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

Joint Authors

Niu, Zhanwen
Wang, Huaqiang
Liang, Lijun
He, Zhen

Source

Mathematical Problems in Engineering

Issue

Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-6, 6 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2015-01-19

Country of Publication

Egypt

No. of Pages

6

Main Subjects

Civil Engineering

Abstract EN

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.

American Psychological Association (APA)

Wang, Huaqiang& Liang, Lijun& Niu, Zhanwen& He, Zhen. 2015. Identification of CTQs for Complex Products Based on Mutual Information and Improved Gravitational Search Algorithm. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-6.
https://search.emarefa.net/detail/BIM-1074674

Modern Language Association (MLA)

Wang, Huaqiang…[et al.]. Identification of CTQs for Complex Products Based on Mutual Information and Improved Gravitational Search Algorithm. Mathematical Problems in Engineering No. 2015 (2015), pp.1-6.
https://search.emarefa.net/detail/BIM-1074674

American Medical Association (AMA)

Wang, Huaqiang& Liang, Lijun& Niu, Zhanwen& He, Zhen. Identification of CTQs for Complex Products Based on Mutual Information and Improved Gravitational Search Algorithm. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-6.
https://search.emarefa.net/detail/BIM-1074674

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1074674