TY - GEN
T1 - Singular-Perturbation-based Intelligent Midcourse Guidance for Air-To-Air Missiles Equipped with Dual-Pulse Motor
AU - Gong, Xiaopeng
AU - Chen, Wanchun
AU - Chen, Zhongyuan
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - This paper presents an intelligent midcourse guidance law applicable to a long-range air-To-Air missile equipped with a dual-pulse motor. Based on the traditional singular perturbation approach, deep reinforcement learning is introduced to generate secondary ignition commands and acceleration corrections, which enhance the performance of the guidance law at long guidance loop sampling periods and when parameters are not tuned. The approach of singular perturbation midcourse guidance is first reviewed, and then only one neural network is employed to perform the tasks of ignition and correction sequentially to save storage and computational resources. The simulation results show that the proposed method can be applied to attack long-range targets in beyond visual range air-To-Air engagement.
AB - This paper presents an intelligent midcourse guidance law applicable to a long-range air-To-Air missile equipped with a dual-pulse motor. Based on the traditional singular perturbation approach, deep reinforcement learning is introduced to generate secondary ignition commands and acceleration corrections, which enhance the performance of the guidance law at long guidance loop sampling periods and when parameters are not tuned. The approach of singular perturbation midcourse guidance is first reviewed, and then only one neural network is employed to perform the tasks of ignition and correction sequentially to save storage and computational resources. The simulation results show that the proposed method can be applied to attack long-range targets in beyond visual range air-To-Air engagement.
KW - air-To-Air engagement
KW - deep reinforcement learning
KW - dual-pulse motor
KW - midcourse guidance
KW - singular perturbation
UR - https://www.scopus.com/pages/publications/85186748354
U2 - 10.1109/ICMAE59650.2023.10424613
DO - 10.1109/ICMAE59650.2023.10424613
M3 - 会议稿件
AN - SCOPUS:85186748354
T3 - 2023 14th International Conference on Mechanical and Aerospace Engineering, ICMAE 2023
SP - 419
EP - 424
BT - 2023 14th International Conference on Mechanical and Aerospace Engineering, ICMAE 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 14th International Conference on Mechanical and Aerospace Engineering, ICMAE 2023
Y2 - 18 July 2023 through 21 July 2023
ER -