DocumentCode :
564280
Title :
An improved multi-objective differential evolution algorithm and its application for array pattern synthesis
Author :
Li, Xin ; Li, Wen Tao ; Shi, Xiao Wei ; Ai, Xia
Author_Institution :
Nat. Key Lab. of Antennas & Microwave Technol., Xidian Univ., Xi´´an, China
Volume :
3
fYear :
2012
fDate :
5-8 May 2012
Firstpage :
1
Lastpage :
4
Abstract :
An efficient improved multi-objective differential evolution algorithm (IMODE) is presented in this paper. By utilizing an improved mutation strategy with the concept of random tournament selection, the proposed algorithm generates a well distributed Pareto optimal front. Then, the IMODE is applied in an array pattern synthesis problem in which a smaller beam width and lower side lobe level (SLL) with null in certain direction is necessary. The results show the IMODE has a better performance than NSGA-II and GDE3 in convergence to Pareto front and diversity of solutions, which indicate that the proposed algorithm is a competitive algorithm in multi-objective optimization problems.
Keywords :
Pareto optimisation; antenna arrays; differential equations; optimisation; GDE3; IMODE; NSGA-II; SLL; array pattern synthesis; array pattern synthesis problem; improved multiobjective differential evolution algorithm; multiobjective optimization problems; mutation strategy; random tournament selection; side lobe level; well distributed Pareto optimal front; Algorithm design and analysis; Arrays; Convergence; Evolutionary computation; Optimization; Sorting; Vectors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Microwave and Millimeter Wave Technology (ICMMT), 2012 International Conference on
Conference_Location :
Shenzhen
Print_ISBN :
978-1-4673-2184-6
Type :
conf
DOI :
10.1109/ICMMT.2012.6230205
Filename :
6230205
Link To Document :
بازگشت