Zhao, Shuai, Mei, Haitao, Dziurzanski, Piotr et al. (2 more authors) (Accepted: 2019) Cloud-based Integrated Process Planning and Scheduling Optimisation via Asynchronous Islands. In: 16th International Conference on the Economics of Grids, Clouds, Systems, and Services. , GBR (In Press)
Abstract
In this paper, we present Optimisation as a Service (OaaS) for an integrated process planning and scheduling in smart factories based on a distributed multi-criteria genetic algorithm (GA). In contrast to the traditional distributed GA following the island model, the proposed islands are executed asynchronously and exchange solutions at time points depending solely on the optimisation progress at each island. Several solutions' exchange strategies are proposed, implemented in Amazon Elastic Container Service for Kubernetes (Amazon EKS) and evaluated using a real-world manufacturing problem.
Metadata
Item Type: | Book Section |
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Authors/Creators: |
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Keywords: | Optimisation as a Service,Multi-objective Genetic Algorithm,Island Model,Amazon EKS,Integrated process planning and scheduling |
Dates: |
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Institution: | The University of York |
Academic Units: | The University of York > Faculty of Sciences (York) > Computer Science (York) |
Depositing User: | Pure (York) |
Date Deposited: | 08 Jul 2019 11:40 |
Last Modified: | 06 Feb 2025 00:04 |
Status: | In Press |
Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:148283 |