Publication: Automated testing for distributed databases with fuzzy fragment reallocation
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Date
2018
Journal Title
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Volume Title
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TUBİTAK Scientific & Technical Research Council Turkey, Ataturk Bulvarı No 221, Kavaklıdere, Ankara, 00000, Turkey
Abstract
As the Internet and big data become more widespread, relational database management systems (RDBMSs) become increasingly inadequate for web applications. To provide what RDBMSs cannot, during the past 15 years distributed database systems (DDBSs) have thus emerged. However, given the complicated structure of these systems, the methods used to validate the efficiency of databases, all towards ensuring quality and security, have become diversified. In response, this paper demonstrates a system for performing automated testing with DDBSs, given that testing is significant in software verification and that accredited systems are more productive in business environments. The proposed system applies several tests to MongoDB-based NoSQL databases to evaluate their instantaneous conditions, such as average query response times and fragment utilizations, and, if necessary, suggest improvements for indexes and fragment deployment. Within this context, autogenerated data, replica, meta, system, fragment, and index tests are applied. Clearly, the system's most important feature is its fuzzy logic-enabled fragment reallocation module, which allows the creation and application of reallocation strategies that account for data changes in query frequency.
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Keywords
Distributed database testing, NoSQL testing, empirical software validation, fragment reallocation, fuzzy logic, MongoDB
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Matematik ve Bilgisayar Bölümü / Department of Mathematics and Computer Science
Bilgisayar Mühendisliği Bölümü / Department of Computer Engineering
Scopus İndeksli Yayınlar / Scopus Indexed Publications
TRDizin İndeksli Yayınlar / TRDizin Indexed Publications
WoS İndeksli Yayınlar / WoS Indexed Publications
Bilgisayar Mühendisliği Bölümü / Department of Computer Engineering
Scopus İndeksli Yayınlar / Scopus Indexed Publications
TRDizin İndeksli Yayınlar / TRDizin Indexed Publications
WoS İndeksli Yayınlar / WoS Indexed Publications