无线传感器网络隐私保护数据聚集技术

张晓莹; 彭辉; 陈红

doi:10.11959/j.issn.1000-436x.2018101

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无线传感器网络隐私保护数据聚集技术

综述 | 更新时间：2024-06-05

- 无线传感器网络隐私保护数据聚集技术
- State-of-the-art survey of privacy-preserving data aggregation in wireless sensor networks
- 通信学报 2018年39卷第10期页码：130-142
- 作者机构：
  
  1. 中国人民大学信息学院，北京 100872
  2. 中国人民大学数据工程与知识工程教育部重点实验室，北京 100872
  3. 工业和信息化部电子第五研究所，广东广州 510000
- 作者简介：
  
  [ "张晓莹（1987-），女，山东临沂人，博士，中国人民大学工程师，主要研究方向为物联网数据管理、隐私保护等。" ]
  [ "彭辉（1986-），男，山东曲阜人，博士，工业和信息化部电子第五研究所工程师，主要研究方向为物联网数据管理、隐私保护等。" ]
  [ "陈红（1965-），女，江西鄱阳人，博士，中国人民大学教授、博士生导师，主要研究方向为数据库、数据仓库、物联网等。" ]
- 基金信息：
  
  国家自然科学基金资助项目(61532021);国家自然科学基金资助项目(61772537);国家自然科学基金资助项目(61772536);国家自然科学基金资助项目(61702522);国家重点研究发展计划基金资助项目(2016YFB1000702)
- DOI：10.11959/j.issn.1000-436x.2018101
  中图分类号： TP393
- 网络首发：2018-10，
  
  纸质出版：2018-10-25
- 稿件说明：
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张晓莹, 彭辉, 陈红. 无线传感器网络隐私保护数据聚集技术[J]. 通信学报, 2018,39(10):130-142.

Xiaoying ZHANG, Hui PENG, Hong CHEN. State-of-the-art survey of privacy-preserving data aggregation in wireless sensor networks[J]. Journal on Communications, 2018, 39(10): 130-142.
张晓莹, 彭辉, 陈红. 无线传感器网络隐私保护数据聚集技术[J]. 通信学报, 2018,39(10):130-142. DOI： 10.11959/j.issn.1000-436x.2018101.

Xiaoying ZHANG, Hui PENG, Hong CHEN. State-of-the-art survey of privacy-preserving data aggregation in wireless sensor networks[J]. Journal on Communications, 2018, 39(10): 130-142. DOI： 10.11959/j.issn.1000-436x.2018101.

摘要

对无线传感器网络隐私保护数据聚集技术的研究现状与进展进行了综述。首先介绍研究相关的基础知识，包括网络模型、攻击模型和性能评估指标；然后按照同态加密、数据扰动、切分重组、泛化、安全多方计算等隐私保护技术对现有研究成果进行分类，详细阐述了具有代表性的协议的核心技术，对比分析了的各协议的性能；最后，对未来研究方向进行了展望。

Abstract

A state-of-the-art survey of privacy-preserving data aggregation techniques in wireless sensor networks was reviewed.Firstly

preliminaries were introduced

including network models

adversary models

and performance evaluation metrics.Secondly

existing related work was classified into several types according to privacy preservation techniques

such as homomorphic encryption

data perturbation

slicing-mixing technique

generalization

secure multiparty computation

and the key mechanisms of typical protocols were elaborated and analyzed.Finally

the promising future research directions were discussed.

关键词

Keywords

references

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