关键词: 智能制造, 资源配置, 冗余性, 互信息, 特征选择

Abstract: To improve the configuration of intelligent manufacturing resources,a new method of attribute selection was proposed.Based on the attribute characteristics of intelligent manufacturing resource system,a large number of unordered resource attributes were decomposed into redundant attributes and core attributes through the proposed method.The distribution of attribute characteristic variables in the same space was researched with information entropy,and the redundancy among the attribute characteristic variables was researched with mutual information.On this basis,the resource attributes feature selection model was constructed,and the simulation was carried out to validate this model.The results showed that the resource with robust attributes features was searched quickly and accurately from the mass of intelligent manufacturing resources,which could improve the resource allocation efficiency.

Key words: intelligent manufacturing, resource allocation, redundancy, mutual information, feature selection