Automatic Generation of Models from Their Metamodels Using Multilayer Perceptron Network

Karima Berramla, Karima Berramla, El Abbassia Deba, Abou El Hassene Benyamina

2024

Abstract

Model driven-Engineering (MDE) is one of the most recent disciplines of software development that enables us to use models and their transformations during the software life-cycle, from requirements to implementation and maintenance instead of using the classic programming languages. In this context, the generation of models is generally done manually to ensure conformity to their metamodels. There are several works (Batot and Sahraoui, 2016; Fleurey et al., 2009; Ben Fadhel et al., 2012) proposed to automate this process, but no one of them can ensure complete automation without starting from a set of models already defined by the user or with a good verification of all conformity constraints. In this paper, our objective is not only (i) how to generate the models in an automatic way and verify all conformity constraints but also (ii) how to use one of the most machine learning techniques to solve modeling problems in MDE context.

Paper Citation

in Harvard Style

Berramla K., Deba E. and Benyamina A. (2024). Automatic Generation of Models from Their Metamodels Using Multilayer Perceptron Network. In Proceedings of the 12th International Conference on Model-Based Software and Systems Engineering - Volume 1: MODELSWARD; ISBN 978-989-758-682-8, SciTePress, pages 272-279. DOI: 10.5220/0012439300003645

in Bibtex Style

@conference{modelsward24,
author={Karima Berramla and El Abbassia Deba and Abou El Hassene Benyamina},
title={Automatic Generation of Models from Their Metamodels Using Multilayer Perceptron Network},
booktitle={Proceedings of the 12th International Conference on Model-Based Software and Systems Engineering - Volume 1: MODELSWARD},
year={2024},
pages={272-279},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012439300003645},
isbn={978-989-758-682-8},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 12th International Conference on Model-Based Software and Systems Engineering - Volume 1: MODELSWARD
TI - Automatic Generation of Models from Their Metamodels Using Multilayer Perceptron Network
SN - 978-989-758-682-8
AU - Berramla K.
AU - Deba E.
AU - Benyamina A.
PY - 2024
SP - 272
EP - 279
DO - 10.5220/0012439300003645
PB - SciTePress