TY - GEN
T1 - Dynamic Effectiveness Evaluation Method for Beyond-Visual-Range Air-to-Air Missile After Launch
AU - Jia, Yachao
AU - Yang, Zhen
AU - He, Yupeng
AU - Wang, Xingyu
AU - Zhou, Deyun
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - To address the problem of information blindness after the launch of beyond-visual-range air-to-air missile, this paper proposes a random forest-based dynamic assessment method of post-launch effectiveness. Based on the operational characteristics of beyond-visual-range air-to-air missiles, a quantitative model is constructed based on the evaluation indicators of distance advantage, remaining flight time advantage of the missile, remaining speed advantage of the missile end, target acquisition ability of air-to-air missile. In addition, the weights of each indicator are determined based on random forest regression trees. In consideration of the highly dynamic and confrontational characteristics of modern air combat, dynamic variable weight theory is introduced to avoid the state imbalance caused by constant weight assessment. The simulation case verifies the accuracy and validity of the evaluation method. The research results show that the method in this paper can fill the gap of missing post-launch missile situational information in air warfare and effectively improve air combat capability.
AB - To address the problem of information blindness after the launch of beyond-visual-range air-to-air missile, this paper proposes a random forest-based dynamic assessment method of post-launch effectiveness. Based on the operational characteristics of beyond-visual-range air-to-air missiles, a quantitative model is constructed based on the evaluation indicators of distance advantage, remaining flight time advantage of the missile, remaining speed advantage of the missile end, target acquisition ability of air-to-air missile. In addition, the weights of each indicator are determined based on random forest regression trees. In consideration of the highly dynamic and confrontational characteristics of modern air combat, dynamic variable weight theory is introduced to avoid the state imbalance caused by constant weight assessment. The simulation case verifies the accuracy and validity of the evaluation method. The research results show that the method in this paper can fill the gap of missing post-launch missile situational information in air warfare and effectively improve air combat capability.
KW - beyond-visual-range air-to-air missile
KW - dynamic variable weight
KW - post-launch effectiveness
KW - random forest
UR - http://www.scopus.com/inward/record.url?scp=85180131503&partnerID=8YFLogxK
U2 - 10.1109/ICUS58632.2023.10318387
DO - 10.1109/ICUS58632.2023.10318387
M3 - 会议稿件
AN - SCOPUS:85180131503
T3 - Proceedings of 2023 IEEE International Conference on Unmanned Systems, ICUS 2023
SP - 482
EP - 487
BT - Proceedings of 2023 IEEE International Conference on Unmanned Systems, ICUS 2023
A2 - Song, Rong
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2023 IEEE International Conference on Unmanned Systems, ICUS 2023
Y2 - 13 October 2023 through 15 October 2023
ER -