• DocumentCode
    1810663
  • Title

    An Identification Method for Transient Capacitive Current of Distribution Network by ICMAC

  • Author

    Zhao, Jianwen ; Hou, Yuanbin

  • Author_Institution
    Sch. of Electr. & Control Eng., Xi´´an Univ. of Sci. & Technol., Xi´´an, China
  • Volume
    2
  • fYear
    2009
  • fDate
    18-20 Aug. 2009
  • Firstpage
    315
  • Lastpage
    318
  • Abstract
    Capacitive current is an important influential ingredient for extinguishing electric arc, which comes into being when single phase ground fault occurs in resonance networks. In order to seize transient capacitive current´s characters, two identification methods are presented using back propagation (BP) neural network and novel improved cerebellar model articulation controller network (ICMAC) separately. With two methods, the maximal amplitude and the minimal amplitude of transient capacitive current can be identified, occurring time of transient capacitive current amplitude can be confirmed as well as. These methods were proved by simulation with Matlab, the simulating results indicate that this novel ICMAC network makes learning identification speed faster and identification precision higher than normal BP network, through adjusting learning factor dynamically. Effective identification of transient capacitive current´s characteristics provides evidences for further cure of capacitive current.
  • Keywords
    backpropagation; distribution networks; earthing; fault diagnosis; neural nets; Matlab; back propagation neural network; distribution network; electric arc; improved cerebellar model articulation controller network; single phase ground fault; transient capacitive current; Circuit faults; Electric resistance; Electrical fault detection; Fault diagnosis; Grounding; Mathematical model; Power system transients; Resonance; Steady-state; Transient analysis; BP network; identification; improved cerebellar model articulation controller; single-phase ground fault; transient capacitive current;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Assurance and Security, 2009. IAS '09. Fifth International Conference on
  • Conference_Location
    Xi´an
  • Print_ISBN
    978-0-7695-3744-3
  • Type

    conf

  • DOI
    10.1109/IAS.2009.227
  • Filename
    5283533