A Cooperative Guidance Method Based on TRPO Learning Under Terminal Impact Angle Constraints

To address the challenge of engaging highly protected and maneuverable targets, this paper proposes a policy that employs cruise missile cluster to strike mobile targets. This method is based on a fully cooperative game framework, employing targeted optimization of the Trust Region Policy Optimization (TRPO) algorithm to train guidance policies for cluster members adhering to fully cooperative game rules. To enhance the damage effectiveness of cruise missiles, this paper considers the terminal impact angle constraint, transforming the convergence of the terminal impact angle into the convergence of the line-ofsight angle. This ensures that the velocity direction at the terminal guidance phase aligns with the target-munition line, thereby improving the damage effectiveness of the cruise missiles.

Authors

Institutions

Publication Details

Published
2025-07-04
DOI
https://doi.org/10.1109/fasta65681.2025.11138944
Primary Topic
Guidance and Control Systems
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A Cooperative Guidance Method Based on TRPO Learning Under Terminal Impact Angle Constraints

Xiaojun Ban, Ge Lan, Zhenglong Guo
Guidance and Control Systems
article

A Cooperative Guidance Method Based on TRPO Learning Under Terminal Impact Angle Constraints

Xiaojun Ban, Ge Lan, Zhenglong Guo
article en

Abstract

To address the challenge of engaging highly protected and maneuverable targets, this paper proposes a policy that employs cruise missile cluster to strike mobile targets. This method is based on a fully cooperative game framework, employing targeted optimization of the Trust Region Policy Optimization (TRPO) algorithm to train guidance policies for cluster members adhering to fully cooperative game rules. To enhance the damage effectiveness of cruise missiles, this paper considers the terminal impact angle constraint, transforming the convergence of the terminal impact angle into the convergence of the line-ofsight angle. This ensures that the velocity direction at the terminal guidance phase aligns with the target-munition line, thereby improving the damage effectiveness of the cruise missiles.

Harbin Institute of Technology (CN), Guidance (United Kingdom) (GB), Guizhou Electromechanical Research and Design Institute (CN)
Openalex Percentile: Top 67%
Guidance and Control Systems
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.