Modeling and Evolutionary Optimization on Multilevel Production Scheduling : A Case Study

المؤلفون المشاركون

Shangguan, Chunxia
Zhou, Hong
Shi, Ruifeng

المصدر

Applied Computational Intelligence and Soft Computing

العدد

المجلد 2010، العدد 2010 (31 ديسمبر/كانون الأول 2010)، ص ص. 1-14، 14ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2010-07-25

دولة النشر

مصر

عدد الصفحات

14

التخصصات الرئيسية

تكنولوجيا المعلومات وعلم الحاسوب

الملخص EN

Multilevel production scheduling problem is a typical combinatorial optimization problem in a manufacturing system, which is traditionally modeled as several hierarchical sublevel problems and optimized at each level, respectively.

An integrated model, which can cope with the whole multilevel scheduling information simultaneously, is proposed in this paper, and a specific evolutionary algorithm is designed to solve the integrated model with a twin-screw coding strategy.

In order to evaluate the performance of the new algorithm, a real 3-level production scheduling problem is employed for case study, and two typical metaheuristic algorithms, a genetic algorithm (GA) and a simulated annealing (SA), are also employed for comparison study.

Experimental simulation results show that our proposed modeling and optimization method has outperformed the other ones.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Shi, Ruifeng& Shangguan, Chunxia& Zhou, Hong. 2010. Modeling and Evolutionary Optimization on Multilevel Production Scheduling : A Case Study. Applied Computational Intelligence and Soft Computing،Vol. 2010, no. 2010, pp.1-14.
https://search.emarefa.net/detail/BIM-497524

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Shi, Ruifeng…[et al.]. Modeling and Evolutionary Optimization on Multilevel Production Scheduling : A Case Study. Applied Computational Intelligence and Soft Computing No. 2010 (2010), pp.1-14.
https://search.emarefa.net/detail/BIM-497524

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Shi, Ruifeng& Shangguan, Chunxia& Zhou, Hong. Modeling and Evolutionary Optimization on Multilevel Production Scheduling : A Case Study. Applied Computational Intelligence and Soft Computing. 2010. Vol. 2010, no. 2010, pp.1-14.
https://search.emarefa.net/detail/BIM-497524

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-497524