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Research Article

SLA based Workflow Scheduling algorithm in Cloud Computing using Haris Hawks optimization

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  • @ARTICLE{10.4108/eetsis.4005,
        author={Sudheer Mangalampalli and Ganesh Reddy Karri and Kiran Sree Pokkuluri and K Varada RajKumar and Ganti Naga Satish},
        title={SLA based Workflow Scheduling algorithm in Cloud Computing using Haris Hawks optimization},
        journal={EAI Endorsed Transactions on Scalable Information Systems},
        volume={10},
        number={6},
        publisher={EAI},
        journal_a={SIS},
        year={2023},
        month={9},
        keywords={makespan, SLA Violation, PSO, ACO, GA, Haris Hawks optimization},
        doi={10.4108/eetsis.4005}
    }
    
  • Sudheer Mangalampalli
    Ganesh Reddy Karri
    Kiran Sree Pokkuluri
    K Varada RajKumar
    Ganti Naga Satish
    Year: 2023
    SLA based Workflow Scheduling algorithm in Cloud Computing using Haris Hawks optimization
    SIS
    EAI
    DOI: 10.4108/eetsis.4005
Sudheer Mangalampalli1,*, Ganesh Reddy Karri1, Kiran Sree Pokkuluri2, K Varada RajKumar3, Ganti Naga Satish4
  • 1: Vellore Institute of Technology University
  • 2: Shri Vishnu Engineering College for Women
  • 3: MLR Institute of Technology- Hyderabad
  • 4: BV Raju Institute of Technology- Hyderabad
*Contact email: sudheerkietmtech@gmail.com

Abstract

Task Scheduling is crucial facet in cloud paradigm as virtual resources need to be provisioned to the variable requests coming onto cloud console from various users and more over that tasks are depends on each other which creates a workflow which is a difficult task for cloud service provider to provision these tasks over appropriate VMs. Inefficient mapping of tasks to VMs increases makespan and lead to violation of SLA  between users, cloud provider. In this paper, we modeled a SLA based workflow scheduling algorithm  focuses on minimization of makespan and SLA violations. This algorithm developed using Harris hawks optimization. Experimentation carried out using workflowsim. Random workload fed as input to algorithm and it is evaluated against existing baseline approaches and simulation results revealed that our proposed approach minimizes makespan and SLA violations over existing approaches by 40% and 43% respectively.

Keywords
makespan, SLA Violation, PSO, ACO, GA, Haris Hawks optimization
Received
2023-07-11
Accepted
2023-09-04
Published
2023-09-28
Publisher
EAI
http://dx.doi.org/10.4108/eetsis.4005

Copyright © 2023 S. Mangalampalli et al., licensed to EAI. This is an open access article distributed under the terms of the CC BYNC-SA 4.0, which permits copying, redistributing, remixing, transformation, and building upon the material in any medium so long as the original work is properly cited.

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