TY - GEN
T1 - A novel decision-making algorithm for beyond visual range air combat based on deep reinforcement learning
AU - Jiang, Yang
AU - Yu, Jianglong
AU - Li, Qingdong
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - In this paper, a novel decision-making algorithm based on deep reinforcement learning(DRL) is proposed for the decision-making problem in beyond visual range(BVR) air combat. Firstly, the relative kinematics model of 1 vs 1 air combat is established, and the state space and action space of the fighter are designed. Then, a new reward function is designed according to the situation of the BVR air combat, which is suitable for a wider range of BVR confrontation scenarios, and the construction of a decision-making method based on DRL is completed. Finally, several sets of experimental data are given to verify the effectiveness of the algorithm.
AB - In this paper, a novel decision-making algorithm based on deep reinforcement learning(DRL) is proposed for the decision-making problem in beyond visual range(BVR) air combat. Firstly, the relative kinematics model of 1 vs 1 air combat is established, and the state space and action space of the fighter are designed. Then, a new reward function is designed according to the situation of the BVR air combat, which is suitable for a wider range of BVR confrontation scenarios, and the construction of a decision-making method based on DRL is completed. Finally, several sets of experimental data are given to verify the effectiveness of the algorithm.
KW - beyond visual range air combat
KW - decision-making algorithm
KW - deep reinforcement learning
UR - https://www.scopus.com/pages/publications/85147970847
U2 - 10.1109/YAC57282.2022.10023870
DO - 10.1109/YAC57282.2022.10023870
M3 - 会议稿件
AN - SCOPUS:85147970847
T3 - Proceedings - 2022 37th Youth Academic Annual Conference of Chinese Association of Automation, YAC 2022
SP - 516
EP - 521
BT - Proceedings - 2022 37th Youth Academic Annual Conference of Chinese Association of Automation, YAC 2022
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 37th Youth Academic Annual Conference of Chinese Association of Automation, YAC 2022
Y2 - 19 November 2022 through 20 November 2022
ER -