Fault-Tolerant Privacy-Preserving Data Aggregation for Smart Grid
Joint Authors
Liu, Huadong
Gu, Tianlong
Liu, Yining
Song, Jingcheng
Zeng, Zhixin
Source
Wireless Communications and Mobile Computing
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-09-30
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Information Technology and Computer Science
Abstract EN
In smart grids (SG), data aggregation is widely used to strike a balance between data usability and privacy protection.
The fault tolerance is an important requirement to improve the robustness of data aggregation protocols, which enables normal execution of the protocols even with failures on some entities.
However, to achieve fault tolerance, most schemes either sacrifice the aggregation accuracy due to the use of differential privacy or substitution strategy or need to rely on an online trusted entity to manage all user blinding factors.
In this paper, a (k,n) threshold privacy-preserving data aggregation scheme named (k,n)-PDA is proposed, which reconciles data usability and data privacy through the BGN cryptosystem and achieves fault tolerance with accurate aggregation using Shamir’s secret sharing without any online trusted entity.
Besides, our scheme supports the efficient changing of users’ membership.
Specifically, the dynamic secrete key is distributed to n smart meters (SMs) through the threshold secret sharing algorithm.
When k or more meters participate in the aggregation, the data service center (DSC) can reconstruct the key to compute the aggregate results, and less than k SMs cannot recover the key.
Thus, our solution still works functionally even if up to n−k SMs fail; also, it resists attacks from the collusion of less than k SMs.
Moreover, system and performance analyses demonstrate that our scheme achieves privacy, fault tolerance, and membership dynamics with high efficiency.
American Psychological Association (APA)
Liu, Huadong& Gu, Tianlong& Liu, Yining& Song, Jingcheng& Zeng, Zhixin. 2020. Fault-Tolerant Privacy-Preserving Data Aggregation for Smart Grid. Wireless Communications and Mobile Computing،Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1214540
Modern Language Association (MLA)
Liu, Huadong…[et al.]. Fault-Tolerant Privacy-Preserving Data Aggregation for Smart Grid. Wireless Communications and Mobile Computing No. 2020 (2020), pp.1-10.
https://search.emarefa.net/detail/BIM-1214540
American Medical Association (AMA)
Liu, Huadong& Gu, Tianlong& Liu, Yining& Song, Jingcheng& Zeng, Zhixin. Fault-Tolerant Privacy-Preserving Data Aggregation for Smart Grid. Wireless Communications and Mobile Computing. 2020. Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1214540
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1214540