基于模糊积分控制遗传算法的军事决策仿真
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摘要
针对军事决策系统中的任务指派问题,提出一种适用于军事决策的模糊积分控制遗传算法。首先对典型遗传算法的原理和不足进行分析;然后设计了一种优化的自调节模糊积分控制器,并将其与遗传算法相结合以便提高搜索和收敛的速度,提高解的质量;最后将提出的模糊积分控制遗传算法在军事决策系统中进行Matlab证了提出算法的可行性和正确性。仿真结果显示,相比标准遗传算法,模糊积分控制遗传算法具有更高的稳定性。
A fuzzy integral control genetic algorithm suitable for military decision - making system is proposed for the problem of task assignment in military decision-making system. The principle and deficiencies of typical genetic algorithm are analyzed. An optimized self-adjusting fuzzy integral controller is designed,and combined with genetic algorithm to improve the search and convergence speed and solution quality. The proposed fuzzy integral control genetic algorithm used in military decision-making system is simulated with Matlab. The decision-proposed algorithm. The simulation results show that the fuzzy integral control genetic algorithm has higher stability than the standard genetic algorithm.
A fuzzy integral control genetic algorithm suitable for military decision - making system is proposed for the problem of task assignment in military decision-making system. The principle and deficiencies of typical genetic algorithm are analyzed. An optimized self-adjusting fuzzy integral controller is designed,and combined with genetic algorithm to improve the search and convergence speed and solution quality. The proposed fuzzy integral control genetic algorithm used in military decision-making system is simulated with Matlab. The decision-proposed algorithm. The simulation results show that the fuzzy integral control genetic algorithm has higher stability than the standard genetic algorithm.
引文
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[3] YANG S,YANG M,WANG S,et al. Adaptive immune genetic algorithm for weapon system portfolio optimization in military big data environment[J]. Cluster computing,2016,19(3):1-14.
[4]李军亮,李季颖,戢治洪.基于遗传算法的军事物流运输计划[J].海军航空工程学院学报,2015(3):291-295.LI Junliang,LI Jiying,JI Zhihong. Military logistics transporta-tion plan based on genetic algorithm[J]. Journal of Naval Aero-nautical Engineering Institute,2015(3):291-295.
[5]吕学义,郑绍钰.模糊聚类遗传算法在军事装备物流中心选址中的应用[J].计算机系统应用,2017(12):170-174.LüXueyi,ZHENG Shaoyu. Application of fuzzy clustering ge-netic algorithm in location selection of military equipment logis-tics center[J]. Computer systems and applications,2017(12):170-174.
[6] BHARATHI C,REKHA D,VIJAYAKUMAR V. Genetic algo-rithm based demand side management for smart grid[J]. Wire-less personal communications,2017,93(2):481-502.
[7] KAKIGANO H,MIURA Y,ISE T. Distribution voltage control for DC microgrids using fuzzy control and gain-scheduling tech-nique[J]. IEEE transactions on power electronics,2013,28(5):2246-2258.
[8] BELCHIOR C A C,RUI A M A,LANDECK J A C. Dissolved oxygen control of the activated sludge wastewater treatment pro-cess using stable adaptive fuzzy control[J]. Computers & chemi-cal engineering,2012,37(4):152-162.
[9] BUM K G,BAE P J,HOON J Y. Intelligent digital redesign for non-linear systems:observer-based sampled-data fuzzy con-trol approach[J]. IET control theory & applications,2016,10(1):1-9.