A New Manufacturing Service Selection and Composition Method Using Improved Flower Pollination Algorithm

المؤلفون المشاركون

Zhang, Shuai
Zhang, Wenyu
Xu, Yangbing
Yang, Yushu
Yu, Dejian

المصدر

Mathematical Problems in Engineering

العدد

المجلد 2016، العدد 2016 (31 ديسمبر/كانون الأول 2016)، ص ص. 1-12، 12ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2016-12-20

دولة النشر

مصر

عدد الصفحات

12

التخصصات الرئيسية

هندسة مدنية

الملخص EN

With an increasing number of manufacturing services, the means by which to select and compose these manufacturing services have become a challenging problem.

It can be regarded as a multiobjective optimization problem that involves a variety of conflicting quality of service (QoS) attributes.

In this study, a multiobjective optimization model of manufacturing service composition is presented that is based on QoS and an environmental index.

Next, the skyline operator is applied to reduce the solution space.

And then a new method called improved Flower Pollination Algorithm (FPA) is proposed for solving the problem of manufacturing service selection and composition.

The improved FPA enhances the performance of basic FPA by combining the latter with crossover and mutation operators of the Differential Evolution (DE) algorithm.

Finally, a case study is conducted to compare the proposed method with other evolutionary algorithms, including the Genetic Algorithm, DE, basic FPA, and extended FPA.

The experimental results reveal that the proposed method performs best at solving the problem of manufacturing service selection and composition.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Zhang, Wenyu& Yang, Yushu& Zhang, Shuai& Yu, Dejian& Xu, Yangbing. 2016. A New Manufacturing Service Selection and Composition Method Using Improved Flower Pollination Algorithm. Mathematical Problems in Engineering،Vol. 2016, no. 2016, pp.1-12.
https://search.emarefa.net/detail/BIM-1112556

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Zhang, Wenyu…[et al.]. A New Manufacturing Service Selection and Composition Method Using Improved Flower Pollination Algorithm. Mathematical Problems in Engineering No. 2016 (2016), pp.1-12.
https://search.emarefa.net/detail/BIM-1112556

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Zhang, Wenyu& Yang, Yushu& Zhang, Shuai& Yu, Dejian& Xu, Yangbing. A New Manufacturing Service Selection and Composition Method Using Improved Flower Pollination Algorithm. Mathematical Problems in Engineering. 2016. Vol. 2016, no. 2016, pp.1-12.
https://search.emarefa.net/detail/BIM-1112556

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1112556