Comparison of optimisation methods tested on testing functions and discrete event simulation models

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F49777513%3A23210%2F15%3A43926296" target="_blank" >RIV/49777513:23210/15:43926296 - isvavai.cz</a>

Result on the web

<a href="http://www.inderscience.com/info/inarticle.php?artid=71380" target="_blank" >http://www.inderscience.com/info/inarticle.php?artid=71380</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1504/IJSPM.2015.071380" target="_blank" >10.1504/IJSPM.2015.071380</a>

Result language

angličtina

Original language name

Comparison of optimisation methods tested on testing functions and discrete event simulation models

Original language description

This paper deals with the comparison of selected optimisation methods (random search, hill climbing, tabu search, local search, downhill simplex, simulated annealing, differential evolution and evolution strategy) using various evaluation criteria proposed by us which express the success of the optimisation method in different ways (the success of the method in finding the global optimum, the difference between optimum and local extremes, the distances of quartiles of possible solutions, the number of simulation experiments until the optimum was found). Some of the selected optimisation methods (downhill simplex, simulated annealing, differential evolution and evolution strategy) were modified to improve their behaviour to find the global optimum. Optimisation methods were tested on selected testing functions (De Jong's, Rosenbrock's, Michalewicz's, and Ackley's function - the substitution of the simulation model) and three discrete event simulation models (the manufacturing system and

Czech name

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Czech description

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Type

J_x - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

CEP classification

JR - Other machinery industry

OECD FORD branch

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Project

<a href="/en/project/ED2.1.00%2F03.0093" target="_blank" >ED2.1.00/03.0093: Regional Technological Institute - RTI</a><br>

Continuities

P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year

2015

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Name of the periodical

International Journal of Simulation and Process Modelling

ISSN

1740-2123

e-ISSN

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Volume of the periodical

10

Issue of the periodical within the volume

3

Country of publishing house

GB - UNITED KINGDOM

Number of pages

14

Pages from-to

279 - 293

UT code for WoS article

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EID of the result in the Scopus database

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