DocumentCode
2931679
Title
A Run-time System for Efficient Execution of Scientific Workflows on Distributed Environments
Author
Teodoro, G. ; Tavares, T. ; Ferreira, R. ; Kurc, T. ; Meira, W. ; Guedes, D. ; Pan, T. ; Saltz, J.
Author_Institution
Dept. of Comput. Sci., Univ. Fed. de Minas Gerais
fYear
2006
fDate
17-20 Oct. 2006
Firstpage
81
Lastpage
90
Abstract
Scientific workflow systems have been introduced in response to the demand of researchers from several domains of science who need to process and analyze increasingly larger datasets. The design of these systems is largely based on the observation that data analysis applications can be composed as pipelines or networks of computations on data. In this paper we present a run-time support system that is designed to facilitate this type of computation in distributed computing environments. Our system is optimized for data-intensive workflows, in which efficient management and retrieval of data, coordination of data processing and data movement, and check-pointing of intermediate results are critical and challenging issues. Experimental evaluation of our system shows that linear speedups can be achieved for sophisticated applications, which are implemented as a network of multiple data processing components
Keywords
checkpointing; distributed processing; natural sciences computing; checkpointing; data management; data retrieval; data-intensive workflows; distributed computing; run-time system; scientific workflow execution; Cache storage; Computer networks; Data analysis; Data processing; Distributed computing; Filters; Image edge detection; Information retrieval; Pipelines; Runtime environment;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Architecture and High Performance Computing, 2006. SBAC-PAD '06. 18TH International Symposium on
Conference_Location
Ouro Preto
ISSN
1550-6533
Print_ISBN
0-7695-2704-3
Type
conf
DOI
10.1109/SBAC-PAD.2006.6
Filename
4032419
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