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Dynamic programming for New Energy Vehicles based on their work modes part Ⅰ: Electric Vehicles and Hybrid Electric Vehicles

机译:基于工作模式的新能源汽车动态编程第一部分:电动汽车和混合动力电动汽车

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摘要

Currently, there are four great challenges in the applications of dynamic programming on new energy vehicles. Apart from the two common dynamic programming problems of the interpolation leakage and the dimension disaster introduced in existing literature, two new problems are found in our study, which are the standardization problem and the Markov problem. In this series of two papers, we introduce our research how to solve these four main problems of dynamic programming in the applications on new energy vehicles. The first paper mainly presents our research on electric vehicles and hybrid electric vehicles. Firstly, topologies and work modes of electric vehicles and hybrid electric vehicles are summarized, and a unified state space model of dynamic programming is established. Then, a fast and unified solution method for dynamic programming problems is proposed based on work modes. Finally, two different examples are given to verify the unified model and its unified solution method. The results show that the proposed method not only has the ability to solve the above four dynamic programming problems, but also has much shorter computation time and higher calculation accuracy when compared with the calculation results of Basic Dynamic Programming and Level-Set Dynamic Programming.
机译:当前,动态编程在新能源汽车上的应用面临四个重大挑战。除了现有文献中介绍的两个常见的动态编程问题,即插值泄漏和尺寸灾难,我们的研究还发现了两个新问题,即标准化问题和马尔可夫问题。在这两篇系列文章中,我们介绍了我们的研究如何解决动态编程在新能源汽车应用中的这四个主要问题。第一篇论文主要介绍了我们对电动汽车和混合动力汽车的研究。首先,总结了电动汽车和混合动力汽车的拓扑结构和工作模式,建立了统一的动态规划状态空间模型。然后,提出了一种基于工作模式的快速统一的动态规划问题求解方法。最后,给出两个不同的例子来验证统一模型及其统一求解方法。结果表明,与基本动态规划和水平集动态规划的计算结果相比,该方法不仅具有解决上述四个动态规划问题的能力,而且计算时间短,计算精度高。

著录项

  • 来源
    《Journal of power sources》 |2018年第1期|151-166|共16页
  • 作者单位

    Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China;

    Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China;

    Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China;

    Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China;

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

    Dynamic programing; Unified model; Work modes; Electric vehicles; Hybrid electric vehicles;

    机译:动态编程;统一模型;工作模式;电动汽车;混合动力电动汽车;
  • 入库时间 2022-08-18 04:06:47

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