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An interactive decision support system using simulation-based optimization and data mining
University of Skövde, School of Engineering Science. University of Skövde, The Virtual Systems Research Centre. (Production and Automation Engineering)
University of Skövde, School of Engineering Science. University of Skövde, The Virtual Systems Research Centre. (Simulation-based Optimization)ORCID iD: 0000-0003-0111-1776
University of Skövde, School of Engineering Science. University of Skövde, The Virtual Systems Research Centre. (Adaptive Manufacturing)ORCID iD: 0000-0003-3973-3394
University of Skövde, School of Engineering Science. University of Skövde, The Virtual Systems Research Centre. (Simulation-based Optimization)ORCID iD: 0000-0001-5436-2128
2015 (English)In: Proceedings of the 2015 Winter Simulation Conference / [ed] L. Yilmaz, W. K. V. Chan, I. Moon, T. M. K. Roeder, C. Macal, and M. D. Rossetti, IEEE Press, 2015, 2112-2123 p.Conference paper, Published paper (Refereed)
Abstract [en]

This paper describes a decision support system (DSS) built on knowledge extraction using simulation-based optimization and data mining. The paper starts with a requirements analysis based on a survey conducted with a number of industrial companies about their practices of using simulations for decision support.Based upon the analysis, a new, interactive DSS that can fulfill the industrial requirements, is proposed.The design of the cloud-based system architecture of the DSS is then described. To show the functionality and potential of the proposed DSS, an application study has been performed for the optimal design of a hypothetical but realistic flexible production cell. How important knowledge with respect to different preferences of the decision maker can be generated as rules, using the new Flexible Pattern Mining algorithm provided in the DSS, will be revealed by the results of this application study.

Place, publisher, year, edition, pages
IEEE Press, 2015. 2112-2123 p.
Keyword [en]
Optimization, Data Mining, Decision, Simulation
National Category
Production Engineering, Human Work Science and Ergonomics
Research subject
Technology
Identifiers
URN: urn:nbn:se:his:diva-11898ISBN: 978-1-4673-9743-8 OAI: oai:DiVA.org:his-11898DiVA: diva2:902875
Conference
WSC '15 Winter Simulation Conference, Huntington Beach, CA, USA — December 06 - 09, 2015
Projects
IDSS
Funder
Knowledge Foundation
Available from: 2016-02-12 Created: 2016-02-11 Last updated: 2016-06-08Bibliographically approved

Open Access in DiVA

An interactive decision support system using simulation-based optimization and data mining(523 kB)35 downloads
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File name FULLTEXT01.pdfFile size 523 kBChecksum SHA-512
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Type fulltextMimetype application/pdf

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http://dl.acm.org/citation.cfm?id=2888859

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CiteExportLink to record
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Citation style
  • apa
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More styles
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  • nn-NO
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  • Other locale
More languages
Output format
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  • asciidoc
  • rtf