Robust optimization in production engineering – methods and application

Adrian Knapczyk , Sławomir Francik , Marcin Jewiarz , Krzysztof Mudryk , Marek Wróbel

Abstract

Methods that use robust optimization are aimed at finding robustness to decision uncertainty. Uncertainty may affect the input parameters (problem) and the final solution. Robust optimization is applicable in many areas, such as: operational research, IT, energy, production engineering and others. The aim of the work was to indicate the main methods and examples of applications of robust optimization in the area of production engineering. Documents (articles and proceedings paper) indexed in the Web of Science - Core Collection database (WoSCC) from 2014-2018 were used for analysis. The search has been limited to the WoS-CC category: Engineering Industrial and Engineering Manufacturing. The main areas of application were: the scheduling of projects and tasks, production planning, and risk management. The most common methods were: linear programming, evolutionary algorithms, mixed integer programming, dynamic programming and many others.
Author Adrian Knapczyk (FoPaPE / DoMEaA)
Adrian Knapczyk,,
- Department of Mechanical Engineering and Agrophysics
, Sławomir Francik (FoPaPE / DoMEaA)
Sławomir Francik,,
- Department of Mechanical Engineering and Agrophysics
, Marcin Jewiarz (FoPaPE / DoMEaA)
Marcin Jewiarz,,
- Department of Mechanical Engineering and Agrophysics
, Krzysztof Mudryk (FoPaPE / DoMEaA)
Krzysztof Mudryk,,
- Department of Mechanical Engineering and Agrophysics
, Marek Wróbel (FoPaPE / DoMEaA)
Marek Wróbel,,
- Department of Mechanical Engineering and Agrophysics
Journal seriesE3S Web of Conferences, [Environment, energy and earth sciences web of conferences], ISSN 2267-1242, (0 pkt)
Issue year2019
Vol132
Pages1-9
Publication size in sheets0.5
Article number01007
ConferenceXXII International Scientific Conference POLSITA 2019 “Progress of mechanical engineering supported by information technology” , 19-11-2019 - 20-11-2019, Czajowice, Polska
DOIDOI:10.1051/e3sconf/201913201007
URL https://www.e3s-conferences.org/articles/e3sconf/pdf/2019/58/e3sconf_polsita2019_01007.pdf
Languageen angielski
LicenseJournal (articles only); author's original; Uznanie Autorstwa (CC-BY); after publication
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Robust optimization in production engineering - methods and application of 26-02-2020
1,76 MB
Score (nominal)5
Score sourcejournalList
Citation count*
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FinansowanieThis research was financed by the Ministry of Science and Higher Education of the Republic of Poland (Faculty of Production and Power Engineering, University of Agriculture in Krakow).
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* presented citation count is obtained through Internet information analysis and it is close to the number calculated by the Publish or Perish system.
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