management controller for service vehicle anti-idling systems without a priori information , 2016 .

[96]  Giorgio Rizzoni,et al.  Optimal energy management in series hybrid electric vehicles , 2000, Proceedings of the 2000 American Control Conference. ACC (IEEE Cat. No.00CH36334).

[97]  Martin Lehnert,et al.  Prediction of power demand for hybrid vehicles operating in fixed-route service , 2008 .

[98]  Fengjun Yan,et al.  Hybrid Electric Vehicle Model Predictive Control Torque-Split Strategy Incorporating Engine Transient Characteristics , 2012, IEEE Transactions on Vehicular Technology.

[99]  Andreas Sumper,et al.  Energy management of flywheel-based energy storage device for wind power smoothing , 2013 .

[100]  A.G. Beccuti,et al.  Explicit Hybrid Model Predictive Control of the dc-dcBoost Converter , 2007, 2007 IEEE Power Electronics Specialists Conference.

[101]  Bo Egardt,et al.  Assessing the Potential of Predictive Control for Hybrid Vehicle Powertrains Using Stochastic Dynamic Programming , 2005, IEEE Transactions on Intelligent Transportation Systems.

[102]  Nasser L. Azad,et al.  A robust safety-oriented autonomous cruise control scheme for electric vehicles based on model predictive control and online sequential extreme learning machine with a hyper-level fault tolerance-based supervisor , 2015, Neurocomputing.

[103]  Yi Lu Murphey,et al.  Intelligent vehicle power management using machine learning and fuzzy logic , 2008, 2008 IEEE International Conference on Fuzzy Systems (IEEE World Congress on Computational Intelligence).

[104]  Zheng Chen,et al.  Energy management of a power-split plug-in hybrid electric vehicle based on genetic algorithm and quadratic programming , 2014 .

[105]  M. Wohlfahrt‐Mehrens,et al.  Ageing mechanisms in lithium-ion batteries , 2005 .

[106]  Alberto Bemporad,et al.  Stochastic MPC With Learning for Driver-Predictive Vehicle Control and its Application to HEV Energy Management , 2014, IEEE Transactions on Control Systems Technology.

[107]  P. G. Gipps,et al.  A behavioural car-following model for computer simulation , 1981 .

[108]  W. P. M. H. Heemels,et al.  Energy management strategies for vehicular electric power systems , 2005, IEEE Transactions on Vehicular Technology.

[109]  Shuo Zhang,et al.  Model predictive control for power management in a plug-in hybrid electric vehicle with a hybrid energy storage system , 2017 .

[110]  Fengchun Sun,et al.  The Role of Velocity Forecasting in Adaptive-ECMS for Hybrid Electric Vehicles , 2015 .

[111]  K. T. Chau,et al.  Overview of power management in hybrid electric vehicles , 2002 .

[112]  Yanjun Huang,et al.  Modelling and optimal energy-saving control of automotive air-conditioning and refrigeration systems , 2017 .

[113]  Gregory N. Washington,et al.  Mechatronic design and control of hybrid electric vehicles , 2000 .

[114]  Reza Langari,et al.  Integrated drive cycle analysis for fuzzy logic based energy management in hybrid vehicles , 2003, The 12th IEEE International Conference on Fuzzy Systems, 2003. FUZZ '03..

[115]  Simos A. Evangelou,et al.  Real-time control strategy to maximize hybrid electric vehicle powertrain efficiency , 2014 .

[116]  Xi Shen,et al.  A Data-driven Online Identification and Control Optimization Approach applied to a Hybrid Electric Powertrain System , 2012 .

[117]  Sajjad Fekri,et al.  Fast Model Predictive Control and its Application to Energy Management of Hybrid Electric Vehicles , 2011 .

[118]  Hongwen He,et al.  Application Study on the Dynamic Programming Algorithm for Energy Management of Plug-in Hybrid Electric Vehicles , 2015 .

[119]  Matthieu Dubarry,et al.  From driving cycle analysis to understanding battery performance in real-life electric hybrid vehicle operation , 2007 .

[120]  A. Meintz,et al.  Designing efficient hybrid electric vehicles , 2009, IEEE Vehicular Technology Magazine.

