• DocumentCode
    736720
  • Title

    Multi-ELM-based real-time simulation credibility assessment method and tested on ship electric propulsion system

  • Author

    Sheng, Liu ; Pengfei, Zhi ; Lanyong, Zhang ; Bowen, Xing

  • Author_Institution
    Harbin Engineering University College of Automation, Harbin 150001, China
  • fYear
    2015
  • fDate
    28-30 July 2015
  • Firstpage
    8872
  • Lastpage
    8877
  • Abstract
    Simulation credibility analysis involves analyzing and calculating lots of indexes and data, which is very time-consuming. This paper firstly reviews the ELM´s applications in power engineering and then develops a Multi-ELM-based realtime simulation credibility assessment method. The training database come from the actual system. The trained ELMs are used in the simulation to get the credibility result. Because of the fast speed of ELM, the credibility assessment can be applied for real-time simulation. The proposed method is tested on a ship electric propulsion system, and the testing results show that it can exactly and rapidly assess the simulation credibility result.
  • Keywords
    Analytical models; Data models; Indexes; Propulsion; Testing; Training; Credibility assessment; Electric propulsion system; Extreme learning machine (ELM);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control Conference (CCC), 2015 34th Chinese
  • Conference_Location
    Hangzhou, China
  • Type

    conf

  • DOI
    10.1109/ChiCC.2015.7261041
  • Filename
    7261041