An Effective Workflow Scheduling Algorithm in Cloud Computing using Cat Swarm Optimization

Sudheer Mangalampalli, Kiran Sree Pokkuluri, G. Naga Satish, K. Varada Raj Kumar

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Citations (Scopus)

Abstract

Effective Workflow Scheduling approach is needed, as it is huge challenge in cloud computing as variable and heterogeneous workflows comes onto cloud console. To handle these complex workflows and to schedule them onto appropriate virtual resources an effective workflow scheduler is necessary. Earlier authors used various nature inspired algorithms to solve this workflow scheduling by minimizing makespan and maximizing resource utilization but still there is a chance to minimize makespan and improve resource utilization. In this paper, we have calculated the task priorities of all tasks, which are incoming onto cloud console, and thereby mapping tasks onto VMs to effectively map tasks. cat swarm optimization used to solve scheduling problem and finally we have addressed parameters named as makespan and resource utilization. Simulation was carried out on workflowsim and we evaluated the efficacy of our algorithm by comparing with existing algorithms PSO and CS. From Simulation results we observed that our algorithm shows great improvement over existing algorithms for mentioned parameters.

Original languageEnglish
Title of host publicationECS Transactions
PublisherAustralian Institute of Physics
Pages2523-2530
Number of pages8
Edition1
ISBN (Electronic)9781607685395
DOIs
Publication statusPublished - 2022
Event1st International Conference on Technologies for Smart Green Connected Society 2021, ICTSGS 2021 - Virtual, Online, United States
Duration: 29-11-202130-11-2021

Publication series

NameECS Transactions
Number1
Volume107
ISSN (Print)1938-6737
ISSN (Electronic)1938-5862

Conference

Conference1st International Conference on Technologies for Smart Green Connected Society 2021, ICTSGS 2021
Country/TerritoryUnited States
CityVirtual, Online
Period29-11-2130-11-21

All Science Journal Classification (ASJC) codes

  • General Engineering

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