现代防御技术2024,Vol.52Issue(3):64-72,9.DOI:10.3969/j.issn.1009-086x.2024.03.008
知识互联视角下的作战行动判识方法
Operational Action Identification Method from Knowledge Association Perspective
赵文栋 1张明智 2郭圣明2
作者信息
- 1. 中国人民解放军61267部队,北京 101114||国防大学联合作战学院,北京 100091
- 2. 国防大学联合作战学院,北京 100091
- 折叠
摘要
Abstract
The situation data in complex battlefield environment presents large-scale and fragmented features,the knowledge graph technology is applied to situation awareness to recognize operations from the perspective of integrity and relevance.The knowledge graph of operational action is constructed.The situation data such as operational action types,operational forces and attributes are organized in the form of graph to realize the correlation of operational knowledge.An operational action recognition model based on knowledge is designed.The model can fully utilize the attribute information and association information in the graph to enrich the vector representation of entities.By measuring the authenticity of triples,the operational action types and the relationships between combat forces can be recognized.Experimental results show that the proposed method can effectively recognize operations and help the commander to analyze the battlefield situation in depth.关键词
知识互联/知识图谱/作战行动判识/表示学习/图神经网络/注意力机制Key words
knowledge association/knowledge graph/operational action recognition/representation learning/graph neural network/attention mechanism分类
信息技术与安全科学引用本文复制引用
赵文栋,张明智,郭圣明..知识互联视角下的作战行动判识方法[J].现代防御技术,2024,52(3):64-72,9.