Comparison of a Modified Self-Organizing Migrating Algorithm with other Selected Optimization Methods used for Different Testing Functions

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F49777513%3A23210%2F16%3A43930264" target="_blank" >RIV/49777513:23210/16:43930264 - isvavai.cz</a>
Result on the web
<a href="http://www.daaam.info/Downloads/Pdfs/proceedings/proceedings_2015/060.pdf" target="_blank" >http://www.daaam.info/Downloads/Pdfs/proceedings/proceedings_2015/060.pdf</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.2507/26th.daaam.proceedings.060" target="_blank" >10.2507/26th.daaam.proceedings.060</a>

Result language
angličtina
Original language name
Comparison of a Modified Self-Organizing Migrating Algorithm with other Selected Optimization Methods used for Different Testing Functions
Original language description
The paper deals with testing and evaluation of selected modified heuristic optimization methods - Random Search, Downhill Simplex, Hill Climbing, Tabu Search, Local Search, Simulated Annealing, Evolution Strategy; Differential Evolution and Self Organizing Migrating Algorithm. The optimization methods were tested on four standard testing functions - the domain of the function is a defined step for each axis - substitution of the simulation model input parameter (discrete) values of the discrete event simulation model. The paper is mainly focused on testing the SOMA optimization method because this method is derived from Differential Evolution. Differential Evolution was a successful optimization for different dimensional search spaces. We proposed different evaluation criteria. We also tested different settings of these optimization methods to analyse their behaviour considering the setup of the optimization method parameters.
Czech name
—
Czech description
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Project
<a href="/en/project/EE2.3.09.0163" target="_blank" >EE2.3.09.0163: Highly professional research team focused on the topic of Product Lifecycle Management and Digital Factory</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach

Publication year
2016
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
Annals of DAAAM and Proceedings of the International DAAAM Symposium
ISBN
978-3-902734-07-5
ISSN
1726-9679
e-ISSN
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Number of pages
9
Pages from-to
453-461
Publisher name
Danube Adria Association for Automation and Manufacturing, DAAAM
Place of publication
Vídeň
Event location
Zadar
Event date
Oct 21, 2015
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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