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Published in 2017 at "Soft Computing"
DOI: 10.1007/s00500-016-2245-4
Abstract: Flexible job shop scheduling in uncertain environments plays an important part in real-world manufacturing systems. With the aim of capturing the uncertain and multi-objective nature of flexible job shop scheduling, a mathematical model for the…
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Keywords:
shop scheduling;
flexible job;
job shop;
multi objective ... See more keywords
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Published in 2018 at "Applied Intelligence"
DOI: 10.1007/s10489-018-1160-z
Abstract: The flexible job-shop environments have become increasingly significant because of rapid improvements on shop floors such as production technologies, manufacturing processes and systems. Several real manufacturing and service companies have had to use alternative machines…
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Keywords:
shop;
job shop;
flexible job;
process ... See more keywords
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Published in 2018 at "Cluster Computing"
DOI: 10.1007/s10586-017-1420-4
Abstract: Production scheduling problems are typically combinational optimization problems named bases on the processing routes of jobs on different machines. In this paper, the flexible job shop scheduling problem aimed to minimize the maximum completion times…
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Keywords:
job shop;
search;
flexible job;
problem ... See more keywords
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Published in 2017 at "Journal of Combinatorial Optimization"
DOI: 10.1007/s10878-015-9974-7
Abstract: This paper considers the large-scale mixed job shop scheduling problem with general number of jobs on each route. The problem includes ordinary machines, batch machines (with bounded or unbounded capacity), parallel machines, and machines with…
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Keywords:
large scale;
job shop;
shop scheduling;
scale mixed ... See more keywords
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Published in 2024 at "Machine Learning"
DOI: 10.1007/s10994-025-06826-w
Abstract: The Job Shop Scheduling Problem (JSSP) is a complex combinatorial optimization problem. While online Reinforcement Learning (RL) has shown promise by quickly finding acceptable solutions for JSSP, it faces key limitations: it requires extensive training…
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Keywords:
shop scheduling;
reinforcement;
job shop;
offline reinforcement ... See more keywords
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Published in 2020 at "Optimization Letters"
DOI: 10.1007/s11590-020-01674-0
Abstract: In job-shop manufacturing systems, an efficient production schedule acts to reduce unnecessary costs and better manage resources. For the same purposes, modern manufacturing cells, in compliance with industry 4.0 concepts, use material handling systems in…
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Keywords:
job shop;
search;
shop scheduling;
transport ... See more keywords
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Published in 2024 at "Cognitive Computation"
DOI: 10.1007/s12559-024-10294-0
Abstract: In this study, we propose a pioneering framework for generating multi-objective counterfactual explanations in job-shop scheduling contexts, combining predictive process monitoring with advanced mathematical optimization techniques. Using the Non-dominated Sorting Genetic Algorithm II (NSGA-II) for…
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Keywords:
shop scheduling;
process;
job shop;
counterfactual explanations ... See more keywords
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Published in 2018 at "Journal of Ambient Intelligence and Humanized Computing"
DOI: 10.1007/s12652-016-0425-9
Abstract: An improved hybrid immune algorithm (HIA) with parallelism and adaptability is proposed to solve the flexible job shop scheduling problem. In order to represent the actual characteristics of the problem’s solution, in the algorithm the…
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Keywords:
job shop;
algorithm;
hybrid immune;
improved hybrid ... See more keywords
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Published in 2021 at "Journal of Ambient Intelligence and Humanized Computing"
DOI: 10.1007/s12652-021-03330-6
Abstract: For flexible job-shop scheduling problem with low carbon emission constraints, an improved quantum genetic algorithm based on double chains coding is proposed. Firstly, a mathematical model is established to minimize makespan, total workload of machines…
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Keywords:
shop scheduling;
carbon;
job shop;
carbon emission ... See more keywords
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Published in 2019 at "IFAC-PapersOnLine"
DOI: 10.1016/j.ifacol.2019.10.009
Abstract: Abstract We analyze machine flexibility in the context of the flexible job shop problem. In general, the decisions about machine flexibility are taken in advance (the data sets already contain this information). Based on a…
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Keywords:
machine;
job shop;
machine flexibility;
shop problem ... See more keywords
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Published in 2019 at "IFAC-PapersOnLine"
DOI: 10.1016/j.ifacol.2019.11.144
Abstract: Abstract We consider a flexible job shop scheduling problem that incorporates machine operators and aims at makespan minimization. In a detailed overview of the related literature, we reveal the fact that the research in this…
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Keywords:
job shop;
shop scheduling;
scheduling problem;
flexible job ... See more keywords