Identification of CTQs for Complex Products Based on Mutual Information and Improved Gravitational Search Algorithm

Author:

Wang Huaqiang1ORCID,Liang Lijun2,Niu Zhanwen1,He Zhen1

Affiliation:

1. Department of Industrial Engineering, Tianjin University, Tianjin 300072, China

2. College of Management, Tianjin University of Traditional Chinese Medicine, Tianjin 300073, China

Abstract

The identification of CTQs for complex products is the first step to implement quality control. To improve the efficiency and accuracy of CTQs identification, we propose a novel hybrid approach based on mutual information and improved gravitational search algorithm, which has advantages of filter and wrapper. At first, the information relevance and redundancy are measured by mutual information. Then, the improved gravitational search algorithm is used to search the CTQs. Experimentation is carried out using 2 UCI data sets, and the classification capability of CTQs is tested by SVM and tenfold cross validation. The results show that the presented method is verified to be effective and practically applicable.

Funder

National Science Fund for Distinguished Young Scholars of China

Publisher

Hindawi Limited

Subject

General Engineering,General Mathematics

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