Title :
Genetic algorithms as applied to the numerical computation of electromagnetic scattering by weakly nonlinear dielectric cylinders
Author :
Caorsi, Salvatore ; Massa, Andrea ; Pastorino, Matteo
Author_Institution :
Dept. of Electron., Pavia Univ., Italy
fDate :
9/1/1999 12:00:00 AM
Abstract :
This paper deals with the application of an optimization procedure based on a genetic algorithm (GA) to the prediction of the electromagnetic fields scattered by weakly nonlinear dielectric objects. Starting by an integral approach and describing the nonlinearities of the constitutive parameters by the Volterra-type integrals, the nonlinear scattering problem is numerically solved by an iterative procedure developed for the minimization of a suitable defined cost function. A GA is applied in order to deal with a large number of unknowns related to the harmonic components of the nonlinear internal electromagnetic field. In a preliminary stage, the behavior of typical parameters of the GA is analyzed; then numerical solutions are carried out and compared with those provided by other methods. Finally, some considerations are made concerning the rate of convergence of the iterative procedure
Keywords :
Volterra equations; convergence of numerical methods; dielectric bodies; electromagnetic fields; electromagnetic wave scattering; genetic algorithms; iterative methods; Volterra-type integrals; convergence rate; cost function minimization; electromagnetic scattering; genetic algorithms; harmonic components; integral approach; iterative procedure; nonlinear internal electromagnetic field; nonlinear scattering problem; numerical computation; optimization procedure; scattered electromagnetic fields; weakly nonlinear dielectric cylinders; Cost function; Dielectrics; Electromagnetic fields; Electromagnetic scattering; Frequency synthesizers; Genetic algorithms; Integral equations; Iterative methods; Radar scattering; Resonance light scattering;
Journal_Title :
Antennas and Propagation, IEEE Transactions on