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Privacy-preserving smart meter control strategies proposed in the literature so far make some ideal assumptions such as instantaneous control without delay, lossless energy storage systems etc. In this paper, we present a one-step-ahead…

Signal Processing · Electrical Eng. & Systems 2019-01-09 Ramana R. Avula , Tobias J. Oechtering , Daniel Månsson

Frequent metering of electricity consumption is crucial for demand side management in smart grids. However, metered data can be processed fairly easily by employing well-established nonintrusive appliance load monitoring techniques to infer…

Systems and Control · Electrical Eng. & Systems 2021-04-08 Cihan Emre Kement , Marija Ilic , Hakan Gultekin , Cihan Tugrul Cicek , Bulent Tavli

Although the frequent monitoring of smart meters enables granular control over energy resources, it also increases the risk of leakage of private information such as income, home occupancy, and power consumption behavior that can be…

Systems and Control · Electrical Eng. & Systems 2020-11-09 Xiao Chen , Thomas Navidi , Ram Rajagopal

Smart meters are key elements for the operation of smart grids. By providing near realtime information on the energy consumption of individual users, smart meters increase the efficiency in generation, distribution and storage of energy in…

Information Theory · Computer Science 2016-11-17 Onur Tan , Deniz Gunduz , H. Vincent Poor

The detection of energy thefts is vital for the safety of the whole smart grid system. However, the detection alone is not enough since energy thefts can crucially affect the electricity supply leading to some blackouts. Moreover, privacy…

Cryptography and Security · Computer Science 2023-03-24 Arwa Alromih , John A. Clark , Prosanta Gope

The next-generation energy network, the so-called smart grid (SG), promises a tremendous increase in efficiency, safety and flexibility of managing the electricity grid as compared to the legacy energy network. This is needed today more…

Information Theory · Computer Science 2018-12-05 Giulio Giaconi , Deniz Gunduz , H. Vincent Poor

A smart meter (SM) measures a consumer's electricity consumption and reports it automatically to a utility provider (UP) in almost real time. Despite many advantages of SMs, their use also leads to serious concerns about consumer privacy.…

Information Theory · Computer Science 2018-01-30 Giulio Giaconi , Deniz Gunduz , H. Vincent Poor

There has been a large number of contributions on privacy-preserving smart metering with Differential Privacy, addressing questions from actual enforcement at the smart meter to billing at the energy provider. However, exploitation is…

Cryptography and Security · Computer Science 2018-07-09 Günther Eibl , Kaibin Bao , Philip-William Grassal , Daniel Bernau , Hartmut Schmeck

The increasing adoption of advanced metering infrastructure has led to growing concerns regarding privacy risks stemming from the high resolution measurements. This has given rise to privacy protection techniques that physically alter the…

Systems and Control · Electrical Eng. & Systems 2020-10-27 Jun-Xing Chin , Andrey Bernstein , Gabriela Hug

In the electricity grid, networked sensors which record and transmit increasingly high-granularity data are being deployed. In such a setting, privacy concerns are a natural consideration. We present an attack model for privacy breaches,…

Optimization and Control · Mathematics 2014-06-02 Lillian J. Ratliff , Roy Dong , Henrik Ohlsson , Alvaro A. Cardenas , S. Shankar Sastry

Smart meters (SMs) measure and report users' energy consumption to the utility provider (UP) in almost real-time, providing a much more detailed depiction of the consumer's energy consumption compared to their analog counterparts. This…

Information Theory · Computer Science 2014-08-04 Jesus Gomez-Vilardebo , Deniz Gündüz

The smart meter (SM) privacy problem is addressed together with the cost of energy for the user. It is assumed that a storage device, e.g., an electrical battery, is available to the user, which can be utilized both to achieve privacy and…

Information Theory · Computer Science 2017-08-11 Giulio Giaconi , Deniz Gunduz , H. Vincent Poor

In this proposal paper we highlight the need for privacy preserving energy demand forecasting to allay a major concern consumers have about smart meter installations. High resolution smart meter data can expose many private aspects of a…

Machine Learning · Computer Science 2020-12-15 Christopher Briggs , Zhong Fan , Peter Andras

A smart meter (SM) periodically measures end-user electricity consumption and reports it to a utility provider (UP). Despite the advantages of SMs, their use leads to serious concerns about consumer privacy. In this paper, SM privacy is…

Information Theory · Computer Science 2016-11-17 Giulio Giaconi , Deniz Gündüz , H. Vincent Poor

Smart meters enable improvements in electricity distribution system efficiency at some cost in customer privacy. Users with home batteries can mitigate this privacy loss by applying charging policies that mask their underlying energy use. A…

Information Theory · Computer Science 2019-05-02 Miguel Arrieta , Iñaki Esnaola , Michelle Effros

This paper investigates smart home energy management in consideration of tradeoffs between residential privacy and energy costs. A multiobjective approach that minimizes energy costs and maximizes privacy protection is proposed. The…

Systems and Control · Electrical Eng. & Systems 2026-01-16 Hsuan-Hao Chang , Wei-Yu Chiu , Hongjian Sun , Chia-Ming Chen

Smart-metering systems report electricity usage of a user to the utility provider on almost real-time basis. This could leak private information about the user to the utility provider. In this work we investigate the use of a rechargeable…

Information Theory · Computer Science 2017-09-19 Simon Li , Ashish Khisti , Aditya Mahajan

Fine-grained energy usage data collected by Smart Meters (SM) is one of the key components of the smart grid (SG). While collection of this data enhances efficiency and flexibility of SG, it also poses a serious threat to the privacy of…

Systems and Control · Electrical Eng. & Systems 2020-01-22 Cihan Emre Kement

As smart meters continue to be deployed around the world collecting unprecedented levels of fine-grained data about consumers, we need to find mechanisms that are fair to both, (1) the electric utility who needs the data to improve their…

Optimization and Control · Mathematics 2014-11-18 Lillian J. Ratliff , Carlos Barreto , Roy Dong , Henrik Ohlsson , Alvaro Cardenas , S. Shankar Sastry

Energy has been increasingly generated or collected by different entities on the power grid (e.g., universities, hospitals and householdes) via solar panels, wind turbines or local generators in the past decade. With local energy, such…

Cryptography and Security · Computer Science 2017-11-02 Yuan Hong , Han Wang , Shangyu Xie , Bingyu Liu
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