• DocumentCode
    238863
  • Title

    Optimal approximation of stable linear systems with a novel and efficient optimization algorithm

  • Author

    Qiaoyong Jiang ; Lei Wang ; Xinhong Hei ; Rong Fei ; Dongdong Yang ; Feng Zou ; Hongye Li ; Zijian Cao ; YanYan Lin

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Xi´an Univ. of Technol., Xi´an, China
  • fYear
    2014
  • fDate
    6-11 July 2014
  • Firstpage
    840
  • Lastpage
    844
  • Abstract
    Optimal approximation of linear system models is an important task in the controller design and simulation for complex dynamic systems. In this paper, we put forward a novel nature-based meta-heuristic method, called artificial raindrop algorithm, which is inspired from the phenomenon of natural rainfall, and apply it for optimal approximation of a stable linear system. It mimics the changing process of a raindrop, including the generation of raindrop, the descent of raindrop, the collision of raindrop, the flowing of raindrop and the updating of raindrop. Five corresponding operators are designed in the algorithm. Numerical experiment is carried on the optimal approximation of a typical stable linear system in two fixed search intervals. The result demonstrates better performance of the proposed algorithm comparing with that of other five state-of-the-art optimization algorithms.
  • Keywords
    approximation theory; control system synthesis; large-scale systems; linear systems; optimal control; optimisation; stability; artificial raindrop algorithm; complex dynamic system; controller design; linear system models; optimal approximation; optimization algorithm; stable linear system; Approximation algorithms; Approximation methods; Evolutionary computation; Linear systems; Optimization; Sociology; Statistics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation (CEC), 2014 IEEE Congress on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4799-6626-4
  • Type

    conf

  • DOI
    10.1109/CEC.2014.6900366
  • Filename
    6900366