[121]  Thierry Marie Guerra,et al.  Simulation and assessment of power control strategies for a parallel hybrid car , 2000 .

[122]  Alberto Bemporad,et al.  An MPC design flow for automotive control and applications to idle speed regulation , 2008, 2008 47th IEEE Conference on Decision and Control.

[123]  Stefan Jakubek,et al.  Nonlinear model predictive energy management controller with load and cycle prediction for non-road HEV , 2015 .

[124]  Hong Chen,et al.  Energy management of a parallel hybrid electric vehicle with CVT using model predictive control , 2016, 2016 35th Chinese Control Conference (CCC).

[125]  Martina Josevski,et al.  Energy Management of Parallel Hybrid Electric Vehicles based on Stochastic Model Predictive Control , 2014 .

[126]  Reza Langari,et al.  Intelligent energy management agent for a parallel hybrid vehicle-part I: system architecture and design of the driving situation identification process , 2005, IEEE Transactions on Vehicular Technology.

[127]  Y. Yokoi,et al.  Driving pattern prediction for an energy management system of hybrid electric vehicles in a specific driving course , 2004, 30th Annual Conference of IEEE Industrial Electronics Society, 2004. IECON 2004.

[128]  M. Farrokhi,et al.  Optimal neuro-fuzzy control of parallel hybrid electric vehicles , 2005, 2005 IEEE Vehicle Power and Propulsion Conference.

[129]  J. Apt,et al.  Lithium-ion battery cell degradation resulting from realistic vehicle and vehicle-to-grid utilization , 2010 .

[130]  Yaoyu Li,et al.  Trip based optimal power management of plug-in hybrid electric vehicles using gas-kinetic traffic flow model , 2008, 2008 American Control Conference.

[131]  Chee Wei Tan,et al.  A review of energy sources and energy management system in electric vehicles , 2013 .

[132]  Chao Ma,et al.  Real-Time Control Strategy of Elman Neural Network for the Parallel Hybrid Electric Vehicle , 2014, J. Appl. Math..

[133]  Iqbal Husain,et al.  Electric and hybrid vehicles : design fundamentals , 2003 .

[134]  Yaoyu Li,et al.  Power management of plug-in hybrid electric vehicles using neural network based trip modeling , 2009, 2009 American Control Conference.

[135]  Martin T. Hagan,et al.  Neural network design , 1995 .

[136]  Martina Josevski,et al.  Multi-time scale model predictive control framework for energy management of hybrid electric vehicles , 2014, 53rd IEEE Conference on Decision and Control.

[137]  Seung-Ki Sul,et al.  Torque control strategy for a parallel hybrid vehicle using fuzzy logic , 1998, Conference Record of 1998 IEEE Industry Applications Conference. Thirty-Third IAS Annual Meeting (Cat. No.98CH36242).

[138]  Chunting Chris Mi,et al.  A novel energy management method for series plug-in hybrid electric vehicles , 2015 .

[139]  Yangsheng Xu,et al.  A novel power control strategy of series hybrid electric vehicle , 2007, 2007 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[140]  Yuan Zou,et al.  Reinforcement Learning of Adaptive Energy Management With Transition Probability for a Hybrid Electric Tracked Vehicle , 2015, IEEE Transactions on Industrial Electronics.

[141]  Sergio M. Savaresi,et al.  Least costly energy management for series hybrid electric vehicles , 2015, ArXiv.

[142]  Jordi Riera,et al.  Energy management strategies for hybrid electric vehicles , 2003, IEEE International Electric Machines and Drives Conference, 2003. IEMDC'03..

[143]  H. A. Borhan,et al.  Model predictive control of a power-split Hybrid Electric Vehicle with combined battery and ultracapacitor energy storage , 2010, Proceedings of the 2010 American Control Conference.

[144]  Hosam K. Fathy,et al.  A Stochastic Optimal Control Approach for Power Management in Plug-In Hybrid Electric Vehicles , 2011, IEEE Transactions on Control Systems Technology.

[145]  Chao Yang,et al.  Driving-behavior-aware stochastic model predictive control for plug-in hybrid electric buses , 2016 .

