• DocumentCode
    2040310
  • Title

    A fault-tolerant control of inverse system based on LS-SVM and BBO

  • Author

    Cai Guobiao ; Zhang Pengfei ; Song Jia

  • Author_Institution
    Dept. of Astronaut., Beihang Univ., Beijing, China
  • fYear
    2015
  • fDate
    2-5 Aug. 2015
  • Firstpage
    555
  • Lastpage
    560
  • Abstract
    For the significance of the Near Space Hypersonic Vehicle(NSHV) at aspect of military and civilian and the huge losses of personnel and property when a fault occurs, it is significant to conduct fault-tolerant research for NSHV and avoid some catastrophic events. This paper presents a fault-tolerant control scheme of inverse system based on improved Least Squares Vector Machine(LS-SVM). The control system takes advantage of the superiority of LS-SVM in solving small sample, high dimension and local minima problems and uses the Biogeography-Based Optimization (BBO) to optimize parameters of SVM for the advantage of BBO in optimizing parameters. Then the inverse system based on LS-SVM is built. Finally, the simulation of NSHV in longitudinal channel demonstrated the effectiveness of the fault-tolerant control method.
  • Keywords
    aircraft control; fault tolerant control; least squares approximations; support vector machines; BBO; LS-SVM; NSHV; biogeography-based optimization; catastrophic events; fault-tolerant control scheme; improved least square vector machine; inverse system; local minima problems; longitudinal channel; near space hypersonic vehicle; Control systems; Fault tolerance; Fault tolerant systems; Mathematical model; Optimization; Support vector machines; System identification; BBO; LS-SVM; NSHV; fault-tolerant control; inverse system;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Mechatronics and Automation (ICMA), 2015 IEEE International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4799-7097-1
  • Type

    conf

  • DOI
    10.1109/ICMA.2015.7237545
  • Filename
    7237545