Multisystem Optimization for an Integrated Production Scheduling with Resource Saving Problem in Textile Printing and Dyeing
Joint Authors
Sun, Chao
Zhou, Huiyu
Yang, Zhile
Ma, Haiping
Wang, Jinglin
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-14, 14 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-11-18
Country of Publication
Egypt
No. of Pages
14
Main Subjects
Abstract EN
Resource saving has become an integral aspect of manufacturing in industry 4.0.
This paper proposes a multisystem optimization (MSO) algorithm, inspired by implicit parallelism of heuristic methods, to solve an integrated production scheduling with resource saving problem in textile printing and dyeing.
First, a real-world integrated production scheduling with resource saving is formulated as a multisystem optimization problem.
Then, the MSO algorithm is proposed to solve multisystem optimization problems that consist of several coupled subsystems, and each of the subsystems may contain multiple objectives and multiple constraints.
The proposed MSO algorithm is composed of within-subsystem evolution and cross-subsystem migration operators, and the former is to optimize each subsystem by excellent evolution operators and the later is to complete information sharing between multiple subsystems, to accelerate the global optimization of the whole system.
Performance is tested on a set of multisystem benchmark functions and compared with improved NSGA-II and multiobjective multifactorial evolutionary algorithm (MO-MFEA).
Simulation results show that the MSO algorithm is better than compared algorithms for the benchmark functions studied in this paper.
Finally, the MSO algorithm is successfully applied to the proposed integrated production scheduling with resource saving problem, and the results show that MSO is a promising algorithm for the studied problem.
American Psychological Association (APA)
Ma, Haiping& Sun, Chao& Wang, Jinglin& Yang, Zhile& Zhou, Huiyu. 2020. Multisystem Optimization for an Integrated Production Scheduling with Resource Saving Problem in Textile Printing and Dyeing. Complexity،Vol. 2020, no. 2020, pp.1-14.
https://search.emarefa.net/detail/BIM-1144911
Modern Language Association (MLA)
Ma, Haiping…[et al.]. Multisystem Optimization for an Integrated Production Scheduling with Resource Saving Problem in Textile Printing and Dyeing. Complexity No. 2020 (2020), pp.1-14.
https://search.emarefa.net/detail/BIM-1144911
American Medical Association (AMA)
Ma, Haiping& Sun, Chao& Wang, Jinglin& Yang, Zhile& Zhou, Huiyu. Multisystem Optimization for an Integrated Production Scheduling with Resource Saving Problem in Textile Printing and Dyeing. Complexity. 2020. Vol. 2020, no. 2020, pp.1-14.
https://search.emarefa.net/detail/BIM-1144911
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1144911