A multi objective collaborative reinforcement learning algorithm for flexible job shop scheduling [PDF]
Scientific ReportsTo improve the scheduling efficiency of flexible job shops, this paper proposes a multi-objective collaborative intelligent agent reinforcement learning algorithm based on weight distribution.
Jian Li, Shifa Li, Pengbo He, Huankun Li
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Minimizing the makespan and carbon emissions in the green flexible job shop scheduling problem with learning effects [PDF]
Scientific Reports, 2023 One of the most difficult challenges for modern manufacturing is reducing carbon emissions. This paper focuses on the green scheduling problem in a flexible job shop system, taking into account energy consumption and worker learning effects.
Zhi Li, Yingjian Chen
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Flexible job shop scheduling problem in manufacturing [PDF]
, 2013 This paper addresses a real assembly cell: the AIP-PRIMECA cell at the Université de Valenciennes et du Hainaut-Cambrésis, in France. This system can be viewed as a Flexible Job Shop, leading to the formulation of a Flexible Job Shop Scheduling Problem (
Barbosa, José +3 more
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Overlap Algorithms in Flexible Job-shop Scheduling [PDF]
International Journal of Interactive Multimedia and Artificial Intelligence, 2014 The flexible Job-shop Scheduling Problem (fJSP) considers the execution of jobs by a set of candidate resources while satisfying time and technological constraints.
Celia Gutierrez
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Dynamic Intelligent Scheduling in Low-Carbon Heterogeneous Distributed Flexible Job Shops with Job Insertions and Transfers [PDF]
SensorsWith the rapid development of economic globalization and green manufacturing, traditional flexible job shop scheduling has evolved into the low-carbon heterogeneous distributed flexible job shop scheduling problem (LHDFJSP).
Yi Chen +3 more
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Research on Priority-based Flexible Job Shop Scheduling Algorithm [PDF]
E3S Web of Conferences, 2021 Research on the Flexible Job Shop Scheduling (FJSP) problem in the manufacturing process of aircraft engines has been carried out. It is found that there are real requirements such as order mandatory nodes and equipment selection in the current job ...
Liu Manxing, Xia Xiufeng
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Applying flexible job shop scheduling in patients management to optimize processing time in hospitals. [PDF]
International Journal of Research in Industrial Engineering, 2021 The continuous growth of the population causes an increased demand for our healthcare services. Insufficient hospitals face challenges to serve the patient within a preferable duration.
N. Sarfaraj, Md. L. Lingkon, N. Zahan
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Machines, 2021 The flexible job shop scheduling problem has always been the focus of research in the manufacturing field. However, most of the previous studies focused more on efficiency and ignored energy consumption.
Mingliang Wu +7 more
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A Method for Dynamic Insertion Order Scheduling in Flexible Job Shops Based on Digital Twins
Applied Sciences, 2022 Various production disturbances occurring in the flexible job shop production process may affect the production of the workshop, some of which may lead to the prolongation of production completion time.
Yajun Wang +4 more
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Whale optimization algorithm with opposition-based learning strategy for solving flexible job shop scheduling problem [PDF]
ITM Web of Conferences, 2022 Flexible job shop scheduling problem is the allocation of available shared resources and the sequencing of processing tasks within a certain period of time to meet certain or certain specific production indicators.
Wu Mingliang, Yang Dongsheng, Liu Tianyi
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