Simultaneous Hierarchical Clustering for Cell Formation Problems with Production Information

المؤلفون المشاركون

Zhu, Yingyu
Li, Simon

المصدر

Mathematical Problems in Engineering

العدد

المجلد 2018، العدد 2018 (31 ديسمبر/كانون الأول 2018)، ص ص. 1-13، 13ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2018-05-20

دولة النشر

مصر

عدد الصفحات

13

التخصصات الرئيسية

هندسة مدنية

الملخص EN

The purpose of this paper is to advance the similarity coefficient method to solve cell formation (CF) problems in two aspects.

Firstly, while numerous similarity coefficients have been proposed to incorporate different production factors in literature, a weighted sum formulation is applied to aggregate them into a nonbinary matrix to indicate the dependency strength among machines and parts.

This practice allows flexible incorporation of multiple production factors in the resolution of CF problems.

Secondly, a two-mode similarity coefficient is applied to simultaneously form machine groups and part families based on the classical framework of hierarchical clustering.

This practice not only eliminates the sequential process of grouping machines (or parts) first and then assigning parts (or machines), but also improves the quality of solutions.

The proposed clustering method has been tested through twelve literature examples.

The results demonstrate that the proposed method can at least yield solutions comparable to the solutions obtained by metaheuristics.

It can yield better results in some instances, as well.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Zhu, Yingyu& Li, Simon. 2018. Simultaneous Hierarchical Clustering for Cell Formation Problems with Production Information. Mathematical Problems in Engineering،Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1206490

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Zhu, Yingyu& Li, Simon. Simultaneous Hierarchical Clustering for Cell Formation Problems with Production Information. Mathematical Problems in Engineering No. 2018 (2018), pp.1-13.
https://search.emarefa.net/detail/BIM-1206490

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Zhu, Yingyu& Li, Simon. Simultaneous Hierarchical Clustering for Cell Formation Problems with Production Information. Mathematical Problems in Engineering. 2018. Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1206490

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1206490