Evaluation of a self-organizing migrating algorithm applied to discrete event simulation optimization
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F49777513%3A23210%2F19%3A43956884" target="_blank" >RIV/49777513:23210/19:43956884 - isvavai.cz</a>
Result on the web
<a href="http://www.msc-les.org/proceedings/emss/2019/EMSS2019.pdf" target="_blank" >http://www.msc-les.org/proceedings/emss/2019/EMSS2019.pdf</a>
DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Evaluation of a self-organizing migrating algorithm applied to discrete event simulation optimization
Original language description
The paper deals with testing and evaluation of a modified Self-Organizing Migrating Algorithm (SOMA) applied to a discrete event simulation model reflecting the supply of production lines using automated guided vehicles. The SOMA heuristic optimization method is derived from the Differential Evolution method. We test all the SOMA strategies under the same conditions of the simulation experiments - the same termination criteria, number of repetitions in the optimization experiments, and the same setting of the basic parameters of the SOMA. We propose a methodology using different evaluation criteria to analyse the different SOMA strategies behaviour of finding the optimum of an objective function specified for each discrete event simulation model.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
20301 - Mechanical engineering
Result continuities
Project
<a href="/en/project/LO1502" target="_blank" >LO1502: Development of Regional Technological Institute</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2019
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
31st European Modeling and Simulation Symposium, EMSS 2019
ISBN
978-88-85741-26-3
ISSN
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e-ISSN
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Number of pages
10
Pages from-to
332-341
Publisher name
Dime University of Genova
Place of publication
Genova
Event location
Lisabon
Event date
Sep 18, 2019
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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