空天预警研究学报2025，Vol.39Issue(5)：369-374,6.DOI:10.3969/j.issn.2097-180X.2025.05.012
基于BiGRU-MA网络的空战战术意图识别模型
Air combat tactical intent recognition model based on BiGRU-MA network
孙曜 1张佳丽 2王伟 2景腾雨 2黄震宇1
作者信息
- 1. 空军工程大学航空工程学院,西安 710038
- 2. 西安电子科技大学通信工程学院,西安 710071
- 折叠
摘要
Abstract
Aiming at the recognition difficulties caused by the complexity of action combinations and intent camouflage in the air combat tactical intent recognition,this paper proposes a fine-grained intent recognition meth-od based on the bidirectional gated recurrent unit(BiGRU)modeling and multi-head self-attention mechanism(MA)network.Tactical intent is defined as observation,offense and defense based on the combat state;the air-craft status information of each discrete-time step is analyzed to determine the intent;third-order and eleventh-or-der intent recognition rules are constructed by using expert experience to label the intent of flight trajectory data.Finally,the BiGRU-MA network is employed to extract temporal features and uncover the correlations across dif-ferent feature dimensions.Experimental results demonstrate that,compared with other models,the proposed BiG-RU-MA model better balances computational efficiency and classification accuracy.关键词
战术意图识别/多头自注意力机制/BiGRU-MA网络Key words
tactical intent recognition/multi-head self-attention mechanism/BiGRU-MA network分类
军事科技引用本文复制引用
孙曜,张佳丽,王伟,景腾雨,黄震宇..基于BiGRU-MA网络的空战战术意图识别模型[J].空天预警研究学报,2025,39(5):369-374,6.
