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State estimation is routinely being performed in high-voltage power transmission grids in order to assist in operation and to detect faulty equipment. In low- and medium-voltage power distribution grids, on the other hand, few real-time…

最优化与控制 · 数学 2016-04-15 Henrik Sandberg , György Dán , Ragnar Thobaben

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

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

The increasing adoption of smart meters introduces growing concerns about consumer privacy risks stemming from high resolution metering data. To counter these risks, there have been various works in actively shaping the grid-visible energy…

系统与控制 · 电气工程与系统科学 2020-10-29 Jun-Xing Chin , Kyri Baker , Gabriela Hug

In order to efficiently provide demand side management (DSM) in smart grid, carrying out pricing on the basis of real-time energy usage is considered to be the most vital tool because it is directly linked with the finances associated with…

密码学与安全 · 计算机科学 2022-01-26 Muneeb Ul Hassan , Mubashir Husain Rehmani , Jia Tina Du , Jinjun Chen

In this paper we propose a novel protocol that allows suppliers and grid operators to collect users' aggregate metering data in a secure and privacy-preserving manner. We use secure multiparty computation to ensure privacy protection. In…

密码学与安全 · 计算机科学 2019-03-15 Mustafa A. Mustafa , Sara Cleemput , Abelrahaman Aly , Aysajan Abidin

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…

系统与控制 · 电气工程与系统科学 2026-01-16 Hsuan-Hao Chang , Wei-Yu Chiu , Hongjian Sun , Chia-Ming Chen

Fog computing, a non-trivial extension of cloud computing to the edge of the network, has great advantage in providing services with a lower latency. In smart grid, the application of fog computing can greatly facilitate the collection of…

密码学与安全 · 计算机科学 2018-04-06 Hui Cao , Shubo Liu , Longfei Wu , Zhitao Guan , Xiaojiang Du

The need for reducing our energy consumption footprint and the increasing number of electric devices in today's homes is calling for new solutions that allow users to efficiently manage their energy consumption. Real-time feedback at device…

信号处理 · 电气工程与系统科学 2020-02-14 Hafsa Bousbiat , Christoph Klemenjak , Gerhard Leitner , Wilfried Elmenreich

A smart grid is an advanced method for supplying electricity to the consumers alleviating the limitations of the existing system. It causes frequent meter reading transmission from the end-user to the supplier. This frequent data…

密码学与安全 · 计算机科学 2020-06-12 Mohammad Saidur Rahman

Demand response (DR) programs engage distributed demand-side resources, e.g., controllable residential and commercial loads, in providing ancillary services for electric power systems. Ensembles of these resources can help reducing system…

系统与控制 · 电气工程与系统科学 2021-08-03 Ali Hassan , Deepjyoti Deka , Yury Dvorkin

The emergence of smart grids and advanced metering infrastructure (AMI) has revolutionized energy management. Unlike traditional power grids, smart grids benefit from two-way communication through AMI, which surpasses earlier automated…

密码学与安全 · 计算机科学 2025-08-21 Farid Zaredar , Morteza Amini

For the modeling, design and planning of future energy transmission networks, it is vital for stakeholders to access faithful and useful power flow data, while provably maintaining the privacy of business confidentiality of service…

密码学与安全 · 计算机科学 2021-03-29 David Smith , Frederik Geth , Elliott Vercoe , Andrew Feutrill , Ming Ding , Jonathan Chan , James Foster , Thierry Rakotoarivelo

Advances in sensing and communication capabilities as well as power industry deregulation are driving the need for distributed state estimation in the smart grid at the level of the regional transmission organizations (RTOs). This leads to…

信息论 · 计算机科学 2016-11-18 Lalitha Sankar , Soummya Kar , Ravi Tandon , H. Vincent Poor

Integrating distributed energy resources (DERs) is a critical step toward addressing the global climate crisis. This transformation has driven the transition from traditional consumers to prosumers and given rise to new energy sharing…

信息论 · 计算机科学 2026-04-07 Yingshuo Gu , Xi Weng , Yue Chen

Energy theft poses a significant threat to the stability and efficiency of smart grids, leading to substantial economic losses and operational challenges. Traditional centralized machine learning approaches for theft detection require…

机器学习 · 计算机科学 2026-02-19 Diego Labate , Dipanwita Thakur , Giancarlo Fortino

Electricity consumed by residential consumers counts for a significant part of global electricity consumption and utility companies can collect high-resolution load data thanks to the widely deployed advanced metering infrastructure. There…

人机交互 · 计算机科学 2021-03-11 Hao Wang , Gonzague Henri , Chin-Woo Tan , Ram Rajagopal

Dynamic models of power systems are critical for analyzing grid response to disturbances and blackouts, but the release of real-world dynamic models is hindered by privacy and cybersecurity concerns, as such models carry sensitive…

系统与控制 · 电气工程与系统科学 2026-05-26 Shengyang Wu , Vladimir Dvorkin

An information-theoretic privacy mechanism design is studied, where an agent observes useful data $Y$ which is correlated with the private data $X$. The agent wants to reveal the information to a user, hence, the agent utilizes a privacy…

信息论 · 计算机科学 2026-01-09 Amirreza Zamani , Parastoo Sadeghi , Mikael Skoglund

Smart grid, through networked smart meters employing the non-intrusive load monitoring (NILM) technique, can considerably discern the usage patterns of residential appliances. However, this technique also incurs privacy leakage. To address…

密码学与安全 · 计算机科学 2024-12-24 Jialing He , Jiacheng Wang , Ning Wang , Shangwei Guo , Liehuang Zhu , Dusit Niyato , Tao Xiang