JOURNAL ARTICLE

Efficient Workflow Scheduling algorithm in cloud computing using Whale Optimization

Sudheer MangalampalliGanesh Reddy KarriG. Naga Satish

Year: 2023 Journal:   Procedia Computer Science Vol: 218 Pages: 1936-1945   Publisher: Elsevier BV

Abstract

Task Scheduling is a tremendous challenge in cloud computing as tasks are varied in terms of their processing capacity and interdependent on each other i.e. workflows. Therefore, it is difficult to map workflows to suitable virtual resources in cloud environment. Many authors developed various schedulers, which addresses makespan and Quality of service metrics. Authors have not addressed parameters makespan in combination with migration time, which also affects performance of cloud computing environment. In this manuscript, a new workflow-scheduling mechanism is proposed, which takes priorities of tasks and schedules tasks effectively on to corresponding virtual resources. Whale optimization algorithm as the methodology to model this algorithm. Extensive simulations carried out on workflowsim simulator. It was evaluated aganist existing PSO, CS, ACO, GA algorithms. Finally, from simulation results, it was identified that makespan, migration time and energy consumption were minimized to a good extent.

Keywords:
Computer science Job shop scheduling Cloud computing Workflow Distributed computing Virtual machine Scheduling (production processes) Algorithm Mathematical optimization Database Computer network Operating system

Metrics

21
Cited By
12.99
FWCI (Field Weighted Citation Impact)
22
Refs
0.98
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Cloud Computing and Resource Management
Physical Sciences →  Computer Science →  Information Systems
Distributed and Parallel Computing Systems
Physical Sciences →  Computer Science →  Computer Networks and Communications
IoT and Edge/Fog Computing
Physical Sciences →  Computer Science →  Computer Networks and Communications

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