Title :
Scientific Workflows: More e-Science Mileage from Cyberinfrastructure
Author :
Ludäscher, Bertram ; Bowers, Shawn ; McPhillips, Timothy ; Podhorszki, Norbert
Author_Institution :
University of California, Davis, USA
Abstract :
We view scientific workflows as the domain scientist¿s way to harness cyberinfrastructure for e-Science. Domain scientists are often interested in "end-to-end" frameworks which include data acquisition, transformation, analysis, visualization, and other steps. While there is no lack of technologies and standards to choose from, a simple, unified framework combining data modeling and processoriented modeling and design of scientific workflows has yet to emerge. Towards this end, we introduce a number of concepts such as models of computation and provenance, actor-oriented modeling, adapters, hybrid types, and higher-order components, and then outline a particular composition of some of these concepts, yielding a promising new synthesis for describing scientific workflows, i.e., Collection-Oriented Modeling and Design (COMAD).
Keywords :
Atmospheric modeling; Computational modeling; Computer science; Data acquisition; Data analysis; Data visualization; Large-scale systems; Plasma measurements; Plasma simulation; Process design;
Conference_Titel :
e-Science and Grid Computing, 2006. e-Science '06. Second IEEE International Conference on
Conference_Location :
Amsterdam, The Netherlands
Print_ISBN :
0-7695-2734-5
DOI :
10.1109/E-SCIENCE.2006.261078