航空学报 > 2015, Vol. 36 Issue (5): 1650-1660   doi: 10.7527/S1000-6893.2014.0159

基于模糊聚类的近距空战决策过程重构与评估

左家亮1, 杨任农1, 张滢1, 邬蒙1, 肖雨泽2   

  1. 1. 空军工程大学 航空航天工程学院, 西安 710038;
    2. 黄河中学, 西安 710038
  • 收稿日期:2014-05-07 修回日期:2014-07-14 出版日期:2015-05-15 发布日期:2014-07-28
  • 通讯作者: 左家亮Tel.: 029-84787062 E-mail: jialnzuo@163.com E-mail:jialnzuo@163.com
  • 作者简介:左家亮 男, 博士研究生。主要研究方向: 空战决策与评估。 Tel: 029-84787062 E-mail: jialnzuo@163.com;杨任农 男, 教授, 博士生导师。主要研究方向: 作战效能评估。 Tel: 029-84787051 E-mail: ARon@gmail.com

Reconstruction and evaluation of close air combat decision- making process based on fuzzy clustering

ZUO Jialiang1, YANG Rennong1, ZHANG Ying1, WU Meng1, XIAO Yuze2   

  1. 1. Aeronautics and Astronautic Engineering College, Air Force Engineering University, Xi'an 710038, China;
    2. Huang He Middle School, Xi'an 710038, China
  • Received:2014-05-07 Revised:2014-07-14 Online:2015-05-15 Published:2014-07-28

摘要:

目前大量研究集中在空战的智能决策和解决近距空战评估结果"是什么"的问题上,却极少关注评估结果的"为什么"。根据空战训练中记录的客观数据的变化特征,提出基于模糊聚类的方法来计算决策序列,构建模糊粗糙决策系统,以实现对近距空战决策过程的重构;通过计算分析条件属性之间的相对重要度,对具有相似重要度的决策对象序列进行二次聚类划分,分析出关键决策点集合。通过实例研究,从空战能量和相对方位2个方面对近距空战决策过程进行了评估分析。结果表明,从空战决策的角度可认为关键决策点集合是产生评估结果的原因。

关键词: 近距空战评估, 决策过程重构, 模糊聚类, 二次聚类, 相对重要度

Abstract:

At present, a large number of researches focus on the area of intelligent decision-making and to solve the problem of what the evaluation results of air combat is, while the work of studying the reasons which lead to the evaluation results of air combat has received little attention so far. According to the changing characteristic of objective data recorded by air combat training system in air combat training, a fuzzy clustering method calculating the sequence of decision-making items is put forward, and then a fuzzy rough decision-making system is built to reconstruct the decision-making process of close air combat. By calculating and analyzing the relative importance degree between pairwise condition attributes, a two-phase clustering method is employed to deal with the decision-making items with similar importance. Then, the key decision-making sets are available. A case study is provided to analyze and evaluate the decision-making process of close air combat in terms of energy and relative position. Results show that the key decision-making sets result in the ultimate outcome of the air combat from the viewpoint of decision-making.

Key words: evaluation of closing air combat, reconstruction of decision-making process, fuzzy clustering, two-phase clustering, relative importance degree

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