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Robust Scheduling of Scientific Workflows with Deadline and Budget Constraints in Clouds

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posted on 2024-07-09, 16:14 authored by Deepak Poola, Saurabh Kumar Garg, Rajkumar Buyya, Yun YangYun Yang, Kotagiri Ramamohanarao
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 (make span) and the cost. Our results show that the proposed resource allocation policies provide robust and fault-tolerant schedule while minimizing make span. The results also show that with the increase in budget, our policies increase the robustness of the schedule.

Funding

ARC | LP0990393

History

Available versions

PDF (Accepted manuscript)

ISBN

9781479936304

ISSN

1550-445X

Journal title

Proceedings - International Conference on Advanced Information Networking and Applications, AINA

Conference name

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

Location

Victoria, BC

Start date

2014-05-13

End date

2014-05-16

Pagination

858-865

Publisher

IEEE

Copyright statement

Copyright © 2014 IEEE. The accepted manuscript is reproduced in accordance with the copyright policy of the publisher. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE.

Language

eng

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