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求解协同干扰问题的高效免疫遗传算法
引用本文:薛羽,庄毅,朱浩,张友益.求解协同干扰问题的高效免疫遗传算法[J].电子科技大学学报(自然科学版),2013,42(3):452-458.
作者姓名:薛羽  庄毅  朱浩  张友益
作者单位:1.南京航空航天大学计算机科学与技术学院 南京 210016;
基金项目:江苏省普通高校研究生科研创新计划,航空基金,国防基础研究基金
摘    要:为协同干扰武器目标分配问题建立的数学模型,当问题规模增大时,现有的智能求解算法表现出两点不足,一是所求解质量下降;二是求解速度不可接受。针对该两点不足提出了具有贪婪修复过程的免疫遗传算法,算法设计了通用十进制扩展编码方案、基于免疫的轮盘赌选择算子和贪婪修复算子。仿真实验表明,该算法与现有算法相比具有明显的效率优势,在解决大规模协同干扰武器目标分配问题时不仅解算时间可接受而且所求解质量比同类算法高。

关 键 词:人工免疫系统    组合优化    智能计算    协同干扰    遗传算法    武器目标分配
收稿时间:2011-11-03

Efficiently Immune Genetic Algorithm for Solving Cooperative Jamming Problem
XUE Yu , ZHUANG Yi , ZHU Hao , ZHANG You-yi.Efficiently Immune Genetic Algorithm for Solving Cooperative Jamming Problem[J].Journal of University of Electronic Science and Technology of China,2013,42(3):452-458.
Authors:XUE Yu  ZHUANG Yi  ZHU Hao  ZHANG You-yi
Affiliation:1.College of Computer Science and Technology,Nanjing University of Aeronautics and Astronautics Nanjing 210016;2.College of Computer Science and Technology,Nantong University Nantong Jiangsu 226019;3.No.723 Institute of China Shipbuilding Industry Corporation Yangzhou Jiangsu 225001
Abstract:This paper provides a mathematical model for cooperative jamming weapon target assignment problem. The existing intelligent optimization algorithms have two defects, i.e., with the scale of the problem increases, the quality of the solutions obtained by existing algorithms decreases and the calculate time the algorithms spent to find the optimal solutions becomes unacceptable. Therefore, an efficient immune genetic algorithm is proposed in this paper. In the proposed algorithm, an extended decimal coding scheme, an immune mechanism based roulette wheel selection operator, and a greedy repair operator are designed. Simulation experimental results indicate that the proposed algorithm is more efficient and effective than its competitors, and it can obtain optimal solutions with highly quality within acceptable time.
Keywords:artificial immune system  combinatorial optimization  computational intelligence  cooperative jamming  genetic algorithm  weapon-target assignment
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