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
Link To Document :
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