Title :
Comparison of differential evolution and particle swarm optimization in one-dimensional reconstruction problems
Author :
Semnani, Abbas ; Kamya, Manoochehr
Author_Institution :
Dept. of Electr. Eng., K.N. Toosi Univ. of Technol., Tehran
Abstract :
The problem of 1-D profile reconstruction has been investigated by applying the DE and PSO techniques. Numerical results show that both methods have adequate results in the case of inverse scattering problems. Although PSO has better convergence rate in the beginning iterations and smoother variations of cost and evaluation functions, DE leads to more precise reconstruction in higher number of iteration. It is to be noted that since the size of population and the number of iterations are considered to be the same, computation time for both techniques is almost identical.
Keywords :
dielectric bodies; electromagnetic wave scattering; inverse problems; particle swarm optimisation; 1D profile reconstruction; DE; PSO; differential evolution; inverse scattering problem; particle swarm optimisation; Cost function; Electric variables measurement; Electromagnetic scattering; Genetic mutations; Inverse problems; Particle measurements; Particle scattering; Particle swarm optimization; Shape; Time measurement;
Conference_Titel :
Microwave Conference, 2008. APMC 2008. Asia-Pacific
Conference_Location :
Macau
Print_ISBN :
978-1-4244-2641-6
Electronic_ISBN :
978-1-4244-2642-3
DOI :
10.1109/APMC.2008.4958331