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Robust scheduling of scientific workflows with deadline and budget constraints in clouds

conference contribution
posted on 2023-05-23, 08:29 authored by Poola, D, Saurabh GargSaurabh Garg, Buyya, R, Yang, Y, Ramamohanarao, K
Dynamic resource provisioning and the notion of seemingly unlimited resources are attracting scientific workflows rapidly into Cloud computing. Existing works on workflow scheduling in the context of Clouds are either on deadline or cost optimization, ignoring the necessity for robustness. Robust scheduling that handles performance variations of Cloud resources and failures in the environment is essential in the context of Clouds. In this paper, we present a robust scheduling algorithm with resource allocation policies that schedule workflow tasks on heterogeneous Cloud resources while trying to minimize the total elapsed time (makespan) and the cost. Our results show that the proposed resource allocation policies provide robust and fault-tolerant schedule while minimizing makespan. The results also show that with the increase in budget, our policies increase the robustness of the schedule.

History

Publication title

Proceedings of the IEEE 28th International Conference on Advanced Information Networking and Applications (IEEE AINA 2014)

Editors

L Barolli, KF Li, T Enokido, F Xhafa, M Takizawa

Pagination

858-865

ISBN

9781479936298

Department/School

School of Information and Communication Technology

Publisher

IEEE

Place of publication

Los Alamitos, California

Event title

28th IEEE International Conference on Advanced Information Networking and Applications (IEEE AINA 2014)

Event Venue

Victoria, Canada

Date of Event (Start Date)

2014-05-13

Date of Event (End Date)

2014-05-16

Rights statement

Copyright 2014 IEEE

Repository Status

  • Restricted

Socio-economic Objectives

Information systems, technologies and services not elsewhere classified

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