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Access to smart meter data offers system-wide benefits but raises significant privacy concerns due to the personal information it contains. Privacy-preserving techniques could facilitate wider access, though they introduce privacy-utility…

计算机与社会 · 计算机科学 2025-09-03 Saurab Chhachhi , Fei Teng

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

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

Traditional electricity meters are replaced by Smart Meters in customers' households. Smart Meters collects fine-grained utility consumption profiles from customers, which in turn enables the introduction of dynamic, time-of-use tariffs.…

密码学与安全 · 计算机科学 2011-03-02 Marek Jawurek , Martin Johns , Florian Kerschbaum

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…

信息论 · 计算机科学 2016-11-17 Giulio Giaconi , Deniz Gündüz , H. Vincent Poor

Trade-offs between privacy and cost are studied for a smart grid consumer, whose electricity consumption is monitored in almost real time by the utility provider (UP) through smart meter (SM) readings. It is assumed that an electrical…

信息论 · 计算机科学 2020-09-02 Giulio Giaconi , Deniz Gunduz , H. Vincent Poor

This paper presents a new privacy-preserving smart metering system. Our scheme is private under the differential privacy model and therefore provides strong and provable guarantees. With our scheme, an (electricity) supplier can…

密码学与安全 · 计算机科学 2012-01-13 Gergely Acs , Claude Castelluccia

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 collection of electrical consumption time series through smart meters grows with ambitious nationwide smart grid programs. This data is both highly sensitive and highly valuable: strong laws about personal data protect it while laws…

密码学与安全 · 计算机科学 2022-11-15 Antonin Voyez , Tristan Allard , Gildas Avoine , Pierre Cauchois , Elisa Fromont , Matthieu Simonin

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 a key component of energy transition. The large amount of data collected in near real-time allows grid operators to observe and simulate network states. However, privacy-preserving rules forbid the use of such data for any…

密码学与安全 · 计算机科学 2021-10-08 Jordan Holweger , Lionel Bloch , Christophe Ballif , Nicolas Wyrsch

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

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

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…

信息论 · 计算机科学 2019-05-02 Miguel Arrieta , Iñaki Esnaola , Michelle Effros

End-user privacy in smart meter measurements is a well-known challenge in the smart grid. The solutions offered thus far have been tied to specific technologies such as batteries or assumptions on data usage. Existing solutions have also…

信息论 · 计算机科学 2016-11-18 S. Raj Rajagopalan , Lalitha Sankar , Soheil Mohajer , 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…

We address the smart meter (SM) privacy problem by considering the availability of a renewable energy source (RES) and a battery which can be exploited by a consumer to partially hide the consumption pattern from the utility provider (UP).…

信息论 · 计算机科学 2016-05-17 Giulio Giaconi , Deniz Gunduz

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…

系统与控制 · 电气工程与系统科学 2020-11-09 Xiao Chen , Thomas Navidi , Ram Rajagopal

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

As smart grids are getting popular and being widely implemented, preserving the privacy of consumers is becoming more substantial. Power generation and pricing in smart grids depends on the continuously gathered information from the…

密码学与安全 · 计算机科学 2019-05-16 Alireza Ahadipour , Mojtaba Mohammadi , Alireza Keshavarz-Haddad
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