An Extended Genetic Algorithm for Distributed Integration of Fuzzy Process Planning and Scheduling
Joint Authors
Zhang, Shuai
Zhang, Wenyu
Yu, Zhinan
Xu, Yangbing
Yu, Dejian
Source
Mathematical Problems in Engineering
Issue
Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-04-03
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
The distributed integration of process planning and scheduling (DIPPS) aims to simultaneously arrange the two most important manufacturing stages, process planning and scheduling, in a distributed manufacturing environment.
Meanwhile, considering its advantage corresponding to actual situation, the triangle fuzzy number (TFN) is adopted in DIPPS to represent the machine processing and transportation time.
In order to solve this problem and obtain the optimal or near-optimal solution, an extended genetic algorithm (EGA) with innovative three-class encoding method, improved crossover, and mutation strategies is proposed.
Furthermore, a local enhancement strategy featuring machine replacement and order exchange is also added to strengthen the local search capability on the basic process of genetic algorithm.
Through the verification of experiment, EGA achieves satisfactory results all in a very short period of time and demonstrates its powerful performance in dealing with the distributed integration of fuzzy process planning and scheduling (DIFPPS).
American Psychological Association (APA)
Zhang, Shuai& Yu, Zhinan& Zhang, Wenyu& Yu, Dejian& Xu, Yangbing. 2016. An Extended Genetic Algorithm for Distributed Integration of Fuzzy Process Planning and Scheduling. Mathematical Problems in Engineering،Vol. 2016, no. 2016, pp.1-13.
https://search.emarefa.net/detail/BIM-1112082
Modern Language Association (MLA)
Zhang, Shuai…[et al.]. An Extended Genetic Algorithm for Distributed Integration of Fuzzy Process Planning and Scheduling. Mathematical Problems in Engineering No. 2016 (2016), pp.1-13.
https://search.emarefa.net/detail/BIM-1112082
American Medical Association (AMA)
Zhang, Shuai& Yu, Zhinan& Zhang, Wenyu& Yu, Dejian& Xu, Yangbing. An Extended Genetic Algorithm for Distributed Integration of Fuzzy Process Planning and Scheduling. Mathematical Problems in Engineering. 2016. Vol. 2016, no. 2016, pp.1-13.
https://search.emarefa.net/detail/BIM-1112082
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1112082