Multi-objective optimum energy management strategies for parallel hybrid electric vehicles: A comparative study

被引:35
|
作者
Nassar, Mohamed Y. [1 ]
Shaltout, Mohamed L. [1 ,2 ]
Hegazi, Hesham A. [1 ,3 ]
机构
[1] Cairo Univ, Fac Engn, Mech Design & Prod Engn Dept, Giza 12613, Egypt
[2] Univ Sci & Technol, Renewable Energy Engn Dept, Zewail City Sci & Technol, Giza 12578, Egypt
[3] German Univ Cairo, Fac Engn & Mat Sci, Design & Prod Engn Dept, Cairo 11835, Egypt
关键词
Parallel hybrid electric vehicles; Energy management strategy; Genetic algorithm; Multi-objective optimization; Fuel consumption; Battery life; OPTIMIZATION; PARAMETERS; ALGORITHMS; MODELS;
D O I
10.1016/j.enconman.2023.116683
中图分类号
O414.1 [热力学];
学科分类号
摘要
In this study, multi-objective optimum energy management strategies are developed for pre-and post-transmission parallel hybrid electric vehicles. The first strategy aims to improve fuel economy and electric system efficiency, while the second strategy adds the improvement in battery performance and life. Multi-objective genetic algorithm is adopted to solve the formulated optimum energy management problems, hence generates optimum control inputs for each drivetrain configuration. Mathematical models of vehicle dynamics and drivetrain components are integrated with the developed strategies in a simulation environment. Results for both strategies are compared to a baseline rule-based energy management strategy, commonly used as a benchmark in literature. Additionally, both drivetrain configurations are compared and analyzed through different standard driving cycles. The results show the significant improvement in battery performance due to its consideration in the energy management strategy, with either null or positive effect on fuel consumption. Additionally, the results of pre-transmission drivetrain configuration show noticeable improvement in battery performance as compared to the post-transmission results.
引用
收藏
页数:13
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