DocumentCode :
264163
Title :
An improved spiral dynamic algorithm and its application to fuzzy modelling of a twin rotor system
Author :
Nasir, A.N.K. ; Tokhi, M.O. ; Omar, M.E. ; Ghani, N.M.A.
Author_Institution :
Dept. of Autom. Control & Syst. Eng., Univ. of Sheffield, Sheffield, UK
fYear :
2014
fDate :
18-20 Jan. 2014
Firstpage :
1
Lastpage :
6
Abstract :
This paper presents the development of an improved spiral dynamic optimisation algorithm with application to fuzzy logic dynamic modelling of a twin rotor system. Spiral motion and dynamic step size generated by a spiral model produce unique exploration and exploitation strategies of a spiral dynamic algorithm. However, the algorithm is subject to settling into local optima at the end of the search process due to insufficient exploration throughout the search area. An elimination and dispersal strategy of a bacterial foraging algorithm is adopted to solve the problem. Moreover, the application of acquiring nonlinear dynamic model of a helicopter model prototype in hovering mode is presented and the results show the effectiveness of the proposed algorithm to solve real world problems. The result of the modelling work is presented in both time-domain and frequency-domain. It shows that the fuzzy model optimized by the proposed algorithm is better and adequate to represent the characteristic behaviour of the helicopter model prototype system.
Keywords :
frequency-domain analysis; fuzzy logic; helicopters; mechanical engineering computing; search problems; time-domain analysis; vehicle dynamics; bacterial foraging algorithm; dispersal strategy; dynamic step size; elimination strategy; frequency-domain analysis; fuzzy logic dynamic modelling; helicopter model prototype; hovering mode; improved spiral dynamic algorithm; nonlinear dynamic model; search process; time-domain analysis; twin rotor system; Fuzzy logic; Heuristic algorithms; Rotors; Semiconductor optical amplifiers; Spirals; Spiral dynamic; fuzzy-logic model; system identification; twin rotor system;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Applications & Research (WSCAR), 2014 World Symposium on
Conference_Location :
Sousse
Print_ISBN :
978-1-4799-2805-7
Type :
conf
DOI :
10.1109/WSCAR.2014.6916774
Filename :
6916774
Link To Document :
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