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Distributed Energy Resource Management Systems: Preserving Customer Privacy through K-Anonymity

Conference · · 2023 IEEE Power & Energy Society General Meeting (PESGM)

The smart grid represents the next generation of electricity distribution systems that utilizes recent technological innovations. It uses digital communication between its components and entities to attain more automation, self-sufficiency, and reliability. One of the many concerns in smart grid digital communication discussions is the possibility of violating customers’ privacy. Violating customers’ privacy imposes a significant barrier as smart grid desirable attributes are tightly tied to customers’ participation. Employing privacy models can address concerns regarding information privacy in smart grid digital communication. In this work, we provide an approach to utilizing K-anonymity 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.

Research Organization:
Portland State Univ., OR (United States)
Sponsoring Organization:
USDOE Office of Electricity (OE)
DOE Contract Number:
OE0000922
OSTI ID:
2007044
Journal Information:
2023 IEEE Power & Energy Society General Meeting (PESGM), Conference: 2023 IEEE Power & Energy Society General Meeting (PESGM)
Country of Publication:
United States
Language:
English

References (13)

k-ANONYMITY: A MODEL FOR PROTECTING PRIVACY journal October 2002
Mondrian Multidimensional K-Anonymity conference January 2006
Developing a Distributed Trust Model for Distributed Energy Resources conference April 2021
A comprehensive trust model for component software conference July 2008
Preserving prosumer privacy in a district level smart grid conference September 2016
GridPriv: A Smart Metering Architecture Offering k-Anonymity conference June 2012
Utility-based anonymization using local recoding conference August 2006
Decentralized Trust Management journal February 2020
Privacy-preserving Information Security for the Energy Grid of Things conference January 2022
A Field Test of Direct Load Control of Water Heaters and its Implications for Consumers conference July 2022
On Location Privacy-Preserving Online Double Auction for Electric Vehicles in Microgrids journal August 2019
Aggregation of Residential Water Heaters for Peak Shifting and Frequency Response Services journal January 2020
Distributed energy resource aggregation using customer-owned equipment: A review of literature and standards journal November 2020