Title :
Self-adapting control parameters in dynamic differential evolution on inverse scattering problems: SADDE for inverse scattering
Author :
Sun, Chi-Hsien ; Chen, Chien-Hung ; Huang, Chung-Hsin ; Chiu, Chien-Ching ; Li, Ching-Lieh
Author_Institution :
Electr. Eng. Dept., Tamkang Univ., Taipei, Taiwan
Abstract :
The application of two techniques for the reconstruction of shape reconstruction of the perfectly conducting cylinder from scattered field measurements is studied in the present paper. These approaches are applied to two-dimensional configurations. After an integral formulation, a discretization using the method of moment (MoM) is applied. The inverse scattering problems are transformed into optimization problems. Considering that the microwave imaging is recast as a nonlinear optimization problem, an objective function is defined by the norm of a difference between the measured scattered electric field and that calculated for an estimated the shape of the perfectly conducting cylinder. Thus, the shape of metallic cylinder can be obtained by minimizing the objective function. In order to solve this inverse scattering problem, two techniques are employed. The first is based on a dynamic differential evolution (DDE). The second is a new version of the DDE algorithm with self-adaptive control parameters (SADDE). Numerical results indicate that the self-adaptive dynamic differential evolution algorithm (SADDE) outperforms the DDE in terms of reconstruction accuracy.
Keywords :
electromagnetic wave scattering; evolutionary computation; method of moments; microwave imaging; optimisation; SADDE; discretization; dynamic differential evolution; inverse scattering problems; metallic cylinder; method of moments; microwave imaging; nonlinear optimization problem; objective function; perfectly conducting cylinder; scattered electric field; scattered field measurements; self-adapting control parameters; shape reconstruction; two-dimensional configurations; Electromagnetics; Heuristic algorithms; Image reconstruction; Inverse problems; Optimization; Shape; Vectors; FDTD; Inverse Scattering; Self-Adaptive Dynamic Differential Evolution;
Conference_Titel :
Synthetic Aperture Radar (APSAR), 2011 3rd International Asia-Pacific Conference on
Conference_Location :
Seoul
Print_ISBN :
978-1-4577-1351-4