Optimal Machine Tools Selection Using Interval-Valued Data FCM Clustering Algorithm
Joint Authors
Tian, Xitian
Huang, Lijiang
Xin, Yupeng
Source
Mathematical Problems in Engineering
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-07-02
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
Machine tool selection directly affects production rates, accuracy, and flexibility.
In order to quickly and accurately select the appropriate machine tools in machining process planning, this paper proposes an optimal machine tools selection method based on interval-valued data fuzzy C-means (FCM) clustering algorithm.
We define the machining capability meta (MAE) as the smallest unit to describe machining capacity of machine tools and establish MAE library based on the MAE information model.
According to the manufacturing process requirements, the MAEs can be queried from MAE library.
Subsequently, interval-valued data FCM algorithm is used to select the appropriate machine tools for manufacturing process.
Through computing matching degree between manufacturing process machining constraints and MAEs, we get the most appropriate MAEs and the corresponding machine tools.
Finally, a case study of an exhaust duct part of the aeroengine is presented to demonstrate the applicability of the proposed method.
American Psychological Association (APA)
Xin, Yupeng& Tian, Xitian& Huang, Lijiang. 2014. Optimal Machine Tools Selection Using Interval-Valued Data FCM Clustering Algorithm. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-508329
Modern Language Association (MLA)
Xin, Yupeng…[et al.]. Optimal Machine Tools Selection Using Interval-Valued Data FCM Clustering Algorithm. Mathematical Problems in Engineering No. 2014 (2014), pp.1-10.
https://search.emarefa.net/detail/BIM-508329
American Medical Association (AMA)
Xin, Yupeng& Tian, Xitian& Huang, Lijiang. Optimal Machine Tools Selection Using Interval-Valued Data FCM Clustering Algorithm. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-508329
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-508329