Identifying bottlenecks in manufacturing systems using stochastic criticality analysis

J.P. Nogueira Bastos, L.J. van der Sanden, O. Donk, J.P.M. Voeten, S. Stuijk, R.R.H. Schiffelers, H. Corporaal

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

2 Citaten (Scopus)

Samenvatting

System design is a difficult process with many design-choices for which the impact may be difficult to foresee. Manufacturing system design is no exception to this. Increased use of flexible manufacturing systems which are able to perform different operations/use-cases further raises the design complexity. One important criterion to consider is the overall makespan and associated critical path for the different use-cases of the system. Stochastic critical path analysis plays a fundamental role in providing useful feedback for system designers to evaluate alternative specifications, which traditional fixed-time analysis cannot. In this paper, we extend our formal model-based framework, for the specification and design of manufacturing systems, with stochastic analysis abilities by associating a criticality index to each action performed by the system. This index can then be visualized and used within the framework such that a system designer can make better informed decisions. We propose a Monte-Carlo method as an estimation algorithm and we explicitly define and use confidence intervals to achieve an acceptable estimation error. We further demonstrate the use of the extended framework and stochastic analysis with an example manufacturing system.

Originele taal-2Engels
TitelFDL 2017 - Proceedings of the 2017 Forum on Specification and Design Languages
Plaats van productiePiscataway
UitgeverijIEEE Computer Society
Pagina's1-8
Aantal pagina's8
Volume2017-September
ISBN van elektronische versie978-1-5386-4733-2
ISBN van geprinte versie978-1-5386-1152-4
DOI's
StatusGepubliceerd - 27 feb 2018
Evenement2017 Forum on Specification and Design Languages, FDL 2017 - Verona, Italië
Duur: 18 sep 201720 sep 2017

Congres

Congres2017 Forum on Specification and Design Languages, FDL 2017
LandItalië
StadVerona
Periode18/09/1720/09/17

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Citeer dit

Nogueira Bastos, J. P., van der Sanden, L. J., Donk, O., Voeten, J. P. M., Stuijk, S., Schiffelers, R. R. H., & Corporaal, H. (2018). Identifying bottlenecks in manufacturing systems using stochastic criticality analysis. In FDL 2017 - Proceedings of the 2017 Forum on Specification and Design Languages (Vol. 2017-September, blz. 1-8). [8303901] Piscataway: IEEE Computer Society. https://doi.org/10.1109/FDL.2017.8303901