• DocumentCode
    3345285
  • Title

    Improved Dynamic Programming Based on BPNN for Combustion Control of Boiler

  • Author

    Yang, Baosheng ; Yang, Xiaoying

  • Author_Institution
    Dept. of Comput. Sci. & Technol., Suzhou Univ., Suzhou, China
  • fYear
    2009
  • fDate
    14-17 Oct. 2009
  • Firstpage
    476
  • Lastpage
    479
  • Abstract
    As a complex system boiler combustion process has the characteristics--high non-linearity, strong jamming, strong coupling and large lagging, meanwhile its internal and external disturbance are very frequent, and fuel quantity can not be exactly measured, so using conventional control scheme is hard to solve the boiler combustion control problem with non-linearity and long time lags. Improved Dynamic Programming is the method of interacting with the system (environment) and improving control effect. This method mainly consisting of three modules: model, critic and action. This paper uses dual-heuristic dynamic programming to consider the solution of boiler combustion multivariable control system, realize the emulated control of boiler combustion process, and analyze learning capacity, controlling effect and adaptive capability of the approach. Finally all of three states reach the expected control objectives.
  • Keywords
    adaptive control; backpropagation; boilers; dynamic programming; multivariable control systems; neural nets; nonlinear control systems; action module; backpropagation neural network; boiler combustion control; critic module; dual-heuristic dynamic programming; improved dynamic programming; model module; multivariable control system; Adaptive control; Boilers; Combustion; Control system analysis; Control systems; Dynamic programming; Fuels; Jamming; Programmable control; Time measurement; Improved Dynamic Programming; combustion process; control; dual heuristic dynamic programming (DHDP); neural network;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Genetic and Evolutionary Computing, 2009. WGEC '09. 3rd International Conference on
  • Conference_Location
    Guilin
  • Print_ISBN
    978-0-7695-3899-0
  • Type

    conf

  • DOI
    10.1109/WGEC.2009.93
  • Filename
    5402793