Title :
A computational technique based on a real-coded genetic algorithm for microwave imaging purposes
Author :
Caorsi, Salvatore ; Massa, Andrea ; Pastorino, Matteo
Author_Institution :
Dipt. di Elettronica, Pavia Univ., Italy
fDate :
7/1/2000 12:00:00 AM
Abstract :
A computational approach based on a genetic algorithm is proposed for the solution of a nonlinear inverse scattering problem for short-range microwave imaging applications. Starting from an integral-equation formulation, the aim is to derive locations, shapes, and distributions of the dielectric parameters of cylindrical scatterers. Simultaneously, the approach also provides the distributions of the internal total electric field. After discretization, the problem is recast as a nonlinear optimization problem. The paper exploits the application of a real-coded genetic algorithm in order to minimize a suitable functional. The reconstruction of strong scatterers with a resolution beyond the Rayleigh criterion is shown, and computational aspects are discussed. Comparisons with results obtained by using approximated formulations and a binary-coded genetic algorithm are also provided. Finally, a hybrid version of the approach (based on the combined strategy of the genetic algorithm and a conjugate gradient method) is presented and preliminarily tested
Keywords :
genetic algorithms; geophysical techniques; microwave imaging; radiometry; remote sensing; terrain mapping; conjugate gradient method; cylindrical scatterers; dielectric parameters; genetic algorithm; geophysical measurement technique; integral-equation formulation; land surface; microwave imaging; microwave radiometry; nonlinear inverse scattering problem; nonlinear optimization problem; real-coded; remote sensing; short-range; suitable functional; terrain mapping; Dielectrics; Genetic algorithms; Gradient methods; Image reconstruction; Inverse problems; Microwave imaging; Rayleigh scattering; Scattering parameters; Shape; Testing;
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on