Artificial Gorilla Troop Optimization Based Load Balancing of Workflow Tasks in Cloud Environment

Cloud computing is a popular technology that offers virtualized computer resources based on the internet. The performance utilization of the cloud resources depends mainly on the load-balanced resource allocation schemes. Load balancing is the distribution of the dynamic workload among cloud resourc...

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Главные авторы:	Lapina, M. A., Лапина, М. А.
Формат:	Статья
Язык:	English
Опубликовано:	Institute of Electrical and Electronics Engineers Inc. 2025
Темы:	Cloud computing Workflow scheduling Gorilla Troop Optimizer Metaheuristic algorithm Resource allocation
Online-ссылка:	https://dspace.ncfu.ru/handle/123456789/30363
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id	ir-123456789-30363
record_format	dspace
spelling	ir-123456789-303632025-04-02T12:02:09Z Artificial Gorilla Troop Optimization Based Load Balancing of Workflow Tasks in Cloud Environment Lapina, M. A. Лапина, М. А. Cloud computing Workflow scheduling Gorilla Troop Optimizer Metaheuristic algorithm Resource allocation Cloud computing is a popular technology that offers virtualized computer resources based on the internet. The performance utilization of the cloud resources depends mainly on the load-balanced resource allocation schemes. Load balancing is the distribution of the dynamic workload among cloud resources maintaining the load shares onto resources to ensure that no resource is overloaded or underloaded. Therefore, an efficient load-balancing strategy improves services and resource utilization. In this paper, an artificial gorilla troop optimization (GTO) based metaheuristic is proposed for load balancing of workflow tasks onto VMs in cloud systems. This method mimics the social behavior of the group of gorillas. The experimental results exhibit the superior performance of GTO on resource utilization than the PSO algorithm for the same objective and environment. 2025-04-02T12:01:15Z 2025-04-02T12:01:15Z 2024 Статья Shahid M., Hasan F., Ahmad F., Alam M., Sajid M., Lapina M. Artificial Gorilla Troop Optimization Based Load Balancing of Workflow Tasks in Cloud Environment // Proceedings - Ivannikov ISPRAS Open Conference. - 2024. - DOI: 10.1109/ISPRAS64596.2024.10899118 https://dspace.ncfu.ru/handle/123456789/30363 en Proceedings - Ivannikov ISPRAS Open Conference application/pdf Institute of Electrical and Electronics Engineers Inc.
institution	СКФУ
collection	Репозиторий
language	English
topic	Cloud computing Workflow scheduling Gorilla Troop Optimizer Metaheuristic algorithm Resource allocation
spellingShingle	Cloud computing Workflow scheduling Gorilla Troop Optimizer Metaheuristic algorithm Resource allocation Lapina, M. A. Лапина, М. А. Artificial Gorilla Troop Optimization Based Load Balancing of Workflow Tasks in Cloud Environment
description	Cloud computing is a popular technology that offers virtualized computer resources based on the internet. The performance utilization of the cloud resources depends mainly on the load-balanced resource allocation schemes. Load balancing is the distribution of the dynamic workload among cloud resources maintaining the load shares onto resources to ensure that no resource is overloaded or underloaded. Therefore, an efficient load-balancing strategy improves services and resource utilization. In this paper, an artificial gorilla troop optimization (GTO) based metaheuristic is proposed for load balancing of workflow tasks onto VMs in cloud systems. This method mimics the social behavior of the group of gorillas. The experimental results exhibit the superior performance of GTO on resource utilization than the PSO algorithm for the same objective and environment.
format	Статья
author	Lapina, M. A. Лапина, М. А.
author_facet	Lapina, M. A. Лапина, М. А.
author_sort	Lapina, M. A.
title	Artificial Gorilla Troop Optimization Based Load Balancing of Workflow Tasks in Cloud Environment
title_short	Artificial Gorilla Troop Optimization Based Load Balancing of Workflow Tasks in Cloud Environment
title_full	Artificial Gorilla Troop Optimization Based Load Balancing of Workflow Tasks in Cloud Environment
title_fullStr	Artificial Gorilla Troop Optimization Based Load Balancing of Workflow Tasks in Cloud Environment
title_full_unstemmed	Artificial Gorilla Troop Optimization Based Load Balancing of Workflow Tasks in Cloud Environment
title_sort	artificial gorilla troop optimization based load balancing of workflow tasks in cloud environment
publisher	Institute of Electrical and Electronics Engineers Inc.
publishDate	2025
url	https://dspace.ncfu.ru/handle/123456789/30363
work_keys_str_mv	AT lapinama artificialgorillatroopoptimizationbasedloadbalancingofworkflowtasksincloudenvironment AT lapinama artificialgorillatroopoptimizationbasedloadbalancingofworkflowtasksincloudenvironment
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Artificial Gorilla Troop Optimization Based Load Balancing of Workflow Tasks in Cloud Environment

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