Security-Aware and Efficient Data Deduplication for Edge-Assisted Cloud Storage Systems

被引:8
|
作者
Xie, Qingyuan [1 ,2 ]
Zhang, Chen [2 ]
Jia, Xiaohua [2 ]
机构
[1] City Univ Hong Kong, Ctr Comp Sci & Informat Technol, Dongguan Res Inst, Dongguan 523000, Peoples R China
[2] City Univ Hong Kong, Dept Comp Sci, Hong Kong 999077, Peoples R China
关键词
Security; Encryption; Servers; Cloud computing; Resistance; Resists; Maximum likelihood estimation; Security-aware deduplication; frequency analysis; Index Terms; edge-assisted cloud storage systems; SPACE;
D O I
10.1109/TSC.2022.3195318
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Data deduplication at the network edge significantly improves communication efficiency in edge-assisted cloud storage systems. With the increasing concern about data privacy, secure deduplication has been proposed to provide data security while supporting deduplication. Since conventional secure deduplication schemes are mainly based on deterministic encryption, they are vulnerable to frequency analysis attacks. Some recent research has focused on this problem, where several works studied the trade-off between deduplication efficiency and resistance to frequency analysis attacks. However, no existing work can provide different deduplication efficiency and protection for different data chunks. In this article, we propose a security-aware and efficient data deduplication scheme for edge-assisted cloud storage systems. It not only improves the efficiency of deduplication but also reduces information leakage caused by frequency analysis attacks. In particular, we first define the security level for chunks to measure the security needs of users. Then, we develop an encryption scheme with multiple levels of security for deduplication. It provides higher security protection for chunks with higher security levels, while sacrificing security to achieve higher deduplication efficiency for chunks with lower security levels. We also analyze the security of our proposed scheme. Evaluations on the real-world datasets show the efficiency of our design.
引用
收藏
页码:2191 / 2202
页数:12
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