隐私保护数据聚合协议的快速计算方法

Q4 Engineering
Yuan Jiangjun, Wang Jie
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引用次数: 0

摘要

近年来,智能终端和无线网络的快速发展,许多智能应用涌现出来。利用快速发展的智能终端,越来越多复杂的传感任务可以被接管和完成。数据聚合是许多任务都需要的重要应用程序。移动传感系统中的传感装置获取时间序列数据,可用于供电预测和泄漏检测。随着人们对隐私问题的重视,要让人们使用今天的数据聚合应用,首先要解决他们的隐私问题。在此,我们提出了一种基于多线程计算和多核并行计算的键控哈希函数加法运算的快速加解密机制。我们提出的先进协议更适用于大型系统,并且对移动传感器和聚合器都需要更少的时间成本。实验证明了该协议的性能优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fast computation method for privacy-preserving data aggregation protocol
Recent years have seen the rapid improvement of smart terminals and wireless networks, and a lot of smart applications have come to the fore. Taking advantages of fast developed smart terminals, more and more complicated sensing tasks can be taken over and finished. Data aggregation is an important application which is required by many tasks. The sensing devices in mobile sensing systems get time-series data, which can be used for supply forecast and leakage detection. As people nowadays pay more attention on privacy issues, to let people use today's data aggregation application, the first task is to solve their privacy concerns. Here, we propose a fast encryption/decryption mechanism for addition operations on keyed hash functions, based on multi-threads computation and parallel computation on multi-cores architecture. The advanced protocol presented by us works better for large systems and requires less time cost for both mobile sensors and aggregator. The experiments show the performance benefits of the presented protocol.
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来源期刊
International Journal of Wireless and Mobile Computing
International Journal of Wireless and Mobile Computing Computer Science-Computer Science (all)
CiteScore
0.80
自引率
0.00%
发文量
76
期刊介绍: The explosive growth of wide-area cellular systems and local area wireless networks which promise to make integrated networks a reality, and the development of "wearable" computers and the emergence of "pervasive" computing paradigm, are just the beginning of "The Wireless and Mobile Revolution". The realisation of wireless connectivity is bringing fundamental changes to telecommunications and computing and profoundly affects the way we compute, communicate, and interact. It provides fully distributed and ubiquitous mobile computing and communications, thus bringing an end to the tyranny of geography.
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