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Content Provider | IEEE Xplore Digital Library |
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Author | Bowers, S. Ludascher, B. Ngu, A.H.H. Critchlow, T. |
Copyright Year | 2006 |
Description | Author affiliation: University of California, Davis (Bowers, S.) |
Abstract | Data-centric scientific workflows are often modeled as dataflow process networks. The simplicity of the dataflow framework facilitates workflow design, analysis, and optimization. However, modeling "control-flow intensive" tasks using dataflow constructs often leads to overly complicated workflows that are hard to comprehend, reuse, and maintain. We describe a generic framework, based on scientific workflow templates and frames, for embedding control-flow intensive subtasks within dataflow process networks. This approach can seamlessly handle complex control-flow without sacrificing the benefits of dataflow. We illustrate our approach with a real-world scientific workflow from the astrophysics domain, requiring remote execution and file transfer in a semi-reliable environment. For such workflows, we also describe a 3-layered architecture based on frames and templates where the top-layer consists of an overall dataflow process network, the second layer consists of a tranducer template for modeling the desired control-flow behavior, and the bottom layer consists of frames inside the template that are specialized by embedding the desired component implementation. Our approach can enable scientific workflows that are more robust (faulttolerance strategies can be defined by control-flow driven transducer templates) and at the same time more reusable, since the embedding of frames and templates yields more structured and modular workflow designs. |
Starting Page | 70 |
Ending Page | 70 |
File Size | 490096 |
Page Count | 1 |
File Format | |
ISBN | 0769525717 |
DOI | 10.1109/ICDEW.2006.55 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2006-04-03 |
Publisher Place | USA |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Computer science Robust control Processor scheduling Scientific computing Laboratories Genomics Data structures Data engineering Mathematical model Bioinformatics |
Content Type | Text |
Resource Type | Article |
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