Title :
Integration of Taguchi´s Method and Particle Swarm Optimization for Electromagnetic Global Optimization
Author :
Weng, W.C. ; Yang, Fei ; Elsherbeni, Atef Z.
Author_Institution :
Dept. of Electr. Eng., Univ. of Mississippi, Oxford, MS
Abstract :
In this study, four optimization techniques, Taguchi´s method [1], classical particle swarm optimization (PSO) [2], OA-PSO, and PSO-Taguchi´s method, are investigated for performance comparison. To compare the performance of different approaches, test functions and a ten-element, unequally-spaced linear array are used as examples. Since random values are used in PSO-based approaches, 200 independent runs are conducted in each approach for statistical analysis. Numerical results and statistical analysis show that Taguchi´s method can reach the global optimum quicker than other approaches; OA-PSO is more robust than classical PSO.
Keywords :
Taguchi methods; antenna arrays; computational electromagnetics; particle swarm optimisation; statistical analysis; Taguchi method; electromagnetic global optimization; particle swarm optimization; statistical analysis; test functions; unequally-spaced linear array; Taguchi method; antenna array; optimization technique; orthogonal array; particle swarm optimization;
Conference_Titel :
Antennas and Propagation, 2007. EuCAP 2007. The Second European Conference on
Conference_Location :
Edinburgh
Print_ISBN :
978-0-86341-842-6