• DocumentCode
    3216382
  • Title

    New approach to real-time adaptive learning control of neural networks based on an evolutionary algorithm (II)

  • Author

    Chang, Sung-ouk ; Lee, Jin-kul

  • Author_Institution
    Dept. of Intelligence Mech. Eng., Pusan Nat. Univ., South Korea
  • Volume
    3
  • fYear
    2001
  • fDate
    2001
  • Firstpage
    1877
  • Abstract
    For pt.I see ibid., p.1871-6 (2001). In this study, in order to confirm the algorithms that are suggested from part I as an experimental result, as the applied results of the hydraulic servo system are very strong, a nonlinearity of the fluid in the computer simulation, the real-time adaptive learning control algorithm is validated. The evolutionary strategy has characteristics that are automatically adjusted in search regions with natural competition among many individuals. The error that is generated from the dynamic system is applied to the mutation equation. Competitive individuals are reduced with automatic adjustments of the search region in accordance with the error. In this paper, the individual parents and offspring can be reduced in order to apply evolutionary algorithms in real-time as in the description of part I. The possibility of a new approaching algorithm that is suggested from the computer simulation of part I would be proved as the verification of a real-time test and the consideration its influence from the actual experiment
  • Keywords
    evolutionary computation; hydraulic control equipment; learning (artificial intelligence); neural nets; servomechanisms; automatic adjustments; computer simulation; evolutionary algorithm; evolutionary strategy; fluid nonlinearity; hydraulic servo system; mutation equation; natural competition; neural networks; real-time adaptive learning control; real-time adaptive learning control algorithm; search region; Adaptive control; Automatic control; Computer errors; Computer simulation; Fluid dynamics; Nonlinear control systems; Nonlinear dynamical systems; Programmable control; Real time systems; Servomechanisms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Electronics, 2001. Proceedings. ISIE 2001. IEEE International Symposium on
  • Conference_Location
    Pusan
  • Print_ISBN
    0-7803-7090-2
  • Type

    conf

  • DOI
    10.1109/ISIE.2001.931997
  • Filename
    931997