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Survey of the research on dynamic weapon-target assignment problem 被引量:48
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作者 Cai Huaiping Liu Jingxu Chen Yingwu Wang Hao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第3期559-565,共7页
The basic concepts and models of weapon-target assignment (WTA) are introduced and the mathematical nature of the WTA models is also analyzed. A systematic survey of research on WTA problem is provided. The present ... The basic concepts and models of weapon-target assignment (WTA) are introduced and the mathematical nature of the WTA models is also analyzed. A systematic survey of research on WTA problem is provided. The present research on WTA is focused on models and algorithms. In the research on models of WTA, the static WTA models are mainly studied and the dynamic WTA models are not fully studied in deed. In the research on algorithms of WTA, the intelligent algorithms are often used to solve the WTA problem. The small scale of static WTA problems has been solved very well, however, the large scale of dynamic WTA problems has not been solved effectively so far. Finally, the characteristics of dynamic WTA are analyzed and directions for the future research on dynamic WTA are discussed. 展开更多
关键词 military operational research dynamic weapon-target assignment SURVEY firepower assignment decision making combination optimization.
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Improved MOEA/D for Dynamic Weapon-Target Assignment Problem 被引量:6
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作者 Ying Zhang Rennong Yang +1 位作者 Jialiang Zuo Xiaoning Jing 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2015年第6期121-128,共8页
Conducting reasonable weapon-target assignment( WTA) with near real time can bring the maximum awards with minimum costs which are especially significant in the modern war. A framework of dynamic WTA( DWTA) model base... Conducting reasonable weapon-target assignment( WTA) with near real time can bring the maximum awards with minimum costs which are especially significant in the modern war. A framework of dynamic WTA( DWTA) model based on a series of staged static WTA( SWTA) models is established where dynamic factors including time window of target and time window of weapon are considered in the staged SWTA model. Then,a hybrid algorithm for the staged SWTA named Decomposition-Based Dynamic Weapon-target Assignment( DDWTA) is proposed which is based on the framework of multi-objective evolutionary algorithm based on decomposition( MOEA / D) with two major improvements: one is the coding based on constraint of resource to generate the feasible solutions, and the other is the tabu search strategy to speed up the convergence.Comparative experiments prove that the proposed algorithm is capable of obtaining a well-converged and well diversified set of solutions on a problem instance and meets the time demand in the battlefield environment. 展开更多
关键词 multi-objective optimization(MOP) dynamic weapon-target assignment(dwta) multi-objective evolutionary algorithm based on decomposition(MOEA/D) tabu search
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Shuffled frog leaping algorithm with non-dominated sorting for dynamic weapon-target assignment 被引量:1
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作者 ZHAO Yang LIU Jicheng +1 位作者 JIANG Ju ZHEN Ziyang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第4期1007-1019,共13页
The dynamic weapon target assignment(DWTA)problem is of great significance in modern air combat.However,DWTA is a highly complex constrained multi-objective combinatorial optimization problem.An improved elitist non-d... The dynamic weapon target assignment(DWTA)problem is of great significance in modern air combat.However,DWTA is a highly complex constrained multi-objective combinatorial optimization problem.An improved elitist non-dominated sorting genetic algorithm-II(NSGA-II)called the non-dominated shuffled frog leaping algorithm(NSFLA)is proposed to maximize damage to enemy targets and minimize the self-threat in air combat constraints.In NSFLA,the shuffled frog leaping algorithm(SFLA)is introduced to NSGA-II to replace the inside evolutionary scheme of the genetic algorithm(GA),displaying low optimization speed and heterogeneous space search defects.Two improvements have also been raised to promote the internal optimization performance of SFLA.Firstly,the local evolution scheme,a novel crossover mechanism,ensures that each individual participates in updating instead of only the worst ones,which can expand the diversity of the population.Secondly,a discrete adaptive mutation algorithm based on the function change rate is applied to balance the global and local search.Finally,the scheme is verified in various air combat scenarios.The results show that the proposed NSFLA has apparent advantages in solution quality and efficiency,especially in many aircraft and the dynamic air combat environment. 展开更多
关键词 dynamic weapon-target assignment(dwta)problem shuffled frog leaping algorithm(SFLA) air combat research
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Evolutionary decision-makings for the dynamic weapon-target assignment problem 被引量:20
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作者 CHEN Jie1,2, XIN Bin1,2, PENG ZhiHong1,2, DOU LiHua1,2 & ZHANG Juan1,2 1 School of Automation, Beijing Institute of Technology, Beijing 100081, China 2 Key Laboratory of Complex System Intelligent Control and Decision, Ministry of Education, Beijing 100081, China 《Science in China(Series F)》 2009年第11期2006-2018,共13页
The dynamic weapon-target assignment (DWTA) problem is an important issue in the field of military command and control. An asset-based DWTA optimization model was proposed with four kinds of constraints considered, ... The dynamic weapon-target assignment (DWTA) problem is an important issue in the field of military command and control. An asset-based DWTA optimization model was proposed with four kinds of constraints considered, including capability constraints, strategy constraints, resource constraints and engagement feasibility constraints. A general "virtual" representation of decisions was presented to facilitate the generation of feasible decisions. The representation is in essence the permutation of all assignment pairs. A construction procedure converts the permutations into real feasible decisions. In order to solve this problem, three evolutionary decision-making algorithms, including a genetic algorithm and two memetic algorithms, were developed. Experimental results show that the memetic algorithm based on greedy local search can generate obviously better DWTA decisions, especially for large-scale problems, than the genetic algorithm and the memetic algorithm based on steepest local search. 展开更多
关键词 DECISION-MAKING dynamic weapon-target assignment (dwta military command and control evolutionary computation memetic algorithms constraints handling
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具有条件风险值的动态火力分配方法 被引量:3
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作者 张毅 姜青山 陈国生 《系统工程与电子技术》 EI CSCD 北大核心 2012年第2期313-316,共4页
针对火力分配(weapon-target assignment,WTA)中的不确定性因素,研究了一类目标数量和类型不确定的动态火力分配问题。首先,构建了最小总任务费用的确定型WTA模型;其次,引入时间变量、想定模式和风险值约束,把确定型WTA问题转化为具有... 针对火力分配(weapon-target assignment,WTA)中的不确定性因素,研究了一类目标数量和类型不确定的动态火力分配问题。首先,构建了最小总任务费用的确定型WTA模型;其次,引入时间变量、想定模式和风险值约束,把确定型WTA问题转化为具有条件风险值约束的两阶段动态WTA问题,并用线性不等式集代替条件风险值约束,从而把动态WTA问题转化为混合整数规划问题;最后,设计一种循环多次交换禁忌搜索算法。仿真结果表明,新算法能够在较短时间内求解较大规模动态WTA的优化问题。 展开更多
关键词 动态火力分配 航空兵编队 想定 条件风险值 循环多次交换禁忌搜索算法
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