Air Combat Maneuver Decision Based on Reinforcement Genetic Algorithm

With the continuous development of UAV technology, the trend of using UAV in the military battlefield is increasingly obvious, but the autonomous air combat capability of UAV needs to be further improved. The air combat maneuvering decision is the key link to realize the UAV autonomous air combat, a...

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Format:	Article
Language:	zho
Published:	The Northwestern Polytechnical University 2020-12-01
Series:	Xibei Gongye Daxue Xuebao
Subjects:	air combat maneuvering decision genetic algorithm reinforcement learning control and decision uav model simulation test scenario
Online Access:	https://www.jnwpu.org/articles/jnwpu/full_html/2020/06/jnwpu2020386p1330/jnwpu2020386p1330.html

id	doaj-d6fa4a23d15946ff867e61dca0d32584
record_format	Article
spelling	doaj-d6fa4a23d15946ff867e61dca0d325842021-05-03T01:24:27ZzhoThe Northwestern Polytechnical UniversityXibei Gongye Daxue Xuebao1000-27582609-71252020-12-013861330133810.1051/jnwpu/20203861330jnwpu2020386p1330Air Combat Maneuver Decision Based on Reinforcement Genetic AlgorithmWith the continuous development of UAV technology, the trend of using UAV in the military battlefield is increasingly obvious, but the autonomous air combat capability of UAV needs to be further improved. The air combat maneuvering decision is the key link to realize the UAV autonomous air combat, and the genetic algorithm has good robustness and global searching ability which is suitable for solving large-scale optimization problems. This paper uses an improved genetic algorithm to model UAV air combat maneuvering decisions. Based on engineering application requirements, a typical simulation test scenario is established. The simulation results show that the air combat maneuvering decision model based on reinforcement genetic algorithm in this paper can obtain the correct maneuvering decision sequence and gain a position advantage in combat.https://www.jnwpu.org/articles/jnwpu/full_html/2020/06/jnwpu2020386p1330/jnwpu2020386p1330.htmlair combat maneuvering decisiongenetic algorithmreinforcement learningcontrol and decisionuavmodelsimulation test scenario
collection	DOAJ
language	zho
format	Article
sources	DOAJ
title	Air Combat Maneuver Decision Based on Reinforcement Genetic Algorithm
spellingShingle	Air Combat Maneuver Decision Based on Reinforcement Genetic Algorithm Xibei Gongye Daxue Xuebao air combat maneuvering decision genetic algorithm reinforcement learning control and decision uav model simulation test scenario
title_short	Air Combat Maneuver Decision Based on Reinforcement Genetic Algorithm
title_full	Air Combat Maneuver Decision Based on Reinforcement Genetic Algorithm
title_fullStr	Air Combat Maneuver Decision Based on Reinforcement Genetic Algorithm
title_full_unstemmed	Air Combat Maneuver Decision Based on Reinforcement Genetic Algorithm
title_sort	air combat maneuver decision based on reinforcement genetic algorithm
publisher	The Northwestern Polytechnical University
series	Xibei Gongye Daxue Xuebao
issn	1000-2758 2609-7125
publishDate	2020-12-01
description	With the continuous development of UAV technology, the trend of using UAV in the military battlefield is increasingly obvious, but the autonomous air combat capability of UAV needs to be further improved. The air combat maneuvering decision is the key link to realize the UAV autonomous air combat, and the genetic algorithm has good robustness and global searching ability which is suitable for solving large-scale optimization problems. This paper uses an improved genetic algorithm to model UAV air combat maneuvering decisions. Based on engineering application requirements, a typical simulation test scenario is established. The simulation results show that the air combat maneuvering decision model based on reinforcement genetic algorithm in this paper can obtain the correct maneuvering decision sequence and gain a position advantage in combat.
topic	air combat maneuvering decision genetic algorithm reinforcement learning control and decision uav model simulation test scenario
url	https://www.jnwpu.org/articles/jnwpu/full_html/2020/06/jnwpu2020386p1330/jnwpu2020386p1330.html
_version_	1721486000617684992

Air Combat Maneuver Decision Based on Reinforcement Genetic Algorithm

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