Title :
Multiobjective Optimization of Inverse Problems Using a Vector Cross Entropy Method
Author :
Ho, S.L. ; Yang, Shiyou
Author_Institution :
Dept. of Electr. Eng., Hong Kong Polytech. Univ., Hong Kong, China
Abstract :
To develop an effective vector cross entropy method, multiple probability density functions are introduced; measures to consider both the number of improvements in the objective functions and the amount of improvements in a specified objective function are proposed. An information sharing mechanism is also designed. To demonstrate and showcase the feasibility and advantage of the proposed algorithm, both high and low frequency inverse problems are solved and reported in this paper.
Keywords :
Pareto optimisation; entropy; inverse problems; vectors; Pareto optimal solutions; low frequency inverse problems; multiobjective optimization; multiple probability density functions; vector cross entropy method; Arrays; Entropy; Inverse problems; Measurement; Optimization; Probability density function; Vectors; Cross entropy method; inverse problem; multiobjective optimization; vector optimal algorithm;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2011.2175437