数字通信与网络(英文)2024,Vol.10Issue(1) :227-236.DOI:10.1016/j.dcan.2023.01.014

Hadoop-based secure storage solution for big data in cloud computing environment

Shaopeng Guan Conghui Zhang Yilin Wang Wenqing Liu
数字通信与网络(英文)2024,Vol.10Issue(1) :227-236.DOI:10.1016/j.dcan.2023.01.014

Hadoop-based secure storage solution for big data in cloud computing environment

Shaopeng Guan 1Conghui Zhang 1Yilin Wang 1Wenqing Liu1
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作者信息

  • 1. School of Information and Electronic Engineering,Shandong Technology and Business University,Yantai,264003,China
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Abstract

In order to address the problems of the single encryption algorithm,such as low encryption efficiency and un-reliable metadata for static data storage of big data platforms in the cloud computing environment,we propose a Hadoop based big data secure storage scheme.Firstly,in order to disperse the NameNode service from a single server to multiple servers,we combine HDFS federation and HDFS high-availability mechanisms,and use the Zookeeper distributed coordination mechanism to coordinate each node to achieve dual-channel storage.Then,we improve the ECC encryption algorithm for the encryption of ordinary data,and adopt a homomorphic encryption algorithm to encrypt data that needs to be calculated.To accelerate the encryption,we adopt the dual-thread encryption mode.Finally,the HDFS control module is designed to combine the encryption algorithm with the storage model.Experimental results show that the proposed solution solves the problem of a single point of failure of metadata,performs well in terms of metadata reliability,and can realize the fault tolerance of the server.The improved encryption algorithm integrates the dual-channel storage mode,and the encryption storage effi-ciency improves by 27.6%on average.

Key words

Big data security/Data encryption/Hadoop/Parallel encrypted storage/Zookeeper

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出版年

2024
数字通信与网络(英文)

数字通信与网络(英文)

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