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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

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

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

Fine-grained Smart Meters (SMs) data recording and communication has enabled several features of Smart Grids (SGs) such as power quality monitoring, load forecasting, fault detection, and so on. In addition, it has benefited the users by…

信号处理 · 电气工程与系统科学 2022-05-17 Mohammadhadi Shateri , Francisco Messina , Pablo Piantanida , Fabrice Labeau

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

Cybersecurity and privacy are of the utmost importance for safe, reliable operation of the electric grid. It is well known that the increased connectivity/interoperability between all stakeholders (e.g., utilities, suppliers, and consumers)…

系统与控制 · 计算机科学 2026-05-14 Jin Dong , Teja Kuruganti , Seddik Djouadi , Mohammed Olama , Yaosuo Xue

With high levels of intermittent power generation and dynamic demand patterns, accurate forecasts for residential loads have become essential. Smart meters can play an important role when making these forecasts as they provide detailed load…

机器学习 · 计算机科学 2022-09-20 Joaquin Delgado Fernandez , Sergio Potenciano Menci , Charles Lee , Gilbert Fridgen

In recent years, many proposals have arisen from research on privacy in smart metering. In one of the considered approaches, referred to as anonymization, smart meters transmit fine-grained electricity consumption values in such a way that…

密码学与安全 · 计算机科学 2020-02-13 Santi Martínez , Francesc Sebé , Christoph Sorge

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…

机器学习 · 计算机科学 2020-12-15 Christopher Briggs , Zhong Fan , Peter Andras

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,…

最优化与控制 · 数学 2014-06-02 Lillian J. Ratliff , Roy Dong , Henrik Ohlsson , Alvaro A. 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…

密码学与安全 · 计算机科学 2017-11-02 Yuan Hong , Han Wang , Shangyu Xie , Bingyu Liu

Most of the smart applications, such as smart energy metering devices, demand strong privacy preservation to strengthen data privacy. However, it is difficult to protect the privacy of the smart device data, especially on the client side.…

密码学与安全 · 计算机科学 2022-10-07 Venkatesh Kumar M

The explosion of data collection has raised serious privacy concerns in users due to the possibility that sharing data may also reveal sensitive information. The main goal of a privacy-preserving mechanism is to prevent a malicious third…

机器学习 · 计算机科学 2022-05-17 Mohammadhadi Shateri , Francisco Messina , Pablo Piantanida , Fabrice Labeau

In Advanced Metering Infrastructure (AMI) systems, smart meters (SM) send fine-grained power consumption information to the utility company, yet this power consumption information can uncover sensitive information about the consumers'…

密码学与安全 · 计算机科学 2018-08-01 Hawzhin Mohammed , Syed Rafay Hasan , Mohammad Ashiqur Rahman

Smart grids feature a bidirectional flow of electricity and data, enhancing flexibility, efficiency, and reliability in increasingly volatile energy grids. However, data from smart meters can reveal sensitive private information.…

In smart grid, large quantities of data is collected from various applications, such as smart metering substation state monitoring, electric energy data acquisition, and smart home. Big data acquired in smart grid applications usually is…

密码学与安全 · 计算机科学 2018-11-19 Zhitao Guan , Guanlin Si , Xiaojiang Du , Peng Liu

Smart metering is an essential feature of smart grids, allowing residential customers to monitor and reduce electricity costs. Devices called smart meters allows residential customers to monitor and reduce electricity costs, promoting…

密码学与安全 · 计算机科学 2019-02-15 Leandro Ventura Silva , Rodolfo Marinho , Jose Luis Vivas , Andrey Brito

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

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

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