Title :
Creating Infrastructure for Tool-Independent Querying and Exploration of Scientific Workflows
Author :
Ivanova, Valentina ; Strömbäck, Lena
Author_Institution :
Dept. of Comput. & Inf. Sci., Linkoping Univ., Linkoping, Sweden
Abstract :
Many scientific experiments produce an enormous amount of data that needs to be explored. Scientific workflows and tools for managing workflows have been designed to streamline the computational processes that manipulate this data, from acquisition to analysis. However, the fact that each system has its own workflow format has greatly hampered efficient sharing and re-use. To address this problem, we propose a general model for workflows, based on OPM, which combines features from popular scientific workflow systems. We use this model to build infrastructure that supports system-agnostic workflow repositories. We describe the implementation of the infrastructure and present an experimental evaluation of its performance. We show that the proposed model and its implementation provide efficient support for queries over large repositories.
Keywords :
natural sciences computing; workflow management software; data manipulation; open provenance model; performance evaluation; scientific experiments; scientific workflow system; system-agnostic workflow repositories; tool-independent querying; Concrete; Data models; Database languages; History; Libraries; Program processors; Proposals; OPM; Scientific workflows; data models; provenance; querying;
Conference_Titel :
E-Science (e-Science), 2011 IEEE 7th International Conference on
Conference_Location :
Stockholm
Print_ISBN :
978-1-4577-2163-2
DOI :
10.1109/eScience.2011.47