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基于改进烟花算法的多导弹目标分配方法

  • 安炳合 1, 2 ,
  • 寇佳禹 1, 2 ,
  • 王永骥 1, 2 ,
  • 刘磊 1, 2
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  • 1 华中科技大学人工智能与自动化学院, 武汉 430074
  • 2 多谱信息处理技术国家级重点实验室, 武汉 430074

安炳合(1994-),男,辽宁大连人,硕士研究生,研究方向:飞行器导航与制导。

收稿日期: 2019-06-27

  网络出版日期: 2025-02-12

基金资助

国家自然科学基金(61873319)

国家自然科学基金(61473124)

A Multi-targrts Allocation Method Based on Improved Fireworks Algorithm

  • AN Binghe 1, 2 ,
  • KOU Jiayu 1, 2 ,
  • WANG Yongji 1, 2 ,
  • LIU Lei 1, 2
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  • 1 School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan 430074, China
  • 2 National Key Laboratory of Multispectral Information Processing, Wuhan 430074, China

Received date: 2019-06-27

  Online published: 2025-02-12

摘要

为有效解决在多导弹拦截情况下的目标分配方法,文中基于改进的烟花算法提出一种新型目标分配方法。首先根据作战场景,对目标分配问题进行建模,定义了综合优势函数。为求解目标分配问题,设计了一种改进的烟花算法,改进的烟花算法在传统烟花算法的基础上引入差分进化算法中的交叉变异操作,提高算法的搜索能力。在数值仿真中,针对标准函数,使用改进的烟花算法与其他智能优化算法进行对比试验,试验结果证明了改进烟花算法的优越性。最后使用提出的算法求解分配问题,仿真结果证明新方法可以快速搜索出最佳分配方法,证明了算法的有效性。

本文引用格式

安炳合 , 寇佳禹 , 王永骥 , 刘磊 . 基于改进烟花算法的多导弹目标分配方法[J]. 弹箭与制导学报, 2020 , 40(3) : 113 -118 . DOI: 10.15892/j.cnki.djzdxb.2020.03.026

Abstract

In order to solve the target allocation problem effectively in the case of multi-missile interception, this paper proposes a new target allocation method based on the improved fireworks algorithm. Firstly, according to the battle scenario, the target allocation problem is modeled and the comprehensive advantage function is defined. To solve the problem of target assignment, an improved fireworks algorithm is designed. Based on the traditional fireworks algorithm, the cross and variation operations of differential evolution algorithm are introduced to improve the search ability of the algorithm. In the numerical simulation, the improved fireworks algorithm is compared with other intelligent optimization algorithms for the standard function. The experimental results prove the superiority of the improved fireworks algorithm. Finally, the proposed algorithm is used to solve the allocation problem. The simulation results show that the proposed method can be used to quickly search for the best allocation method, which prove the effectiveness of the algorithm.

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[1]
YANG F, DONG C Y, WANG Q. Multi-target decision-making of saturation attack for anti-ship missile weapon-target assignment[C]// IEEE. Proceedings of 2009 International Workshop on Intelligent Systems and Applications.[S.l.]:IEEE,2009: 1-4.

[2]
DOU J H, DONG S Q, YU J X. Target allocation study for formation ship-to-air missile system based on the missile fire zone[J]. Journal of Computational Intelligence and Electronic Systems, 2013, 2(2): 156-160.

[3]
王晓红, 沈永福. 防空导弹目标分配优化方法研究[J]. 弹箭与制导学报, 2012, 32(4):49-52.

[4]
李平, 李长文. 武器目标协同火力分配建模及算法[J]. 指挥控制与仿真, 2015, 37(2):36-40.

[5]
周凌超. 基于改进模拟退火算法的导弹目标分配方法[J]. 工业控制计算机, 2018, 31(1):95-97.

[6]
黄峰, 陈中起, 冯金富, 等. 基于半约束随机搜索的空舰导弹目标分配方法[J]. 系统工程与电子技术, 2013, 35(8):1676-1680.

[7]
吴森堂. 导弹自主编队协同制导控制技术[M]. 北京: 国防工业出版社, 2015: 67-86.

[8]
黄家成, 谢奇峰. 基于遗传算法的协同多目标攻击空战决策方法[J]. 火力与指挥控制, 2004, 29(1):49-52.

[9]
TAN Y, YU C, ZHENG S Q, et al. Introduction to fireworks algorithm[J]. International Journal of Swarm Intelligence Research, 2013, 4(4): 39-70.

[10]
王杰文. 差分进化算法研究进展[J]. 湖南第一师范学报, 2009, 9(6):144-147.

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