Title :
A Hybrid ABC-DE Algorithm and Its Application for Time-Modulated Arrays Pattern Synthesis
Author :
Jing Yang ; Wen-Tao Li ; Xiao-Wei Shi ; Li Xin ; Jian-Feng Yu
Author_Institution :
Dept. of Electron. Eng., Xidian Univ., Xi´an, China
Abstract :
In this paper, a novel hybrid algorithm based on artificial bee colony (ABC) algorithm and differential evolution (DE) algorithm called ABC-DE is proposed to inherit their advantages and overcome their drawbacks. In ABC-DE algorithm, employed bees employ the mutation and crossover strategies of DE to enforce their exploration ability while onlooker bees keep their original updating strategy to retain the exploitation ability. Classical test functions have been provided to testify the ABC-DE algorithm. Furthermore, ABC-DE is applied to different types of time-modulated arrays (TMAs) pattern synthesis problems, including the syntheses of low equal-ripple sidelobe level (SLL) pattern, deep null level pattern, multiple-beams patterns and satellite footprint pattern. Experiment results reveal that ABC-DE has a promising performance in the convergence rate and the exploration ability when compared with other improved evolutionary algorithms, which indicates that the proposed algorithm can be an effective approach for TMAs synthesis problems.
Keywords :
antenna radiation patterns; differential equations; evolutionary computation; optimisation; TMA pattern synthesis problems; TMA synthesis problems; antenna element; artificial bee colony algorithm; crossover strategies; deep null level pattern; differential evolution; equal-ripple sidelobe level; evolutionary algorithms; exploitation ability; hybrid ABC-DE algorithm; multiple-beams patterns; satellite footprint pattern; time-modulated arrays pattern synthesis; Amplitude modulation; Antenna arrays; Convergence; Optimization; Sociology; Switches; Vectors; Array synthesis; artificial bee colony (ABC) algorithm; differential evolution (DE) algorithm; time-modulated arrays (TMAs);
Journal_Title :
Antennas and Propagation, IEEE Transactions on
DOI :
10.1109/TAP.2013.2279093