DocumentCode :
125518
Title :
Multi-job Meta-brokering in Distributed Computing Infrastructures Using Pliant Logic
Author :
Kertesz, Attila ; Maros, Gergo ; Dombi, Jozsef Daniel
Author_Institution :
Inst. for Comput. Sci. & Control, MTA SZTAKI, Budapest, Hungary
fYear :
2014
fDate :
12-14 Feb. 2014
Firstpage :
138
Lastpage :
145
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 workflows, 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.
Keywords :
fuzzy logic; grid computing; open systems; processor scheduling; resource allocation; software performance evaluation; workflow management software; ER-flow project; European SHIWA project; Pliant Logic; adaptive meta-brokering approach; cloud computing; computation-intensive applications; distributed infrastructures; fuzzy logic theory; grid computing; heterogeneous scientific workflows; historical job allocation data; independent job instances; infrastructure uncertainty; interoperability; large-scale system; multijob meta-brokering; multijob scheduling; multiple distributed computing infrastructures; performance scores; resource management; unified system management; unpredictable infrastructure load; Cloud computing; Communities; Europe; Resource management; Runtime; Scheduling algorithms; Distributed infrastructures; Interoperability; Meta-brokering; Pliant system; Workflows;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Parallel, Distributed and Network-Based Processing (PDP), 2014 22nd Euromicro International Conference on
Conference_Location :
Torino
ISSN :
1066-6192
Type :
conf
DOI :
10.1109/PDP.2014.33
Filename :
6787264
Link To Document :
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