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Self-adaptive learning based discrete differential evolution algorithm for solving CJWTA problem 被引量:6

Self-adaptive learning based discrete differential evolution algorithm for solving CJWTA problem
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摘要 Cooperative jamming weapon-target assignment (CJWTA) problem is a key issue in electronic countermeasures (ECM). Some symbols which relevant to the CJWTA are defined firstly. Then, a formulation of jamming fitness is presented. Final y, a model of the CJWTA problem is constructed. In order to solve the CJWTA problem efficiently, a self-adaptive learning based discrete differential evolution (SLDDE) algorithm is proposed by introduc-ing a self-adaptive learning mechanism into the traditional discrete differential evolution algorithm. The SLDDE algorithm steers four candidate solution generation strategies simultaneously in the framework of the self-adaptive learning mechanism. Computa-tional simulations are conducted on ten test instances of CJWTA problem. The experimental results demonstrate that the proposed SLDDE algorithm not only can generate better results than only one strategy based discrete differential algorithms, but also outper-forms two algorithms which are proposed recently for the weapon-target assignment problems. Cooperative jamming weapon-target assignment (CJWTA) problem is a key issue in electronic countermeasures (ECM). Some symbols which relevant to the CJWTA are defined firstly. Then, a formulation of jamming fitness is presented. Final y, a model of the CJWTA problem is constructed. In order to solve the CJWTA problem efficiently, a self-adaptive learning based discrete differential evolution (SLDDE) algorithm is proposed by introduc-ing a self-adaptive learning mechanism into the traditional discrete differential evolution algorithm. The SLDDE algorithm steers four candidate solution generation strategies simultaneously in the framework of the self-adaptive learning mechanism. Computa-tional simulations are conducted on ten test instances of CJWTA problem. The experimental results demonstrate that the proposed SLDDE algorithm not only can generate better results than only one strategy based discrete differential algorithms, but also outper-forms two algorithms which are proposed recently for the weapon-target assignment problems.
出处 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第1期59-68,共10页 系统工程与电子技术(英文版)
基金 supported by the Fundamental Research Funds for the Central Universities(NZ2013306) the Funding of Jiangsu Innovation Program for Graduate Education(CXLX11 0203)
关键词 global optimization SELF-ADAPTIVE discrete differentialevolution weapon-target assignment (WTA) cooperative jamming. global optimization, self-adaptive, discrete differentialevolution, weapon-target assignment (WTA), cooperative jamming.
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