DocumentCode :
183162
Title :
Provenance-based workflow composition with virtual simulation objects technology
Author :
Smirnov, P.A. ; Kovalchuk, S.V.
Author_Institution :
e-Sci. Res. Inst., ITMO Univ., St. Petersburg, Russia
fYear :
2014
fDate :
19-21 Aug. 2014
Firstpage :
930
Lastpage :
934
Abstract :
Accumulated provenance data about correctly constructed and successfully executed scientific workflows provides a valuable source of knowledge, which may be used and reused in new scientific experiments´ design. In this paper we propose a provenance-based workflow composition approach - the opposite to package-based one, presented earlier. Processing semantic-compliant provenance data makes available automatic search of already executed workflows (or their parts) in order to reuse them for newly designed applications. This helps the user to be aware only about input and output parameters and variants of intermediate process will be found in provenance and offered for choose. The idea was implemented into Virtual Simulation Objects (VSO) [1] toolbox which provides an intelligent problem solving environment for computational experiments design. Experimental use-case showing the proof of approach hypothesis is also presented.
Keywords :
digital simulation; natural sciences computing; VSO toolbox; Virtual Simulation Objects toolbox; computational experiments design; intelligent problem solving environment; provenance-based workflow composition; scientific experiment design; scientific workflows; semantic-compliant provenance data processing; virtual simulation objects technology; Cognition; Computational modeling; Data mining; Data models; Ontologies; Semantics; Software; composite application; eScience; open provenance model; virtual simulation objects; workflow;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems and Knowledge Discovery (FSKD), 2014 11th International Conference on
Conference_Location :
Xiamen
Print_ISBN :
978-1-4799-5147-5
Type :
conf
DOI :
10.1109/FSKD.2014.6980964
Filename :
6980964
Link To Document :
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