Proceedings of the First International Conference on Artificial Intelligence, Smart Technologies and Communications (AISTC 2025)

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Application of Genetic Algorithm in Cloud Computing environment

Authors
Esma Insaf Djebbar1, *, Ghalem Belalem2, Halima Simoussa1, 2
1Department of Computer Systems Engineering, National Polytechnic School of Oran-Maurice Audin, Senia, Oran, Algeria
2Department of Computer Science, University of Oran1-Ahmed Ben Bella, Senia, Oran, Algeria
*Corresponding author. Email: esma.djebbar@gmail.com
Corresponding Author
Esma Insaf Djebbar
Available Online 5 August 2025.
DOI
10.2991/978-94-6463-805-9_28How to use a DOI?
Keywords
Cloud computing; Load balancing; Genetic Algorithm; CloudSim Simulator
Abstract

This challenge is known as the load balancing problem in cloud computing. It is an optimization issue aimed at minimizing the response time and waiting time of multiple tasks requested by various clients, which are processed using a set of resources with limited computing and storage capacities. The objective of this study is to apply a genetic algorithm to address the load balancing problem for virtual machines in a cloud computing environment. Additionally, we simulated both the classical genetic algorithm and the proposed genetic algorithm using the CloudSim cloud simulator. The results obtained demonstrate that the proposed genetic algorithm effectively minimizes response time and waiting time.

Copyright
© 2025 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

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Volume Title
Proceedings of the First International Conference on Artificial Intelligence, Smart Technologies and Communications (AISTC 2025)
Series
Advances in Intelligent Systems Research
Publication Date
5 August 2025
ISBN
978-94-6463-805-9
ISSN
1951-6851
DOI
10.2991/978-94-6463-805-9_28How to use a DOI?
Copyright
© 2025 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Cite this article

risenwbib
TY  - CONF
AU  - Esma Insaf Djebbar
AU  - Ghalem Belalem
AU  - Halima Simoussa
PY  - 2025
DA  - 2025/08/05
TI  - Application of Genetic Algorithm in Cloud Computing environment
BT  - Proceedings of the First International Conference on Artificial Intelligence, Smart Technologies and Communications (AISTC 2025)
PB  - Atlantis Press
SP  - 252
EP  - 257
SN  - 1951-6851
UR  - https://doi.org/10.2991/978-94-6463-805-9_28
DO  - 10.2991/978-94-6463-805-9_28
ID  - Djebbar2025
ER  -