A PARETO ELITE SELECTION GENETIC ALGORITHM FOR RANDOM ANTENNA ARRAY BEAMFORMING WITH LOW SIDELOBE LEVEL
Author(s) -
Suhanya Jayaprakasam,
Sharul Kamal Abdul Rahim,
Chee Yen Leow
Publication year - 2013
Publication title -
progress in electromagnetics research b
Language(s) - English
Resource type - Journals
ISSN - 1937-6472
DOI - 10.2528/pierb13032008
Subject(s) - beamforming , selection (genetic algorithm) , computer science , genetic algorithm , antenna (radio) , pareto principle , antenna array , position (finance) , algorithm , mathematical optimization , mathematics , telecommunications , artificial intelligence , finance , economics
Random antenna array (RAA) that uses the conventional beamforming method produces a poor beam pattern with high sidelobe level. This greatly reduces the performance and the e-ciency of the antenna. The use of Genetic Algorithm (GA) to flnd the best positions for the antenna elements in RAA to lower the sidelobes has been widely researched. However, there has been no solution proposed for the reduction of sidelobes when the user has no autonomy over the position of the radiating elements, for instance in cases such as emergency communications. This paper proposes a novel Pareto Elite Selection Genetic Algorithm (PESGA) optimization method to reduce the sidelobes in an RAA that has flxed elements' position. The proposed method uses a single fltness function (peak sidelobe level) for parent selection while an additional function (number of sidelobes above a threshold level) is introduced to select the elitist in every generation via Pareto Front (PF) selection. Results indicate that the proposed PESGA method is best used for scenarios where the array size is small. In such cases, the proposed method provides much reduced sidelobe compared to the conventional RAA beamforming method and up to 200% improvements in terms of mainlobe to peak sidelobe ratio compared to GA weight optimized beamforming method.
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