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Optimal energy management strategy for plug-in hybrid electric vehicles based on a combined clustering analysis

机译：基于组合聚类分析的插入式混合动力电动汽车最佳能量管理策略

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摘要

Based on the optimization results of dynamic programming, this paper proposes an optimal rule design method for a series-parallel plug-in hybrid electric vehicle mode division strategy combining K-means clustering and improved artificial bee colony. The improved artificial bee colony algorithm uses the average of the sum of the squares of the distances method to initialize the colony to overcome the randomness of initialization and best utilize the useful information, constructs a fitness function adapted to the clustering analysis, and introduces an acceleration factor into the search equation to dynamically adjusted search scope. Combining the improved artificial bee colony algorithm with the K-means clustering algorithm, the clustering performance is improved and the optimal rule-based mode division strategy is obtained. The simulation results show that the new strategy reduces fuel consumption by 4.78% and electricity consumption by 1.81% comparing with the original strategy.
机译：基于动态规划的优化结果，本文提出了一种用于串联插件混合动力电动车模式划分策略的最佳规则设计方法，组合K-Means聚类和改进的人工蜂菌落。改进的人造群菌落算法使用距离方法的平方和初始化污染物的平均量来克服初始化的随机性并最佳利用有用信息，构建适应聚类分析的健身功能，并引入加速度因子进入搜索方程以动态调整搜索范围。将改进的人工蜂菌落算法与K-means聚类算法组合，改善了聚类性能，获得了最佳规则的模式分割策略。仿真结果表明，与原始策略相比，新策略将燃料消耗降低了4.78％，电力消耗减少1.81％。

著录项

  • 来源
    《Applied Mathematical Modelling》 |2021年第6期|49-67|共19页
  • 作者

    Jianan Zhang; Liang Chu; Xu Wang; Chong Guo; Zicheng Fu; Di Zhao;

  • 作者单位

    College of Automotive Engineering Jilin university 5988 Renmin Street Changchun City China;

    College of Automotive Engineering Jilin university 5988 Renmin Street Changchun City China;

    China Automotive Technology and Research Center Co. Ltd 68 Xianfeng East Road Tianjin City China;

    College of Automotive Engineering Jilin university 5988 Renmin Street Changchun City China;

    College of Automotive Engineering Jilin university 5988 Renmin Street Changchun City China;

    College of Automotive Engineering Jilin university 5988 Renmin Street Changchun City China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Plug-in hybrid electric vehicle; Dynamic programming; K-Means clustering; Improved artificial bee colony;

    机译：插入式混合动力电动车;动态编程;K-means聚类;改善人造蜜蜂殖民地;

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