Modeling and simulation of genetic algorithm using meta-models

In this paper we introduce new method for modeling and simulation of genetic algorithm based on meta-models. Eclipse Modeling Framework (EMF) provides a meta-modeling framework to describe models in various abstraction levels. We use this platform and EMF-DEVS to modeling genetic algorithm (GA-DEVS)...

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Main Author: Abbas MAhmoodi Markid
Format: Article
Language:English
Published: University of Mohaghegh Ardabili 2018-06-01
Series:Journal of Hyperstructures
Subjects:
Online Access:https://jhs.uma.ac.ir/article_2685_164c7091b41070c79de6d2915c916979.pdf
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author Abbas MAhmoodi Markid
author_facet Abbas MAhmoodi Markid
author_sort Abbas MAhmoodi Markid
collection DOAJ
description In this paper we introduce new method for modeling and simulation of genetic algorithm based on meta-models. Eclipse Modeling Framework (EMF) provides a meta-modeling framework to describe models in various abstraction levels. We use this platform and EMF-DEVS to modeling genetic algorithm (GA-DEVS) and generating partial executable codes on DEVS-Suite simulator. Also this process helps modelers to validate models and their structure and I/O validity.
format Article
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language English
publishDate 2018-06-01
publisher University of Mohaghegh Ardabili
record_format Article
series Journal of Hyperstructures
spelling doaj-art-e5bb8181f62b497aa7910c2816c96e232025-07-09T08:25:15ZengUniversity of Mohaghegh ArdabiliJournal of Hyperstructures2251-84362322-16662018-06-017Spec. 2nd CSC201711310.22098/jhs.2018.26852685Modeling and simulation of genetic algorithm using meta-modelsAbbas MAhmoodi Markid0Faculty of Electrical Engineering, Sahand University of Technology, Sahand, IranIn this paper we introduce new method for modeling and simulation of genetic algorithm based on meta-models. Eclipse Modeling Framework (EMF) provides a meta-modeling framework to describe models in various abstraction levels. We use this platform and EMF-DEVS to modeling genetic algorithm (GA-DEVS) and generating partial executable codes on DEVS-Suite simulator. Also this process helps modelers to validate models and their structure and I/O validity.https://jhs.uma.ac.ir/article_2685_164c7091b41070c79de6d2915c916979.pdfmodeling and simulationgenetic algorithmemf-devsvalidationmeta modeling
spellingShingle Abbas MAhmoodi Markid
Modeling and simulation of genetic algorithm using meta-models
Journal of Hyperstructures
modeling and simulation
genetic algorithm
emf-devs
validation
meta modeling
title Modeling and simulation of genetic algorithm using meta-models
title_full Modeling and simulation of genetic algorithm using meta-models
title_fullStr Modeling and simulation of genetic algorithm using meta-models
title_full_unstemmed Modeling and simulation of genetic algorithm using meta-models
title_short Modeling and simulation of genetic algorithm using meta-models
title_sort modeling and simulation of genetic algorithm using meta models
topic modeling and simulation
genetic algorithm
emf-devs
validation
meta modeling
url https://jhs.uma.ac.ir/article_2685_164c7091b41070c79de6d2915c916979.pdf
work_keys_str_mv AT abbasmahmoodimarkid modelingandsimulationofgeneticalgorithmusingmetamodels