Semantic provenance for eScience - Managing the deluge of scientific data

被引:49
作者
Sahoo, Satya S. [1 ]
Sheth, Amit [1 ]
Henson, Cory [1 ]
机构
[1] Wright State Univ, Knoesis Ctr, Dayton, OH 45435 USA
关键词
D O I
10.1109/MIC.2008.86
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Provenance information in eScience is metadata that's critical to effectively manage the exponentially increasing volumes of scientific data from industrial-scale experiment protocols. Semantic provenance, based on domain-specific provenance ontologies, lets software applications unambiguously interpret data in the correct context. The semantic provenance framework for eScience data comprises expressive provenance information and domain-specific provenance ontologies and applies this information to data management. The authors' "two degrees of separation" approach advocates the creation of high-quality provenance information using specialized services. In contrast to workflow engines generating provenance information as a core functionality, the specialized provenance services are integrated into a scientific workflow on demand. This article describes an implementation of the semantic provenance framework for glycoproteomics.
引用
收藏
页码:46 / 54
页数:9
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