A Semantic-Based Approach to Attain Reproducibility of Computational Environments in Scientic Work ows: A Case Study
Data(s) |
2014
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Resumo |
Reproducible research in scientic work ows is often addressed by tracking the provenance of the produced results. While this approach allows inspecting intermediate and nal results, improves understanding, and permits replaying a work ow execution, it does not ensure that the computational environment is available for subsequent executions to reproduce the experiment. In this work, we propose describing the resources involved in the execution of an experiment using a set of semantic vocabularies, so as to conserve the computational environment. We dene a process for documenting the work ow application, management system, and their dependencies based on 4 domain ontologies. We then conduct an experimental evaluation sing a real work ow application on an academic and a public Cloud platform. Results show that our approach can reproduce an equivalent execution environment of a predened virtual machine image on both computing platforms. |
Formato |
application/pdf |
Identificador | |
Idioma(s) |
spa |
Publicador |
Facultad de Informática (UPM) |
Relação |
http://oa.upm.es/30906/1/A_Semantic-Based_Approach_to_Attain.pdf |
Direitos |
(c) Editor/Autor info:eu-repo/semantics/openAccess |
Fonte |
REPPAR'14 proceedings | 1st International Workshop on Reproducibility in Parallel Computing in conjunction with Euro-Par 2014 (REPPAR'14) | 25 - 29 Agosto 2014 | Porto, Portugal |
Palavras-Chave | #Informática |
Tipo |
info:eu-repo/semantics/conferenceObject Ponencia en Congreso o Jornada PeerReviewed |