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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…

系统与控制 · 电气工程与系统科学 2020-01-22 Cihan Emre Kement

The roll-out of smart meters in electricity networks introduces risks for consumer privacy due to increased measurement frequency and granularity. Through various Non-Intrusive Load Monitoring techniques, consumer behavior may be inferred…

信息论 · 计算机科学 2017-06-28 Jun-Xing Chin , Tomas Tinoco De Rubira , Gabriela Hug

In smart grids, the use of smart meters to measure electricity consumption at a household level raises privacy concerns. To address them, researchers have designed various load hiding algorithms that manipulate the electricity consumption…

密码学与安全 · 计算机科学 2024-08-14 Vadim Arzamasov , Klemens Böhm

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…

信息论 · 计算机科学 2016-11-17 Onur Tan , 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.…

信息论 · 计算机科学 2018-01-30 Giulio Giaconi , Deniz Gunduz , H. Vincent Poor

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…

信息论 · 计算机科学 2018-12-05 Giulio Giaconi , Deniz Gunduz , H. Vincent Poor

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…

信息论 · 计算机科学 2014-08-04 Jesus Gomez-Vilardebo , Deniz Gündüz

Smart meters play a crucial role in enhancing energy management and efficiency, but they raise significant privacy concerns by potentially revealing detailed user behaviors through energy consumption patterns. Recent scholarly efforts have…

系统与控制 · 电气工程与系统科学 2024-05-30 Ruichang Zhang , Youcheng Sun , Mustafa A. Mustafa

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…

信息论 · 计算机科学 2017-09-19 Simon Li , Ashish Khisti , Aditya Mahajan

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…

密码学与安全 · 计算机科学 2023-03-24 Arwa Alromih , John A. Clark , Prosanta Gope

With the development and introduction of smart metering, the energy information for costumers will change from infrequent manual meter readings to fine-grained energy consumption data. On the one hand these fine-grained measurements will…

其他计算机科学 · 计算机科学 2018-07-03 Dominik Egarter , Christoph Prokop , Wilfried Elmenreich

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…

信息论 · 计算机科学 2017-08-11 Giulio Giaconi , Deniz Gunduz , H. Vincent Poor

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…

The modernization of the electrical grid and the installation of smart meters come with many advantages to control and monitoring. However, in the wrong hands, the data might pose a privacy threat. In this paper, we consider the tradeoff…

密码学与安全 · 计算机科学 2015-05-28 Roy Dong , Alvaro A. Cárdenas , Lillian J. Ratliff , Henrik Ohlsson , S. Shankar Sastry

Smart power grids offer to revolutionize power distribution by sharing granular power usage data, though this same data sharing can reveal a great deal about users, and there are serious privacy concerns for customers. In this paper, we…

最优化与控制 · 数学 2019-02-19 Matthew Hale , Prabir Barooah , Kendall Parker , Kasra Yazdani

In smart electricity grids, high time granularity (HTG) power consumption data can be decomposed into individual appliance load signatures via Nonintrusive Appliance Load Monitoring techniques to expose appliance usage profiles. Various…

系统与控制 · 电气工程与系统科学 2020-10-30 Cihan Emre Kement , Bulent Tavli , Hakan Gultekin , Halim Yanikomeroglu

Smart Meters (SMs) are able to share the power consumption of users with utility providers almost in real-time. These fine-grained signals carry sensitive information about users, which has raised serious concerns from the privacy…

信号处理 · 电气工程与系统科学 2021-11-29 Mohammadhadi Shateri , Francisco Messina , Pablo Piantanida , Fabrice Labeau

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…

密码学与安全 · 计算机科学 2018-07-09 Günther Eibl , Kaibin Bao , Philip-William Grassal , Daniel Bernau , Hartmut Schmeck

Power consumption data is very useful as it allows to optimize power grids, detect anomalies and prevent failures, on top of being useful for diverse research purposes. However, the use of power consumption data raises significant privacy…

信号处理 · 电气工程与系统科学 2021-11-29 Ganesh Del Grosso , Georg Pichler , Pablo Piantanida

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…

系统与控制 · 电气工程与系统科学 2020-10-27 Jun-Xing Chin , Andrey Bernstein , Gabriela Hug
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