Big Data Performance Analysis on a Hadoop Distributed File System Based on Geometric Data Perturbation Technique

Marichamy, V. Santhana; Natarajan, V.

doi:10.1016/j.procs.2020.01.030

Cited by 2 publications

(1 citation statement)

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“…DFS is a storage system that can store data or information in multiple different devices [21,22]. Its essence lies in the unified management (storage and reading) of computer network files and computer system local files by creating a large file system with a unified name.…”

Section: Brief Introduction To Dfsmentioning

confidence: 99%

Optimized Design of Multilines Center of Subway AFC System via Distributed File System and Bayesian Network Model

Fang

Jiang

Lin³

et al. 2021

Journal of Sensors

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Automatic fare collection system (AFCS) is a modern, automatic, networked toll collection system for rail transit ticket sales, collection, billing, charging, statistics, sorting, and management. To realize the subway transit networking operation, this paper designs the subway AFCS based on a distributed file system (DFS), namely, Gluster File System (GlusterFS). Firstly, the multiline center (MLC) in the subway AFCS is designed to analyze the status and current situation of distributed file processing in subway MLC system; secondly, the relevant technical theories are summarized, the Bayesian Network (BN) theoretical model and DFS are explored, and the principles of four DFS are comparatively analyzed; thirdly, the architecture and cluster mode of GlusterFS is expounded, and then based on GlusterFS, the architecture of subway AFCS is discussed. This paper presents several innovation points: first, the subway AFCS is designed based on GlusterFS by analyzing and aiming at the functional requirements, performance requirements, and safety requirements of the MLC subway system; second, the safety risk analysis (SRA) of AFCS is conducted from six security requirements, and a Web scanning system is designed to ensure the system data security. Finally, the design scheme is used to analyze the subway passenger flow and power consumption. The results demonstrate that the design scheme can competently adapt to three different application scenarios. Through comparison of two deployment modes of the Web scanning system, the data security Web scanning system can ensure the safe operation of the AFCS. Furthermore, the statistical analysis of subway passenger flow and power supply data shows that the proposed scheme can support the smooth operation of the subway system, which has significant practical value.

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Section: Brief Introduction To Dfsmentioning

confidence: 99%