DOAJ Open Access 2018

Towards quantitative evaluation of privacy protection schemes for electricity usage data sharing

Daisuke Mashima Aidana Serikova Yao Cheng Binbin Chen

Abstrak

Thanks to the roll-out of smart meters, availability of fine-grained electricity usage data has rapidly grown. Such data has enabled utility companies to perform robust and efficient grid operations. However, at the same time, privacy concerns associated with sharing and disclosure of such data have been raised. In this paper, we first demonstrate the feasibility of estimating privacy-sensitive household attributes based solely on the energy usage data of residential customers. We then discuss a framework to measure privacy gain and evaluate the effectiveness of customer-centric privacy-protection schemes, namely redaction of data irrelevant to services and addition of bounded artificial noise. Keywords: Privacy, Smart meter data, Quantitative evaluation

Topik & Kata Kunci

Information technology

Penulis (4)

Daisuke Mashima

Aidana Serikova

Yao Cheng

Binbin Chen

Format Sitasi

APA MLA BibTeX

Mashima, D., Serikova, A., Cheng, Y., Chen, B. (2018). Towards quantitative evaluation of privacy protection schemes for electricity usage data sharing. https://doi.org/10.1016/j.icte.2018.01.006

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Informasi Jurnal

Tahun Terbit: 2018
Sumber Database: DOAJ
DOI: 10.1016/j.icte.2018.01.006
Akses: Open Access ✓