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粗糙集属性约简的基因算法
引用本文:贾要勤,徐光华,孙瑞祥,梁霖.粗糙集属性约简的基因算法[J].中国机械工程,2000,11(7):797-800.
作者姓名:贾要勤  徐光华  孙瑞祥  梁霖
作者单位:1. 西安交通大学,西安市,710049
2. 西安交通大学机械工程学院
3. 西安交通大学机械诊断与控制学研究所
摘    要:粗糙集是一种新型的数据分析方法,而属性约简是其主要算法,由于属性的约简为NP问题,使得传统算法很难将粗糙集应用于实际中,利用基因算法的搜索寻优技术,提出一种基于多目标优化基因算法的属性约简算法,它不仅有较高的约简效率,而且可以得到多种约简属性集。以柴油机油路故障为例,进行特征属性的约简,取得了较好的结果。

关 键 词:粗糙集  基因算法  属性约简  故障诊断

Reduction of Rough Set Attributes Using Genetic Algorithm
JIA Yaoqin.Reduction of Rough Set Attributes Using Genetic Algorithm[J].China Mechanical Engineering,2000,11(7):797-800.
Authors:JIA Yaoqin
Abstract:Rough set is a new type of data processing method, and the reduction of attributes is its main tool, which is used to find the simplified combinations of attributes under the conditions satisfying the classification precision. Since the attribute reduction is an N-P problem, traditional method is difficult to be applied in the practical application of rough sets. In this paper, using the optimal search technique, a method of attribute reduction based on the multi-object optimization genetic algorithm is put forward. It improves reduction efficiency, and gets more than one kind of attribute reduction aggregate. Finally, the attribute reduction is applied in the feature selection of oil route fault signal of diesel engine, and a good result is obtained.
Keywords:rough set    genetic algorithm    attributes reduction    fault diagnosis  
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