• DocumentCode
    1863914
  • Title

    A novel hybrid spiral dynamics bacterial chemotaxis algorithm for global optimization with application to controller design

  • Author

    Nasir, A.N.K. ; Tokhi, M.O. ; Ghani, N.M.A. ; Ahmad, Mohd Ashraf

  • Author_Institution
    Dept. of Autom. Control & Syst. Eng., Univ. of Sheffield, Sheffield, UK
  • fYear
    2012
  • fDate
    3-5 Sept. 2012
  • Firstpage
    753
  • Lastpage
    758
  • Abstract
    This paper presents a hybrid optimization algorithm, referred to as hybrid spiral dynamics bacterial chemotaxis (HSDBC) algorithm. HSDBC synergizes bacterial foraging algorithm (BFA) chemotaxis strategy and spiral dynamics algorithm (SDA). The original BFA has higher convergence speed while SDA has better accuracy and stable convergence when approaching the optimum value. This hybrid approach preserves the strengths of BFA and SDA and thus has the capability of producing better results. Moreover, it has simple structure, hence reduced computational cost. Several unimodal and multimodal benchmark functions are employed to test the algorithm in finding the global optimum point. Furthermore, the proposed algorithm is tested in the design of PD controller for a flexible manipulator system. The results show that the HSDBC outperforms SDA and BFA in all test functions and successfully optimizes the PD controller.
  • Keywords
    PD control; control system synthesis; convergence; flexible manipulators; optimisation; stability; BFA chemotaxis strategy; HSDBC algorithm; PD controller design; SDA; bacterial foraging algorithm; convergence stability; flexible manipulator system; global optimization; global optimum point; hybrid optimization algorithm; hybrid spiral dynamics bacterial chemotaxis algorithm; multimodal benchmark functions; unimodal benchmark functions; Algorithm design and analysis; Convergence; Heuristic algorithms; Manipulators; Microorganisms; Optimization; Spirals; PD control; Spiral dynamics; bacterial chemotaxis; flexible manipulator; optimization algorithm;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control (CONTROL), 2012 UKACC International Conference on
  • Conference_Location
    Cardiff
  • Print_ISBN
    978-1-4673-1559-3
  • Electronic_ISBN
    978-1-4673-1558-6
  • Type

    conf

  • DOI
    10.1109/CONTROL.2012.6334724
  • Filename
    6334724