Title :
Architecture of Distributed Data Aggregation Service
Author :
Serbanescu, Vlad ; Pop, Florin ; Cristea, Valentin ; Antoniu, Gabriel
Author_Institution :
Fac. of Autom. Control & Comput., Univ. Politeh. of Bucharest, Bucharest, Romania
Abstract :
The ever-growing trend of deploying applications over the Internet has resulted in increasingly tougher constraints and requirements. Data management systems are a major concern when it comes to scalability, flexibility and reliability due to being implemented in a distributed way. In this paper we present a Distributed Data Aggregation Service relying on a storage system designed to meet these demands, namely Blob Seer. The primary goal is to serve as a repository backend for complex analysis and automatic mining of scientific data (like bibtex entries). Several requirements, derived from this objective, match Blob Seer´s features: versioning used for lock-free access to data and different granularity of read / write operations. We proposed a model to perform the correct translation between Blob Seer´s unstructured view of data and the user´s structured view. We implemented a client providing a formal description for the data retrieval queries and a specification for a search API. A benchmark tool relying on a performance model of Blob Seer, will be used to automatically determine the best Blob Seer deployment configuration for a specific data aggregation pattern.
Keywords :
Internet; application program interfaces; data analysis; data mining; distributed processing; storage management; Blob Seer system; Internet; application program interfaces; data aggregation pattern; data lock-free access; data management systems; data retrieval queries; distributed data aggregation service; read-write operations; repository backend; scientific data analysis; scientific data mining; search API; storage system; Catalogs; Cloud computing; Computer architecture; Data models; Distributed databases; Logic gates; Scalability; Aggregation Service; BlobSeer; Cloud Computing; Data Storage; Distributed Architecture;
Conference_Titel :
Advanced Information Networking and Applications (AINA), 2014 IEEE 28th International Conference on
Conference_Location :
Victoria, BC
Print_ISBN :
978-1-4799-3629-8
DOI :
10.1109/AINA.2014.89