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K-anonymity applied to the energy grid of things distributed energy resource management system

Published: 27 June 2022 Publication History

Abstract

The violation of information privacy in Smart Grids can be a significant barrier to customers' participation. Employing privacy protection models such as K-anonymity in a Smart Grid implementation adds desirable privacy guarantees. This work provides an approach to applying the Mondrian algorithm to ensure data within the system excludes Personally Identifiable Information. Results suggest that a dynamically generated generalization hierarchy minimizes information loss incurred by the anonymization process.

References

[1]
2018. Common Smart Inverter Profile: IEEE 2030.5 Implementation Guide for Smart Inverters, Version 2.1. CSIP Working Group.
[2]
K. LeFevre, D.J. DeWitt, and R. Ramakrishnan. 2006. Mondrian Multidimensional K-Anonymity. In 22nd Int. Conf. on Eng. 25--25.
[3]
T. Slay and R. Bass. 2021. An Energy Service Interface for Distributed Energy Resources. In IEEE Conf. on Tech. for Sustain.

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    cover image ACM Conferences
    MobiSys '22: Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services
    June 2022
    668 pages
    ISBN:9781450391856
    DOI:10.1145/3498361
    Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 27 June 2022

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    Author Tags

    1. distributed energy resources
    2. k-anaonymity
    3. privacy
    4. security

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    Overall Acceptance Rate 274 of 1,679 submissions, 16%

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