Differential Privacy for Deep Learning-based Online Energy Disaggregation System. / Zhang, Xiaoyu; Kuenzel, Stefanie.

The 2020 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe) . IEEE, 2020. p. 1-5.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Forthcoming

Standard

Differential Privacy for Deep Learning-based Online Energy Disaggregation System. / Zhang, Xiaoyu; Kuenzel, Stefanie.

The 2020 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe) . IEEE, 2020. p. 1-5.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Harvard

Zhang, X & Kuenzel, S 2020, Differential Privacy for Deep Learning-based Online Energy Disaggregation System. in The 2020 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe) . IEEE, pp. 1-5, The 2020 IEEE PES Innovative Smart Grid Technologies Europe Conference , The Hague, Netherlands, 25/10/20.

APA

Zhang, X., & Kuenzel, S. (Accepted/In press). Differential Privacy for Deep Learning-based Online Energy Disaggregation System. In The 2020 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe) (pp. 1-5). IEEE.

Vancouver

Zhang X, Kuenzel S. Differential Privacy for Deep Learning-based Online Energy Disaggregation System. In The 2020 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe) . IEEE. 2020. p. 1-5

Author

Zhang, Xiaoyu ; Kuenzel, Stefanie. / Differential Privacy for Deep Learning-based Online Energy Disaggregation System. The 2020 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe) . IEEE, 2020. pp. 1-5

BibTeX

@inproceedings{f64ba0e272724273bc29d53038eda1c2,
title = "Differential Privacy for Deep Learning-based Online Energy Disaggregation System",
abstract = "Online energy disaggregation is an advanced technology that can help both consumers and the utility to implement load components analysis, enhancing the reliability of demand-side management. However, the online system requires continuous access to personal electricity data to train an online machine learning model, which would infer personal information. In this paper, we introduce a privacy-preserving online energy disaggregation system, the online model and training data can be protected by adding Gaussian noise to the model during the training process.",
author = "Xiaoyu Zhang and Stefanie Kuenzel",
year = "2020",
month = apr,
day = "20",
language = "English",
pages = "1--5",
booktitle = "The 2020 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe)",
publisher = "IEEE",
note = "The 2020 IEEE PES Innovative Smart Grid Technologies Europe Conference , ISGT-Europe ; Conference date: 25-10-2020",

}

RIS

TY - GEN

T1 - Differential Privacy for Deep Learning-based Online Energy Disaggregation System

AU - Zhang, Xiaoyu

AU - Kuenzel, Stefanie

PY - 2020/4/20

Y1 - 2020/4/20

N2 - Online energy disaggregation is an advanced technology that can help both consumers and the utility to implement load components analysis, enhancing the reliability of demand-side management. However, the online system requires continuous access to personal electricity data to train an online machine learning model, which would infer personal information. In this paper, we introduce a privacy-preserving online energy disaggregation system, the online model and training data can be protected by adding Gaussian noise to the model during the training process.

AB - Online energy disaggregation is an advanced technology that can help both consumers and the utility to implement load components analysis, enhancing the reliability of demand-side management. However, the online system requires continuous access to personal electricity data to train an online machine learning model, which would infer personal information. In this paper, we introduce a privacy-preserving online energy disaggregation system, the online model and training data can be protected by adding Gaussian noise to the model during the training process.

M3 - Conference contribution

SP - 1

EP - 5

BT - The 2020 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe)

PB - IEEE

T2 - The 2020 IEEE PES Innovative Smart Grid Technologies Europe Conference

Y2 - 25 October 2020

ER -