Utilize este identificador para referenciar este registo: https://hdl.handle.net/1822/82505

TítuloThe impact of technological implementation decisions on job-shop scheduling simulator performance using secondary storage and parallel processing
Autor(es)Lopes, Nuno
Costa, Bruno
Alves, Catia F.
Putnik, Goran D.
Varela, M.L.R.
Cruz-Cunha, Maria M.
Ferreira, Luis
Palavras-chaveCyber-Physical Production System
Scheduling heuristic
Distributed-memory algorithms
Parallel performance
DataJan-2022
EditoraSpringer, Cham
RevistaLecture Notes in Networks and Systems
CitaçãoLopes, N. et al. (2022). The Impact of Technological Implementation Decisions on Job-Shop Scheduling Simulator Performance Using Secondary Storage and Parallel Processing. In: Matt, D.T., Vidoni, R., Rauch, E., Dallasega, P. (eds) Managing and Implementing the Digital Transformation. ISIEA 2022. Lecture Notes in Networks and Systems, vol 525. Springer, Cham. https://doi.org/10.1007/978-3-031-14317-5_19
Resumo(s)Cyber-Physical Production Systems require scalable simulations to make decisions in close to real-time when facing highly dynamic environments. When the environment changes, new simulations assist the production planning by running scheduling algorithms. We studied the impact of technological implementation decisions on the execution performance of a heuristic-based Flexible Job-Shop scheduling simulator. We developed a simulation application that implements a heuristic-based scheduling algorithm and explored two approaches: the use of secondary storage for storing auxiliary calculations and using parallel processing to improve execution performance. The results show that the overhead of accessing secondary storage is high when compared to a main-memory only solution. A parallel processing approach based on distributed memory was implemented and compared to the sequential version. The results show that while it is accessible to implement a parallel solution, an adequate communication pattern is necessary to improve the execution time of the parallel algorithm.
TipoArtigo em ata de conferência
URIhttps://hdl.handle.net/1822/82505
ISBN9783031143168
DOI10.1007/978-3-031-14317-5_19
ISSN2367-3370
Versão da editorahttps://link.springer.com/chapter/10.1007/978-3-031-14317-5_19
Arbitragem científicayes
AcessoAcesso restrito UMinho
Aparece nas coleções:CAlg - Artigos em livros de atas/Papers in proceedings

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