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A novel approach for big data processing using message passing interface based on memory mapping.

Authors :
Dheyab, Saad Ahmed
Abdullah, Mohammed Najm
Abed, Buthainah Fahran
Source :
Journal of Big Data; 12/16/2019, Vol. 6 Issue 1, p1-17, 17p
Publication Year :
2019

Abstract

The analysis and processing of big data are one of the most important challenges that researchers are working on to find the best approaches to handle it with high performance, low cost and high accuracy. In this paper, a novel approach for big data processing and management was proposed that differed from the existing ones; the proposed method employs not only the memory space to reads and handle big data, it also uses space of memory-mapped extended from memory storage. From a methodological viewpoint, the novelty of this paper is the segmentation stage of big data using memory mapping and broadcasting all segments to a number of processors using a parallel message passing interface. From an application viewpoint, the paper presents a high-performance approach based on a homogenous network which works parallelly to encrypt-decrypt big data using AES algorithm. This approach can be done on Windows Operating System using.NET libraries. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
21961115
Volume :
6
Issue :
1
Database :
Complementary Index
Journal :
Journal of Big Data
Publication Type :
Academic Journal
Accession number :
140372114
Full Text :
https://doi.org/10.1186/s40537-019-0275-3