A Mathematical Model and Self-Adaptive NSGA-II for a Multiobjective IPPS Problem Subject to Delivery Time
Joint Authors
Liu, Yong
Yang, Mingshun
Ba, Li
Gao, Xinqin
Han, Zhoupeng
Xu, Erbao
Li, Yan
Source
Mathematical Problems in Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-08-24
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Process planning and scheduling are two important components of manufacturing systems.
This paper deals with a multiobjective just-in-time integrated process planning and scheduling (MOJIT-IPPS) problem.
Delivery time and machine workload are considered to make IPPS problem more suitable for manufacturing environments.
The earliness/tardiness penalty, maximum machine workload, and total machine workload are objectives that are minimized.
The decoding method is a crucial part that significantly influences the scheduling results.
We develop a self-adaptive decoding method to obtain better results.
A nondominated sorting genetic algorithm with self-adaptive decoding (SD-NSGA-II) is proposed for solving MOJIT-IPPS.
Finally, the model and algorithm are proven through an example.
Furthermore, different scale examples are tested to prove the good performance of the proposed method.
American Psychological Association (APA)
Ba, Li& Yang, Mingshun& Gao, Xinqin& Liu, Yong& Han, Zhoupeng& Xu, Erbao…[et al.]. 2020. A Mathematical Model and Self-Adaptive NSGA-II for a Multiobjective IPPS Problem Subject to Delivery Time. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-12.
https://search.emarefa.net/detail/BIM-1196438
Modern Language Association (MLA)
Ba, Li…[et al.]. A Mathematical Model and Self-Adaptive NSGA-II for a Multiobjective IPPS Problem Subject to Delivery Time. Mathematical Problems in Engineering No. 2020 (2020), pp.1-12.
https://search.emarefa.net/detail/BIM-1196438
American Medical Association (AMA)
Ba, Li& Yang, Mingshun& Gao, Xinqin& Liu, Yong& Han, Zhoupeng& Xu, Erbao…[et al.]. A Mathematical Model and Self-Adaptive NSGA-II for a Multiobjective IPPS Problem Subject to Delivery Time. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-12.
https://search.emarefa.net/detail/BIM-1196438
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1196438