A Belief-Rule-Based Inference Method for Carrier Battle Group Recognition

被引:4
|
作者
Jiao, Lianmeng [1 ]
Pan, Quan [1 ]
Feng, Xiaoxue [1 ]
Yang, Feng [1 ]
机构
[1] Northwestern Polytech Univ, Sch Automat, 127 Youyi Rd, Xian 710072, Peoples R China
基金
美国国家科学基金会;
关键词
Belief-rule base; Carrier battle group; Over-the-horizon radar; Target recognition; EVIDENTIAL REASONING APPROACH; SYSTEM;
D O I
10.1007/978-3-642-38524-7_28
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a method for carrier battle group recognition with over-the-horizon radar outputs. A newly developed belief-rule-based inference method is employed to deal with uncertainties in both radar outputs and domain knowledge. The recognition belief-rule base is constructed considering the constraints among sub-targets in the carrier battle group and subsequently the inference according to such hierarchical belief-rule base is implemented. Moreover, the parameters training method is designed to update the belief-rule base through accumulated historical data. The simulation results show that the belief-rule-based inference method is effective to address the uncertainties in carrier battle group recognition, and the method performs much better after parameters training.
引用
收藏
页码:261 / 271
页数:11
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