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

Joint Authors

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

Source

Mathematical Problems in Engineering

Issue

Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-12, 12 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2016-12-20

Country of Publication

Egypt

No. of Pages

12

Main Subjects

Civil Engineering

Abstract 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.

American Psychological Association (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

Modern Language Association (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

American Medical Association (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

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1112556