Linked provenance data: A semantic Web-based approach to interoperable workflow traces

被引:18
作者
Ding, Li [1 ]
Michaelis, James [1 ]
McCusker, Jim [1 ]
McGuinness, Deborah L. [1 ]
机构
[1] Rensselaer Polytech Inst, Troy, NY 12180 USA
来源
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE | 2011年 / 27卷 / 06期
关键词
Representation; Information networks; Data sharing; Provenance; Linked Data; Semantic Web; Interoperability; MODEL;
D O I
10.1016/j.future.2010.10.011
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The Third Provenance Challenge (PC3) offered an opportunity for provenance researchers to evaluate the interoperability of leading provenance models with special emphasis on importing and querying workflow traces generated by others. We investigated interoperability issues related to reusing Open Provenance Model (OPM)-based workflow traces. We compiled data about interoperability issues that were observed during PC3 and use that data to help describe and motivate solution paths for two outstanding interoperability issues in OPM-based provenance data reuse: (i) a provenance trace often requires both generic provenance data and domain-specific data to support future reuse (such as querying); (ii) diverse provenance traces (possibly from different sources) often require preservation and interconnection to support future aggregation and comparison. In order to address these issues and to facilitate interoperable reuse, integration, and alignment of provenance data, we propose a Semantic Web-based approach known as Linked Provenance Data, where: (i) the Web Ontology Language (OWL) can be used to support complex domain concept modeling, such as subtype taxonomy and concept alignment, and seamlessly connect domain extensions to OPM core concepts; (ii) Linked Data can enable open and transparent infrastructure for provenance data reuse. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:797 / 805
页数:9
相关论文
共 29 条
[1]  
[Anonymous], 2004, W3C RECOMMENDATION
[2]  
Berners-Lee T., LINKED DATA
[3]  
Buneman P, 2001, LECT NOTES COMPUT SC, V1973, P316
[4]  
Chebotko A, 2007, P IEEE INT C E-SCI, P611
[5]   Tracing the lineage of view data in a warehousing environment [J].
Cui, YW ;
Widom, J ;
Wiener, JL .
ACM TRANSACTIONS ON DATABASE SYSTEMS, 2000, 25 (02) :179-227
[6]  
DASILVA PP, 2008, P 7 INT SEM WEB C IS
[7]  
Ding Li, 2010, P 9 INT SEM WEB C IS
[8]   Three fundamental dimensions of scientific workflow interoperability: Model of computation, language, and execution environment [J].
Elmroth, Erik ;
Hernandez, Francisco ;
Tordsson, Johan .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2010, 26 (02) :245-256
[9]   A Semantic Web approach to the provenance challenge [J].
Golbeck, Jennifer ;
Hendler, James .
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2008, 20 (05) :431-439
[10]   A Model of Process Documentation to Determine Provenance in Mash-Ups [J].
Groth, Paul ;
Miles, Simon ;
Moreau, Luc .
ACM TRANSACTIONS ON INTERNET TECHNOLOGY, 2009, 9 (01)