Comparison of Multiobjective Evolutionary Algorithms for Operations Scheduling under Machine Availability Constraints

المؤلفون المشاركون

Frutos, M.
Tohmé, F.
Broz, D.
Méndez, M.

المصدر

The Scientific World Journal

العدد

المجلد 2013، العدد 2013 (31 ديسمبر/كانون الأول 2013)، ص ص. 1-9، 9ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2013-12-30

دولة النشر

مصر

عدد الصفحات

9

التخصصات الرئيسية

الطب البشري
تكنولوجيا المعلومات وعلم الحاسوب

الملخص EN

Many of the problems that arise in production systems can be handled with multiobjective techniques.

One of those problems is that of scheduling operations subject to constraints on the availability of machines and buffer capacity.

In this paper we analyze different Evolutionary multiobjective Algorithms (MOEAs) for this kind of problems.

We consider an experimental framework in which we schedule production operations for four real world Job-Shop contexts using three algorithms, NSGAII, SPEA2, and IBEA.

Using two performance indexes, Hypervolume and R2, we found that SPEA2 and IBEA are the most efficient for the tasks at hand.

On the other hand IBEA seems to be a better choice of tool since it yields more solutions in the approximate Pareto frontier.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Frutos, M.& Méndez, M.& Tohmé, F.& Broz, D.. 2013. Comparison of Multiobjective Evolutionary Algorithms for Operations Scheduling under Machine Availability Constraints. The Scientific World Journal،Vol. 2013, no. 2013, pp.1-9.
https://search.emarefa.net/detail/BIM-1032897

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Frutos, M.…[et al.]. Comparison of Multiobjective Evolutionary Algorithms for Operations Scheduling under Machine Availability Constraints. The Scientific World Journal No. 2013 (2013), pp.1-9.
https://search.emarefa.net/detail/BIM-1032897

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Frutos, M.& Méndez, M.& Tohmé, F.& Broz, D.. Comparison of Multiobjective Evolutionary Algorithms for Operations Scheduling under Machine Availability Constraints. The Scientific World Journal. 2013. Vol. 2013, no. 2013, pp.1-9.
https://search.emarefa.net/detail/BIM-1032897

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1032897