南方科技大学知识苑(SUSTech KC): Autonomous maneuver decision for unmanned aerial vehicle via improved pigeon-inspired optimization

题名	Autonomous maneuver decision for unmanned aerial vehicle via improved pigeon-inspired optimization
作者	Duan，Haibin 1; Lei，Yangqi 1; Xia，Jie 1; Deng，Yimin 1; Shi，Yuhui2
发表日期	2022
DOI	10.1109/TAES.2022.3221691
发表期刊	IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS 影响因子和分区
ISSN	0018-9251
EISSN	1557-9603
卷号	PP 期号:99页码:1-18
摘要	As a crucial technology of air-to-air confrontation, autonomous maneuver decision has attracted wide attention in recent years. This paper proposes an improved pigeon-inspired optimization method to realize autonomous maneuver decision for unmanned aerial vehicles (UAVs) rapidly and accurately in an aerial combat engagement. The maneuver library is designed, including some advanced offensive and defensive maneuvers. A dependent set of trial maneuvers is generated to help UAVs make decisions in any tactical situation, and a future engagement state of the opponent UAV is predicted for each trial maneuver. The core of the decision-making process is that the objective function to be optimized is designed using the game mixed strategy, and the optimal mixed strategy is obtained by the improved pigeon-inspired optimization. A comparative analysis with other classical optimization algorithms highlights the advantage of the proposed algorithm. The simulation tests are conducted under four different initial conditions, namely, neutral, offensive, opposite, and defensive conditions. The simulation results verify the effectiveness of the proposed autonomous maneuver decision method.
关键词	air-to-air confrontation Autonomous aerial vehicles autonomous maneuver decision Games Heuristic algorithms improved pigeon-inspired optimization Libraries maneuver library Mathematical models Optimization Unmanned aerial vehicle (UAV) Weapons
相关链接	[Scopus记录]
收录类别	SCI ; EI
语种	英语
学校署名	其他
资助项目	Science and Technology Innovation 2030-Key Project of "New Generation Artificial Intelligence"[2018AAA0100803] ; National Natural Science Foundation of China["U20B2071","91948204","T2121003","U1913602"]
WOS研究方向	Engineering ; Telecommunications
WOS类目	Engineering, Aerospace ; Engineering, Electrical & Electronic ; Telecommunications
WOS记录号	WOS:001006747500073
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
EI入藏号	20224613123484
EI主题词	Antennas ; Decision making ; Heuristic algorithms ; Military vehicles ; Unmanned aerial vehicles (UAV)
EI分类号	Military Engineering:404.1 ; Aircraft, General:652.1 ; Computer Programming:723.1 ; Management:912.2 ; Optimization Techniques:921.5
ESI学科分类	ENGINEERING
Scopus记录号	2-s2.0-85141553880
来源库	Scopus
全文链接	https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9946442
引用统计	被引频次[WOS]：7
成果类型	期刊论文
条目标识符	http://sustech.caswiz.com/handle/2SGJ60CL/411906
专题	工学院_计算机科学与工程系
作者单位	1.School of Automation Science and Electrical Engineering, Beihang University, Beijing, China 2.Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China
推荐引用方式 GB/T 7714	Duan，Haibin,Lei，Yangqi,Xia，Jie,et al. Autonomous maneuver decision for unmanned aerial vehicle via improved pigeon-inspired optimization[J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS,2022,PP(99):1-18.
APA	Duan，Haibin,Lei，Yangqi,Xia，Jie,Deng，Yimin,&Shi，Yuhui.(2022).Autonomous maneuver decision for unmanned aerial vehicle via improved pigeon-inspired optimization.IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS,PP(99),1-18.
MLA	Duan，Haibin,et al."Autonomous maneuver decision for unmanned aerial vehicle via improved pigeon-inspired optimization".IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS PP.99(2022):1-18.