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Multisystem Optimization for an Integrated Production Scheduling with Resource Saving Problem in Textile Printing and Dyeing
المؤلفون المشاركون
Sun, Chao
Zhou, Huiyu
Yang, Zhile
Ma, Haiping
Wang, Jinglin
المصدر
العدد
المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-14، 14ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2020-11-18
دولة النشر
مصر
عدد الصفحات
14
التخصصات الرئيسية
الملخص 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.
نمط استشهاد جمعية علماء النفس الأمريكية (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
نمط استشهاد الجمعية الأمريكية للغات الحديثة (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
نمط استشهاد الجمعية الطبية الأمريكية (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
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1144911
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
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