Title :
An Improved Evolution Strategy and Its Application to Inverse Scattering in Microwave Imaging
Author :
Lin Yang ; Yang, Shiyou ; Ho, S.L. ; Fu, W.N.
Author_Institution :
Dept. of Electr. Eng., Hong Kong Polytech. Univ., Hong Kong, China
Abstract :
This paper presents an efficient and reliable inversion methodology for microwave imaging based on an improved evolution strategy. The proposed non-parametric mutation process, adaptive tradeoff between convergence speed and solution quality during iterations, flexible hybridization strategy, and non-revisiting property are demonstrated to have excellent performance for solving inverse problems with expensive computational evaluations. The numerical results and comparisons with other well developed algorithms as reported positively confirm the feasibilities and advantages of the proposed algorithm.
Keywords :
electromagnetic wave scattering; inverse problems; iterative methods; microwave imaging; convergence speed; flexible hybridization strategy; improved evolution strategy; inverse problems; inverse scattering; inversion methodology; microwave imaging; nonparametric mutation process; nonrevisiting property; solution quality; Convergence; Inverse problems; Microwave FET integrated circuits; Microwave imaging; Microwave integrated circuits; Microwave theory and techniques; Binary tree archive; evolution strategy (ES); inverse scattering; microwave imaging;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2014.2362300