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The smart grid initiative has encouraged utility companies worldwide to rollout new and smarter versions of energy meters. Before an extensive rollout, which is both labor-intensive and incurs high capital costs, consumers need to be…

其他计算机科学 · 计算机科学 2018-02-26 Anwar Ul Haq , Hans-Arno Jacobsen

Information systems enable many organizational processes in every industry. The efficiencies and effectiveness in the use of information technologies create an unintended byproduct: misuse by existing users or somebody impersonating them -…

密码学与安全 · 计算机科学 2020-07-24 Eduardo Lopez , Kamran Sartipi

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

Smart grids (SGs) promise to deliver dramatic improvements compared to traditional power grids thanks primarily to the large amount of data being exchanged and processed within the grid, which enables the grid to be monitored more…

信息论 · 计算机科学 2020-09-04 Giulio Giaconi , Deniz Gunduz , H. Vincent Poor

A Smart Home provides integrating and electronic information services to help residential users manage their energy usage and bill cost but also exposes users to significant privacy risks due to fine-grained information collected by smart…

密码学与安全 · 计算机科学 2019-09-13 Boyang Li , Jie Wu , Yiyu Shi

Artificial intelligence-based techniques applied to the electricity consumption data generated from the smart grid prove to be an effective solution in reducing Non Technical Loses (NTLs), thereby ensures safety, reliability, and security…

机器学习 · 计算机科学 2021-10-12 Yogesh Kulkarni , Sayf Hussain Z , Krithi Ramamritham , Nivethitha Somu

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

This paper discusses how usage patterns and preferences of inhabitants can be learned efficiently to allow smart homes to autonomously achieve energy savings. We propose a frequent sequential pattern mining algorithm suitable for real-life…

计算机与社会 · 计算机科学 2015-10-02 Daniel Schweizer , Michael Zehnder , Holger Wache , Hans-Friedrich Witschel , Danilo Zanatta , Miguel Rodriguez

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…

系统与控制 · 电气工程与系统科学 2021-04-08 Cihan Emre Kement , Marija Ilic , Hakan Gultekin , Cihan Tugrul Cicek , Bulent Tavli

Modern buildings are densely equipped with smart energy meters, which periodically generate a massive amount of time-series data yielding few million data points every day. This data can be leveraged to discover the underlying loads, infer…

机器学习 · 计算机科学 2022-04-01 Manoj Gulati , Pandarasamy Arjunan

The integration of information and communication technology (ICT) with traditional power grids has led to the emergence of smart grids. Advanced metering infrastructure (AMI) plays a crucial role in smart grids by facilitating two-way…

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

Smart metering of domestic water consumption to continuously monitor the usage of different appliances has been shown to have an impact on people's behavior towards water conservation. However, the installation of multiple sensors to…

信号处理 · 电气工程与系统科学 2023-01-10 Pavlos Pavlou , Stelios Vrachimis , Demetrios G. Eliades , Marios M. Polycarpou

This paper realizes the estimation of classroom occupancy by using the CO2 sensor and deep learning technique named Long-Short-Term Memory. As a case of connection with IoT and machine learning, I achieve the model to estimate the people…

机器学习 · 计算机科学 2022-12-06 Zheyu Zhang

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

The smart grid is envisioned to significantly enhance the efficiency of energy consumption, by utilizing two-way communication channels between consumers and operators. For example, operators can opportunistically leverage the delay…

网络与互联网体系结构 · 计算机科学 2016-11-17 Yara Abdallah , Zizhan Zheng , Ness B. Shroff , Hesham El Gamal

The proliferation of smart, connected, always listening devices have introduced significant privacy risks to users in a smart home environment. Beyond the notable risk of eavesdropping, intruders can adopt machine learning techniques to…

机器学习 · 计算机科学 2020-11-16 Olakunle Ibitoye , Ashraf Matrawy , M. Omair Shafiq

The data collected by smart meters contain a lot of useful information. One potential use of the data is to track the energy consumptions and operating statuses of major home appliances.The results will enable homeowners to make sound…

信号处理 · 电气工程与系统科学 2019-07-09 M. Dong , P. C. M. Meira , W. Xu , C. Y. Chung

Smart meters (SMs) can pose privacy threats for consumers, an issue that has received significant attention in recent years. This paper studies the impact of Side Information (SI) on the performance of distortion-based real-time…

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

The daily activities performed by a disabled or elderly person can be monitored by a smart environment, and the acquired data can be used to learn a predictive model of user behavior. To speed up the learning, several researchers designed…

机器学习 · 计算机科学 2021-01-19 Sharare Zehtabian , Siavash Khodadadeh , Ladislau Bölöni , Damla Turgut

Installing smart meters to publish real-time electricity rates has been controversial while it might lead to privacy concerns. Dispatched rates include fine-grained data on aggregate electricity consumption in a zone and could potentially…

系统与控制 · 电气工程与系统科学 2019-12-19 Mahrokh GhoddousiBoroujeni , Dominik Fay , Christos Dimitrakakis , Maryam Kamgarpour