Pareto Front of Energy Storage Size and Series HEV Fuel Economy Using Bandwidth-Based Control Strategy

The hybrid electric vehicle (HEV) offers superior fuel economy (FE) compared to the conventional counterpart; yet, it is costlier. To optimize an HEV design, both energy storage cost-one of the major contributors in overall cost-and FE are often set as objective functions in optimization processes. The techniques applied to manage the power flow between powertrain energy sources and sinks significantly affect the results of this optimization. In this paper, an advanced bandwidth-based control strategy teamed up with a duty ratio control strategy is applied and a Pareto Frontier, including energy storage system (ESS) costs and FEs, for a series HEV (SHEV) with limited all-electric-mode is introduced. The bandwidth-based control allows the SHEV's advantage in engine efficiency management to be extended to the lighter ESS as compared to the ESS sizes in vehicles available in the market. To produce the Pareto Frontier, a vehicle model created in the powertrain modeling environment Autonomie is customized and used in parallel-mode multiobjective genetic algorithm (MOGA) optimization. It is noted that the approach proposed here is not claimed to be a global optimal solution but instead is an improvement over typical solutions used in real vehicles based on constraints such as the need to implement on a practical real-time controller.

[1]  Yangsheng Xu,et al.  Multi-Objective Genetic Algorithm for Hybrid Electric Vehicle Parameter Optimization , 2006, 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[2]  Xiaosong Hu,et al.  Energy efficiency analysis of a series plug-in hybrid electric bus with different energy management strategies and battery sizes , 2013 .

[3]  Lino Guzzella,et al.  Engine On/Off Control for the Energy Management of a Serial Hybrid Electric Bus via Convex Optimization , 2014, IEEE Transactions on Vehicular Technology.

[4]  Ali Emadi,et al.  Modern electric, hybrid electric, and fuel cell vehicles : fundamentals, theory, and design , 2009 .

[5]  Xiaosong Hu,et al.  Comparison of Three Electrochemical Energy Buffers Applied to a Hybrid Bus Powertrain With Simultaneous Optimal Sizing and Energy Management , 2014, IEEE Transactions on Intelligent Transportation Systems.

[6]  Takaji Umeno,et al.  Development of Free Piston Engine Linear Generator System Part 1 - Investigation of Fundamental Characteristics , 2014 .

[7]  Jorge Moreno,et al.  Energy-management system for a hybrid electric vehicle, using ultracapacitors and neural networks , 2006, IEEE Transactions on Industrial Electronics.

[8]  Michael Mazzola,et al.  High bandwidth energy storage devices for HEV/EV energy storage system , 2014, 2014 IEEE Transportation Electrification Conference and Expo (ITEC).

[9]  Michael Mazzola,et al.  Pareto frontier of energy storage costs-fuel economies for a series HEY using bandwidth based control strategy , 2015, 2015 IEEE Transportation Electrification Conference and Expo (ITEC).

[10]  Joachim Bocker,et al.  Optimal energy management for a hybrid energy storage system combining batteries and double layer capacitors , 2009, 2009 IEEE Energy Conversion Congress and Exposition.

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

[12]  Arturo de Risi,et al.  Super-capacitors fuel-cell hybrid electric vehicle optimization and control strategy development , 2007 .

[13]  B. Asaei,et al.  Optimum Design of Series Hybrid Electric Buses by Genetic Algorithm , 2005, Proceedings of the IEEE International Symposium on Industrial Electronics, 2005. ISIE 2005..

[14]  Sheldon S. Williamson,et al.  Optimal design of a parallel Hybrid Electric Vehicle using multi-objective genetic algorithms , 2009, 2009 IEEE Vehicle Power and Propulsion Conference.

[15]  Takaji Umeno,et al.  Development of Free Piston Engine Linear Generator System Part 2 - Investigation of Control System for Generator , 2014 .

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

[17]  Matthew Doude,et al.  A hybrid electric vehicle with minimal energy storage system , 2014, 2014 IEEE Transportation Electrification Conference and Expo (ITEC).

[18]  Bo Egardt,et al.  Optimal Dimensioning and Power Management of a Fuel Cell/Battery Hybrid Bus via Convex Programming , 2015, IEEE/ASME Transactions on Mechatronics.

[19]  Alireza Khaligh,et al.  Battery, Ultracapacitor, Fuel Cell, and Hybrid Energy Storage Systems for Electric, Hybrid Electric, Fuel Cell, and Plug-In Hybrid Electric Vehicles: State of the Art , 2010, IEEE Transactions on Vehicular Technology.

[20]  Huei Peng,et al.  Modeling and Control of a Power-Split Hybrid Vehicle , 2008, IEEE Transactions on Control Systems Technology.

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

[22]  Chenghui Zhang,et al.  PSO algorithm-based parameter optimization for HEV powertrain and its control strategy , 2008 .

[23]  Christopher H. Onder,et al.  Stochastic dynamic programming for the energy management of a serial hybrid electric bus , 2015 .

[24]  Michael S. Mazzola,et al.  An Innovative Engine/Generator Control Algorithm for Minimizing Battery in a Hybrid Electric Vehicle with Series Architecture of Power Train , 2015 .

[25]  Amory B. Lovins,et al.  Vehicle Design Strategies to Meet and Exceed PNGV Goals , 1995 .

[26]  Huei Peng,et al.  Optimal Control of Hybrid Electric Vehicles Based on Pontryagin's Minimum Principle , 2011, IEEE Transactions on Control Systems Technology.

[27]  J. C. Balda,et al.  Design methodology of a combined battery-ultracapacitor energy storage unit for vehicle power management , 2003, IEEE 34th Annual Conference on Power Electronics Specialist, 2003. PESC '03..

[28]  Xiaosong Hu,et al.  Combined Optimal Sizing and Control for a Hybrid Tracked Vehicle , 2012 .

[29]  Binggang Cao,et al.  Component sizing optimization of plug-in hybrid electric vehicles , 2011 .

[30]  Xiaosong Hu,et al.  Longevity-conscious dimensioning and power management of the hybrid energy storage system in a fuel cell hybrid electric bus , 2015 .

[31]  Xiaosong Hu,et al.  Comparison of Velocity Forecasting Strategies for Predictive Control in HEVs , 2014 .