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

Kód výsledku v 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>

Výsledek na webu

<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>

Jazyk výsledku

angličtina

Název v původním jazyce

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

Popis výsledku v původním jazyce

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

Název v anglickém jazyce

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

Popis výsledku anglicky

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

Druh

J_x - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)

CEP obor

JR - Ostatní strojírenství

OECD FORD obor

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Projekt

<a href="/cs/project/ED2.1.00%2F03.0093" target="_blank" >ED2.1.00/03.0093: Regionální technologický institut - RTI</a><br>

Návaznosti

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

Rok uplatnění

2015

Kód důvěrnosti údajů

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

Název periodika

International Journal of Simulation and Process Modelling

ISSN

1740-2123

e-ISSN

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Svazek periodika

10

Číslo periodika v rámci svazku

3

Stát vydavatele periodika

GB - Spojené království Velké Británie a Severního Irska

Počet stran výsledku

14

Strana od-do

279 - 293

Kód UT WoS článku

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EID výsledku v databázi Scopus

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