DocumentCode
709786
Title
Schema-independent scientific data cataloging framework
Author
Nakandala, Supun ; Withana, Sachith Dhanushka ; Kumarasiri, Dinu ; Jayawardena, Hirantha ; Dilum Bandara, H.M.N. ; Perera, Srinath ; Marru, Suresh ; Pamidighantam, Sudhakar
Author_Institution
Dept. of Comput. Sci. & Eng., Univ. of Moratuwa, Moratuwa, Sri Lanka
fYear
2015
fDate
7-8 April 2015
Firstpage
289
Lastpage
294
Abstract
Modern scientific experiments generate vast volumes of data which are hard to keep track of. Consequently, scientists find it difficult to reuse and share these data sets. We address this problem by developing a schema-independent data cataloging framework for efficient management of scientific data. The proposed solution consists of an agent which automatically identifies new data products and extract metadata from them, as well as a server which indexes the metadata using a NoSQL database and provides a REST API for querying, sharing, and reusing the data sets. The novelty of our solution lies in the pluggable metadata extraction logic, extensible data product generation monitors, use of a NoSQL database, and the ability to dynamically add new metadata fields. The use of Apache Solr as the backend database enables the proposed solution to index and search data products much faster than a solution based on relational databases. For example, our Apache Solr based implementation can resolve full text, sub-string, prefix, and suffix queries 91 %-99 % faster than a MySQL-based implementation.
Keywords
cataloguing; meta data; Apache Solr; NoSQL database; metadata catalog; metadata extraction; pluggable metadata extraction logic; schema-independent scientific data cataloging framework; Data mining; Indexes; Monitoring; Portals; Servers; Time factors; indexing; metadata catalog; scientific data management;
fLanguage
English
Publisher
ieee
Conference_Titel
Moratuwa Engineering Research Conference (MERCon), 2015
Conference_Location
Moratuwa
Type
conf
DOI
10.1109/MERCon.2015.7112361
Filename
7112361
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