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Fisher information privacy with application to smart meter privacy using HVAC units
The University of Melbourne and CSIRO’s Data61, Melbourne, Australia bDepartment of Electrical and Electronic Engineering, University of Melbourne, Melbourne, VIC, Australia cThe Commonwealth Scientific and Industrial Research Organisation (CSIRO), Data61, Canberra, Australia.
KTH, School of Electrical Engineering and Computer Science (EECS), Centres, ACCESS Linnaeus Centre. KTH, School of Electrical Engineering and Computer Science (EECS), Intelligent systems, Decision and Control Systems (Automatic Control).ORCID iD: 0000-0003-1835-2963
2019 (English)In: Privacy in Dynamical Systems, Springer Singapore , 2019, p. 3-17Chapter in book (Other academic)
Abstract [en]

In this chapter, we use Heating, Ventilation, and Air Conditioning (HVAC) units to preserve the privacy of households with smart meters in addition to regulating indoor temperature. We model the effect of the HVAC unit as an additive noise in the household consumption. The Cramér-Rao bound is used to relate the inverse of the trace of the Fisher information matrix to the quality of an adversary’s estimation error of the household private consumption from the aggregate consumption of the household with the HVAC unit. This establishes the Fisher information as the measure of privacy leakage. We compute the optimal privacy-preserving policy for controlling the HVAC unit through minimizing a weighted sum of the Fisher information and the cost operating the HVAC unit. The optimization problem also contains the constraints on the temperatures of the house. 

Place, publisher, year, edition, pages
Springer Singapore , 2019. p. 3-17
National Category
Control Engineering
Identifiers
URN: urn:nbn:se:kth:diva-285473DOI: 10.1007/978-981-15-0493-8_1Scopus ID: 2-s2.0-85084278437OAI: oai:DiVA.org:kth-285473DiVA, id: diva2:1499016
Note

QC 20201106

Part of ISBN 9789811504938, 9789811504921

Available from: 2020-11-06 Created: 2020-11-06 Last updated: 2024-10-25Bibliographically approved

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Sandberg, Henrik

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CiteExportLink to record
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