[146]  Alex Stojcevski,et al.  Challenges of electric power management in hybrid and electric vehicles , 2014, 2014 Australasian Universities Power Engineering Conference (AUPEC).

[147]  Viktor Larsson,et al.  Route optimized energy management of plug-in hybrid electric vehicles , 2014 .

[148]  Alexander David Styler,et al.  Model Predictive Control with Uncertainty in Human Driven Systems , 2013, AAAI.

[149]  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).

[150]  Mashrur Chowdhury,et al.  Forward power-train energy management modeling for assessing benefits of integrating predictive traffic data into plug-in-hybrid electric vehicles , 2012 .

[151]  Sun Jing,et al.  Adaptive model predictive control for hybrid electric vehicles power management , 2013, Proceedings of the 32nd Chinese Control Conference.

[152]  Hari Om Bansal,et al.  A Review of Optimal Energy Management Strategies for Hybrid Electric Vehicle , 2014 .

[153]  Christian Kirches,et al.  qpOASES: a parametric active-set algorithm for quadratic programming , 2014, Mathematical Programming Computation.

[154]  Michael Back,et al.  PREDICTIVE CONTROL OF DRIVETRAINS , 2002 .

[155]  Nikolce Murgovski,et al.  Look-ahead Vehicle Energy Management with Traffic Predictions , 2015 .

[156]  Reza Langari,et al.  Fuzzy torque distribution control for a parallel hybrid vehicle , 2002, Expert Syst. J. Knowl. Eng..

[157]  Srdjan M. Lukic,et al.  Review of driving conditions prediction and driving style recognition based control algorithms for hybrid electric vehicles , 2011, 2011 IEEE Vehicle Power and Propulsion Conference.

[158]  Junmin Wang,et al.  A two-level stochastic approach to optimize the energy management strategy for fixed-route hybrid electric vehicles , 2016 .

[159]  Rubiyah Yusof,et al.  A review on the applications of driving data and traffic information for vehicles׳ energy conservation , 2014 .

[160]  Umit Ozguner,et al.  Real-time energy management and sensitivity study for hybrid electric vehicles , 2011, Proceedings of the 2011 American Control Conference.

[161]  Yi Zhang,et al.  Fuzzy multi-objective control strategy for parallel hybrid electric vehicle , 2012 .

[162]  Hongwen He,et al.  Energy management strategy research on a hybrid power system by hardware-in-loop experiments , 2013 .

[163]  Stephen P. Boyd,et al.  Fast Model Predictive Control Using Online Optimization , 2010, IEEE Transactions on Control Systems Technology.

[164]  Matthias Schultalbers,et al.  Solution of a Hybrid Optimal Control Problem For a Parallel Hybrid Vehicle , 2013 .

[165]  Balaji Sampathnarayanan,et al.  Model Predictive Control as an Energy Management Strategy for Hybrid Electric Vehicles , 2009 .

[166]  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.

[167]  Jonn Axsen,et al.  Hybrid, Plug-in Hybrid, or Electric - What Do Car Buyers Want? , 2013 .

[168]  Pei Zhang,et al.  A comprehensive analysis of energy management strategies for hybrid electric vehicles based on bibliometrics , 2015 .

[169]  Chao Yang,et al.  Multimode Energy Management for Plug-In Hybrid Electric Buses Based on Driving Cycles Prediction , 2016, IEEE Transactions on Intelligent Transportation Systems.

[170]  Kok Lay Teo,et al.  Min-max optimal control of linear systems with uncertainty and terminal state constraints , 2013, Autom..

[171]  Alberto Bemporad,et al.  Hybrid Modeling, Identification, and Predictive Control: An Application to Hybrid Electric Vehicle Energy Management , 2009, HSCC.

[172]  Robert R. Bitmead,et al.  Robust constrained predictive control using comparison model , 2005, Autom..

[173]  M. A. Fayazbakhsh,et al.  Theoretical and experimental investigation into anti-idling A/C system for trucks , 2015 .

[174]  Keith Wipke,et al.  HEV Control Strategy for Real-Time Optimization of Fuel Economy and Emissions , 2000 .

[175]  Mutasim A. Salman,et al.  Fuzzy logic control for parallel hybrid vehicles , 2002, IEEE Trans. Control. Syst. Technol..