Title :
Differential Evolution as Applied to Electromagnetics
Author :
Rocca, P. ; Oliveri, G. ; Massa, A.
Author_Institution :
Dept. of Inf. Eng. & Comput. Sci., Univ. of Trento, Trento, Italy
Abstract :
In electromagnetics, optimization problems generally require high computational resources and involve a large number of unknowns. They are usually characterized by non-convex functionals and continuous spaces suitable for strategies based on Differential Evolution (DE). In such a framework, this paper is aimed at presenting an overview of Differential Evolution-based approaches used in electromagnetics, pointing out novelties and customizations with respect to other fields of application. Starting from a general description of the evolutionary mechanism of Differential Evolution, Differential Evolution-based techniques for electromagnetic optimization are presented. Some hints on the convergence properties and the sensitivity to control parameters are also given. Finally, a comprehensive coverage of different Differential Evolution formulations in solving optimization problems in the area of computational electromagnetics is presented, focusing on antenna synthesis and inverse scattering.
Keywords :
computational electromagnetics; convergence; electromagnetic wave scattering; evolutionary computation; optimisation; antenna synthesis; computational electromagnetics; computational resources; continuous spaces; convergence properties; differential evolution; electromagnetic optimization; evolutionary mechanism; inverse scattering; nonconvex functionals; Computational modeling; Differential equations; Electromagnetic modeling; Inverse problems; Optimization; Scattering; Differential evolution; antenna arrays; antennas; electromagnetic scattering inverse problems; inverse problems; optimization methods;
Journal_Title :
Antennas and Propagation Magazine, IEEE
DOI :
10.1109/MAP.2011.5773566