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An Effective Framework of Light-Weight Handling for Three-Level Fine-Grained Recoverable Temporal Violations in Scientific Workflows

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conference contribution
posted on 2024-07-09, 17:02 authored by Xiao Liu, Zhiwei Ni, Zhangjun Wu, Dong Yuan, Jinjun ChenJinjun Chen, Yun YangYun Yang
Temporal violations may often take place and deteriorate the overall QoS of scientific workflows. To handle temporal violations in an automatic and cost-effective fashion, we need to resolve the following issues: 1) how to define fine-grained recoverable temporal violations, 2) which light-weight effective exception handling strategies to be facilitated. This paper proposes an effective exception handling framework. Based on a probability based temporal consistency model, the probability range for recoverable temporal violations is divided into three levels of fine-grained temporal violations. Afterwards, three corresponding light-weight exception handling strategies including TDA (Time Deficit Allocation), ACOWR (Ant Colony Optimisation based two-stage Workflow local Rescheduling) and TDA+ACOWR (the combined strategy of TDA and ACOWR) are presented. The experimental results demonstrate the excellent performance of our framework in reducing both local and global temporal violations.

Funding

Management of Large-Scale Models

Directorate for Computer & Information Science & Engineering

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PDF (Published version)

ISBN

9781424497270

ISSN

1521-9097

Conference name

2010 IEEE 16th International Conference on Parallel and Distributed Systems

Pagination

7 pp

Publisher

IEEE

Copyright statement

Copyright © 2010 IEEE. The published version 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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