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

被引:0
|
作者
Mangalampalli S. [1 ]
Karri G.R. [1 ]
Pokkuluri K.S. [2 ]
RajKumar K.V. [3 ]
Satish G.N. [4 ]
机构
[1] School of Computer Science and Engineering, VIT-AP University, Amaravati
[2] Department of Computer Science and Engineering, Shri Vishnu Engineering College for Women, A.P., Bhimavaram
[3] Department of Computer Science and Engineering (AIML), MLRIT Hyderabad, Telangana
[4] Department of Computer Science and Engineering, BVRIT HYDERABAD, Telangana
关键词
ACO; GA; Haris Hawks optimization; makespan; PSO; SLA Violation;
D O I
10.4108/eetsis.4005
中图分类号
学科分类号
摘要
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. © 2023 S. Mangalampalli et al., licensed to EAI. This is an open access article distributed under the terms of the CC BY-NC-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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