Intelligent Vehicle Power Management through Neural Learning

被引：0
|
作者：
Park, Jungme [1 ]
Chen, ZhiHang [1 ]
Murphey, Yi L. [1 ]
机构：
[1] Univ Michigan, Dept Elect & Comp Engn, Dearborn, MI 48128 USA
来源：
2010 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS IJCNN 2010 | 2010年
关键词：
PARALLEL HYBRID VEHICLE; AGENT;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Power management for the Hybrid Electric Vehicle (HEV) is a challenging problem because of the dual-power-source nature of HEV design and implementation. In this paper, we present an Intelligent Power Controller, UMD_IPC, trained with a machine learning approach to provide optimal power flow for in-vehicle operations. The UMD_IPC is implemented in a HEV model provided by PSAT simulation environment, and its performances on three drive cycles are close to the optimal results generated by Dynamic Programming.
引用
收藏
页数：7
相关论文
共 50 条
  • [1] Intelligent Vehicle Power Management using Machine Learning and Fuzzy Logic
    Chen, ZhiHang
    Masrur, M. Abul
    Murphey, Yi L.
    [J]. 2008 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-5, 2008, : 2353 - +
  • [2] Neural Learning of Driving Environment Prediction for Vehicle Power Management
    Murphey, Yi L.
    Chen, ZhiHang
    Kiliaris, Leo
    Park, Jungme
    Kuang, Ming
    Masrur, Abul
    Phillips, Anthony
    [J]. 2008 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-8, 2008, : 3755 - +
  • [3] Intelligent Hybrid Vehicle Power Control-Part I: Machine Learning of Optimal Vehicle Power
    Murphey, Yi Lu
    Park, Jungme
    Chen, Zhihang
    Kuang, Ming L.
    Masrur, M. Abul
    Phillips, Anthony M.
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2012, 61 (08) : 3519 - 3530
  • [4] An Intelligent Power and Energy Management System for Fuel Cell/Battery Hybrid Electric Vehicle using Reinforcement Learning
    Reddy, Namireddy Praveen
    Pasdeloup, David
    Zadeh, Mehdi Karbalaye
    Skjetne, Roger
    [J]. 2019 IEEE TRANSPORTATION ELECTRIFICATION CONFERENCE AND EXPO (ITEC), 2019,
  • [5] Intelligent Energy Management of a Multisource Power Supply for Electric Vehicle application
    Bendjedia, B.
    Rizoug, N.
    Boukhnifer, M.
    Bouchafaa, F.
    [J]. 2017 IEEE VEHICLE POWER AND PROPULSION CONFERENCE (VPPC), 2017,
  • [6] Intelligent Power Management of Electric Vehicle with Li-Ion Battery
    Chen, Sheng
    Chen, Chih-Chen
    [J]. MECHATRONICS AND APPLIED MECHANICS II, PTS 1 AND 2, 2013, 300-301 : 1558 - +
  • [7] Intelligent Hybrid Vehicle Power Control-Part II: Online Intelligent Energy Management
    Murphey, Yi Lu
    Park, Jungme
    Kiliaris, Leonidas
    Kuang, Ming L.
    Abul Masrur, M.
    Phillips, Anthony M.
    Wang, Qing
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2013, 62 (01) : 69 - 79
  • [8] Intelligent Cruise Guidance and Vehicle Resource Management With Deep Reinforcement Learning
    Sun, Guolin
    Liu, Kai
    Boateng, Gordon Owusu
    Liu, Guisong
    Jiang, Wei
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (05): : 3574 - 3585
  • [9] Intelligent Bandwidth Management Using Fast Learning Neural Networks
    Ullah, Fahad
    Khan, Gul M.
    Mahmud, Sahibzada Ali
    [J]. 2012 IEEE 14TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND COMMUNICATIONS & 2012 IEEE 9TH INTERNATIONAL CONFERENCE ON EMBEDDED SOFTWARE AND SYSTEMS (HPCC-ICESS), 2012, : 867 - 872
  • [10] Intelligent vehicle light management
    Wong, Adrian
    Russo, Silvestro
    [J]. ELECTRONICS WORLD, 2008, 114 (1868): : 30 - 34
12345