Power management optimization in plug-in hybrid electric vehicles subject to uncertain driving cycles
Optimization of power management in plug-in hybrid electric vehicles (PHEVs) with dual-power-source plays a critical role in achieving higher fuel economy and less pollutant emissions. In this study, power management and optimal control strategies in PHEVs have been investigated subject to uncertain...
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Published in | eTransportation (Amsterdam) Vol. 3; p. 100029 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
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Elsevier B.V
01.02.2020
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ISSN | 2590-1168 2590-1168 |
DOI | 10.1016/j.etran.2019.100029 |
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Abstract | Optimization of power management in plug-in hybrid electric vehicles (PHEVs) with dual-power-source plays a critical role in achieving higher fuel economy and less pollutant emissions. In this study, power management and optimal control strategies in PHEVs have been investigated subject to uncertain driving cycles of individual drivers for particular trips. First, a stochastic driving cycle is constructed to more accurately model the dynamic characteristics of the uncertain driving cycles, derived from the historic record of individual drivers. Finite-horizon stochastic dynamic programming is adapted to globally optimize the vehicle performance in stochastic sense. Simulation results show that the proposed strategy significantly improves fuel economy, indicating the present optimization approach is very effective in exploring the potential of the hybridization of power train. A higher discretization of (that is, with smaller step sizes in) vehicle dynamics state variables (vehicle velocity, power demand and battery state of charge) has a positive impact on the fuel economy while the limitation of driving operability actually degrades the fuel economy. The commuting time with doubly truncated normal distribution slightly enhances the fuel economy in comparison with uniform distribution. In addition, there exists a tradeoff between the fuel economy and the pollutant emissions. These results could be utilized as a guideline for the design of PHEVs with different objectives.
•Developed a novel driver-oriented power management strategy for PHEVs.•Constructed a stochastic model for the dynamics of uncertain driving cycles.•Achieved much better fuel economy compared to the rule-based power management.•Analyzed parametric effect of commuting time distribution on PHEV performance. |
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AbstractList | Optimization of power management in plug-in hybrid electric vehicles (PHEVs) with dual-power-source plays a critical role in achieving higher fuel economy and less pollutant emissions. In this study, power management and optimal control strategies in PHEVs have been investigated subject to uncertain driving cycles of individual drivers for particular trips. First, a stochastic driving cycle is constructed to more accurately model the dynamic characteristics of the uncertain driving cycles, derived from the historic record of individual drivers. Finite-horizon stochastic dynamic programming is adapted to globally optimize the vehicle performance in stochastic sense. Simulation results show that the proposed strategy significantly improves fuel economy, indicating the present optimization approach is very effective in exploring the potential of the hybridization of power train. A higher discretization of (that is, with smaller step sizes in) vehicle dynamics state variables (vehicle velocity, power demand and battery state of charge) has a positive impact on the fuel economy while the limitation of driving operability actually degrades the fuel economy. The commuting time with doubly truncated normal distribution slightly enhances the fuel economy in comparison with uniform distribution. In addition, there exists a tradeoff between the fuel economy and the pollutant emissions. These results could be utilized as a guideline for the design of PHEVs with different objectives. Optimization of power management in plug-in hybrid electric vehicles (PHEVs) with dual-power-source plays a critical role in achieving higher fuel economy and less pollutant emissions. In this study, power management and optimal control strategies in PHEVs have been investigated subject to uncertain driving cycles of individual drivers for particular trips. First, a stochastic driving cycle is constructed to more accurately model the dynamic characteristics of the uncertain driving cycles, derived from the historic record of individual drivers. Finite-horizon stochastic dynamic programming is adapted to globally optimize the vehicle performance in stochastic sense. Simulation results show that the proposed strategy significantly improves fuel economy, indicating the present optimization approach is very effective in exploring the potential of the hybridization of power train. A higher discretization of (that is, with smaller step sizes in) vehicle dynamics state variables (vehicle velocity, power demand and battery state of charge) has a positive impact on the fuel economy while the limitation of driving operability actually degrades the fuel economy. The commuting time with doubly truncated normal distribution slightly enhances the fuel economy in comparison with uniform distribution. In addition, there exists a tradeoff between the fuel economy and the pollutant emissions. These results could be utilized as a guideline for the design of PHEVs with different objectives. •Developed a novel driver-oriented power management strategy for PHEVs.•Constructed a stochastic model for the dynamics of uncertain driving cycles.•Achieved much better fuel economy compared to the rule-based power management.•Analyzed parametric effect of commuting time distribution on PHEV performance. |
ArticleNumber | 100029 |
Author | Qin, Yanzhou Li, Xianguo Zhang, Hongtao Liu, Xinzhi Yan, Jinyue |
Author_xml | – sequence: 1 givenname: Hongtao surname: Zhang fullname: Zhang, Hongtao organization: 20/20 Laboratory for Fuel Cell and Green Energy RD&D, Department of Mechanical and Mechatronics Engineering, University of Waterloo, Waterloo, ON, Canada, N2L 3G1 – sequence: 2 givenname: Yanzhou surname: Qin fullname: Qin, Yanzhou organization: 20/20 Laboratory for Fuel Cell and Green Energy RD&D, Department of Mechanical and Mechatronics Engineering, University of Waterloo, Waterloo, ON, Canada, N2L 3G1 – sequence: 3 givenname: Xianguo surname: Li fullname: Li, Xianguo email: xianguo.li@uwaterloo.ca organization: 20/20 Laboratory for Fuel Cell and Green Energy RD&D, Department of Mechanical and Mechatronics Engineering, University of Waterloo, Waterloo, ON, Canada, N2L 3G1 – sequence: 4 givenname: Xinzhi surname: Liu fullname: Liu, Xinzhi organization: Department of Applied Mathematics, University of Waterloo, Waterloo, ON, Canada, N2L 3G1 – sequence: 5 givenname: Jinyue surname: Yan fullname: Yan, Jinyue organization: School of Sustainable Development of Society and Technology, Mälardalen University, 721 23 Västerås, Sweden & Department of Chemical Engineering and Technology/Energy Processes, Royal Institute of Technology (KTH), 100 44, Stockholm, Sweden |
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Cites_doi | 10.1016/j.jpowsour.2004.12.025 10.1504/IJEHV.2007.014448 10.1016/j.rser.2007.05.003 10.1016/j.jpowsour.2010.03.057 10.1109/TCST.2010.2043736 10.3141/2139-08 10.1109/41.704891 10.1109/TVT.2005.847211 10.1109/87.998036 10.3166/ejc.11.509-524 10.1109/TVT.2007.899933 10.1109/TVT.2008.921622 10.1109/TCST.2003.815606 10.1007/s12239-008-0007-8 10.1016/j.jpowsour.2009.09.070 10.1109/TCST.2007.894649 10.1109/JPROC.2007.892489 10.1016/j.enpol.2010.01.006 10.1109/TIE.2006.870880 10.1016/j.jpowsour.2010.07.001 10.1088/1748-9326/3/1/014003 10.1109/TPEL.2006.872373 10.1016/j.jpowsour.2004.12.022 10.1109/TVT.2010.2090178 |
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Keywords | Stochastic dynamic programming Plug-in hybrid electric vehicles (PHEVs) Power management Optimal control Power split |
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SubjectTerms | Optimal control Plug-in hybrid electric vehicles (PHEVs) Power management Power split Stochastic dynamic programming |
Title | Power management optimization in plug-in hybrid electric vehicles subject to uncertain driving cycles |
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