On scaling perturbation based privacy-preserving schemes in smart metering systems

Xuebin Ren; Xinyu Yang; Jie Lin; Qingyu Yang; Wei Yu

doi:10.1109/ICCCN.2013.6614162

On scaling perturbation based privacy-preserving schemes in smart metering systems

Xuebin Ren
, Xinyu Yang
, Jie Lin
, Qingyu Yang
, Wei Yu

Faculty of Electronic and Information Engineering

Xi'an Jiaotong University
Towson University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

11 Scopus citations

Abstract

The smart grid poses great concern about the exposure of consumers' privacy as the fine-grained measurements in the smart metering system can expose consumer's privacy through the disclosure of accurate load profiles of home energy usage. To address this issue, in this paper we propose novel scaling perturbation based privacy-preserving schemes that can achieve great utility for fine-grained measurements in a privacy-friendly and cost-effective manner. Our schemes adopt the measurement-based scaling perturbation to hide original measurements with low cost. Through a combination of both extensive theoretical analysis and experiments, our results show that the proposed schemes can preserve consumers' privacy through fine-grained measurements and achieve a better utility-privacy tradeoff in comparison with the existing schemes.

Original language	English
Title of host publication	22nd International Conference on Computer Communications and Networks, ICCCN 2013 - Conference Proceedings
DOIs	https://doi.org/10.1109/ICCCN.2013.6614162
State	Published - 2013
Event	2013 IEEE 2013 22nd International Conference on Computer Communication and Networks, ICCCN 2013 - Nassau, Bahamas Duration: 30 Jul 2013 → 2 Aug 2013

Publication series

Name	Proceedings - International Conference on Computer Communications and Networks, ICCCN
ISSN (Print)	1095-2055

Conference

Conference	2013 IEEE 2013 22nd International Conference on Computer Communication and Networks, ICCCN 2013
Country/Territory	Bahamas
City	Nassau
Period	30/07/13 → 2/08/13

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 7 Affordable and Clean Energy

Keywords

privacy-preserving
scaling perturbation
smart grid
smart metering systems

Access to Document

10.1109/ICCCN.2013.6614162

Cite this

Ren, X., Yang, X., Lin, J., Yang, Q., & Yu, W. (2013). On scaling perturbation based privacy-preserving schemes in smart metering systems. In 22nd International Conference on Computer Communications and Networks, ICCCN 2013 - Conference Proceedings Article 6614162 (Proceedings - International Conference on Computer Communications and Networks, ICCCN). https://doi.org/10.1109/ICCCN.2013.6614162

@inproceedings{944f13957c2a493b9c9c3f30a16bc658,

title = "On scaling perturbation based privacy-preserving schemes in smart metering systems",

abstract = "The smart grid poses great concern about the exposure of consumers' privacy as the fine-grained measurements in the smart metering system can expose consumer's privacy through the disclosure of accurate load profiles of home energy usage. To address this issue, in this paper we propose novel scaling perturbation based privacy-preserving schemes that can achieve great utility for fine-grained measurements in a privacy-friendly and cost-effective manner. Our schemes adopt the measurement-based scaling perturbation to hide original measurements with low cost. Through a combination of both extensive theoretical analysis and experiments, our results show that the proposed schemes can preserve consumers' privacy through fine-grained measurements and achieve a better utility-privacy tradeoff in comparison with the existing schemes.",

keywords = "privacy-preserving, scaling perturbation, smart grid, smart metering systems",

author = "Xuebin Ren and Xinyu Yang and Jie Lin and Qingyu Yang and Wei Yu",

year = "2013",

doi = "10.1109/ICCCN.2013.6614162",

language = "英语",

isbn = "9781467357746",

series = "Proceedings - International Conference on Computer Communications and Networks, ICCCN",

booktitle = "22nd International Conference on Computer Communications and Networks, ICCCN 2013 - Conference Proceedings",

note = "2013 IEEE 2013 22nd International Conference on Computer Communication and Networks, ICCCN 2013 ; Conference date: 30-07-2013 Through 02-08-2013",

}

Ren, X , Yang, X , Lin, J, Yang, Q & Yu, W 2013, On scaling perturbation based privacy-preserving schemes in smart metering systems. in 22nd International Conference on Computer Communications and Networks, ICCCN 2013 - Conference Proceedings., 6614162, Proceedings - International Conference on Computer Communications and Networks, ICCCN, 2013 IEEE 2013 22nd International Conference on Computer Communication and Networks, ICCCN 2013, Nassau, Bahamas, 30/07/13. https://doi.org/10.1109/ICCCN.2013.6614162

On scaling perturbation based privacy-preserving schemes in smart metering systems. / Ren, Xuebin ; Yang, Xinyu ; Lin, Jie et al.
22nd International Conference on Computer Communications and Networks, ICCCN 2013 - Conference Proceedings. 2013. 6614162 (Proceedings - International Conference on Computer Communications and Networks, ICCCN).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - On scaling perturbation based privacy-preserving schemes in smart metering systems

AU - Ren, Xuebin

AU - Yang, Xinyu

AU - Lin, Jie

AU - Yang, Qingyu

AU - Yu, Wei

PY - 2013

Y1 - 2013

N2 - The smart grid poses great concern about the exposure of consumers' privacy as the fine-grained measurements in the smart metering system can expose consumer's privacy through the disclosure of accurate load profiles of home energy usage. To address this issue, in this paper we propose novel scaling perturbation based privacy-preserving schemes that can achieve great utility for fine-grained measurements in a privacy-friendly and cost-effective manner. Our schemes adopt the measurement-based scaling perturbation to hide original measurements with low cost. Through a combination of both extensive theoretical analysis and experiments, our results show that the proposed schemes can preserve consumers' privacy through fine-grained measurements and achieve a better utility-privacy tradeoff in comparison with the existing schemes.

AB - The smart grid poses great concern about the exposure of consumers' privacy as the fine-grained measurements in the smart metering system can expose consumer's privacy through the disclosure of accurate load profiles of home energy usage. To address this issue, in this paper we propose novel scaling perturbation based privacy-preserving schemes that can achieve great utility for fine-grained measurements in a privacy-friendly and cost-effective manner. Our schemes adopt the measurement-based scaling perturbation to hide original measurements with low cost. Through a combination of both extensive theoretical analysis and experiments, our results show that the proposed schemes can preserve consumers' privacy through fine-grained measurements and achieve a better utility-privacy tradeoff in comparison with the existing schemes.

KW - privacy-preserving

KW - scaling perturbation

KW - smart grid

KW - smart metering systems

UR - https://www.scopus.com/pages/publications/84891401751

U2 - 10.1109/ICCCN.2013.6614162

DO - 10.1109/ICCCN.2013.6614162

M3 - 会议稿件

AN - SCOPUS:84891401751

SN - 9781467357746

T3 - Proceedings - International Conference on Computer Communications and Networks, ICCCN

BT - 22nd International Conference on Computer Communications and Networks, ICCCN 2013 - Conference Proceedings

T2 - 2013 IEEE 2013 22nd International Conference on Computer Communication and Networks, ICCCN 2013

Y2 - 30 July 2013 through 2 August 2013

ER -

On scaling perturbation based privacy-preserving schemes in smart metering systems

Abstract

Publication series

Conference

UN SDGs

Keywords

Access to Document

Other files and links

Fingerprint

Cite this