Multi-job Meta-Brokering in Distributed Computing Infrastructures using Pliant Logic

Kertész, Attila and Maros, Gergő and Dombi, József Dániel (2014) Multi-job Meta-Brokering in Distributed Computing Infrastructures using Pliant Logic. In: 2014 22nd Euromicro International Conference on Parallel, Distributed, and Network-Based Processing - PDP 2014. IEEE Computer Society, Piscataway, pp. 138-145. ISBN 978-1-4799-2728-9 10.1109/PDP.2014.33

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Abstract

The ever growing number of computation- intensive applications calls for the interoperation of distributed infrastructures such as Clouds, Grids and private clusters. The European SHIWA and ER-flow projects have been initiated to enable the combination of heterogeneous scientific work- flows, and to execute them in a large-scale system consisting of multiple Distributed Computing Infrastructures including Grids and Clouds. In this paper we focus on one of the resource management challenges of these projects called multi- job scheduling. A parameter study job of a workflow having a large number of input files to be consumed by independent job instances is called a multi-job. In order to cope with the high uncertainty and unpredictable load of these infrastructures and with the simultaneous submissions of multi-job instances, we use statistical historical job allocation data gathered from real-world workflow archives and propose an adaptive meta- brokering approach for the management of this unified system based on the Pliant logic concept, which is a specific part of fuzzy logic theory. We argue that this novel scheduling technique produce better performance scores, hence the overall load of the system can be more balanced.

Item Type: Book Section
Subjects: Q Science > QA Mathematics and Computer Science > QA75 Electronic computers. Computer science / számítástechnika, számítógéptudomány
Divisions: Laboratory of Parallel and Distributed Systems
SWORD Depositor: MTMT Injector
Depositing User: MTMT Injector
Date Deposited: 27 Jan 2015 08:03
Last Modified: 27 Jan 2015 08:03
URI: http://eprints.sztaki.hu/id/eprint/8109

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