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 ineTransportation (Amsterdam) Vol. 3; p. 100029
Main Authors Zhang, Hongtao, Qin, Yanzhou, Li, Xianguo, Liu, Xinzhi, Yan, Jinyue
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.02.2020
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ISSN2590-1168
2590-1168
DOI10.1016/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.
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
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  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
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  givenname: Xinzhi
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  givenname: Jinyue
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  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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Keywords Stochastic dynamic programming
Plug-in hybrid electric vehicles (PHEVs)
Power management
Optimal control
Power split
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Snippet 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...
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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
URI https://dx.doi.org/10.1016/j.etran.2019.100029
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