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In the era of Internet of Things (IoT) technologies the potential for privacy invasion is becoming a major concern especially in regards to healthcare data and Ambient Assisted Living (AAL) environments. Systems that offer AAL technologies…

信号处理 · 电气工程与系统科学 2018-02-27 Ismini Psychoula , Erinc Merdivan , Deepika Singh , Liming Chen , Feng Chen , Sten Hanke , Johannes Kropf , Andreas Holzinger , Matthieu Geist

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

We propose an integrated architecture for smart grids, that supports data aggregation and access control. Data can be aggregated by home area network, building area network and neighboring area network in such a way that the privacy of…

网络与互联网体系结构 · 计算机科学 2011-11-14 Sushmita Ruj , Amiya Nayak , Ivan Stojmenovic

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

Access to granular demand data is essential for the net zero transition; it allows for accurate profiling and active demand management as our reliance on variable renewable generation increases. However, public release of this data is often…

机器学习 · 计算机科学 2024-10-23 Sheng Chai , Gus Chadney , Charlot Avery , Phil Grunewald , Pascal Van Hentenryck , Priya L. Donti

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

The increasing amount of distributed energy resources including renewable energy systems and electric vehicles is expected to change electric power grids significantly, where conventional consumers are transformed to prosumers since they…

密码学与安全 · 计算机科学 2021-06-11 Sakineh Khalili , Vahid Disfani , Mo Ahmadi

The widespread popularity of smart meters enables an immense amount of fine-grained electricity consumption data to be collected. Meanwhile, the deregulation of the power industry, particularly on the delivery side, has continuously been…

计算机与社会 · 计算机科学 2018-03-28 Yi Wang , Qixin Chen , Tao Hong , Chongqing Kang

Human population are striving against energy-related issues that not only affects society and the development of the world, but also causes global warming. A variety of broad approaches have been developed by both industry and the research…

机器学习 · 计算机科学 2020-12-11 Abdullah Alsalemi , Yassine Himeur , Faycal Bensaali , Abbes Amira

Effective detection of energy theft can prevent revenue losses of utility companies and is also important for smart grid security. In recent years, enabled by the massive fine-grained smart meter data, deep learning (DL) approaches are…

密码学与安全 · 计算机科学 2020-10-20 Jiangnan Li , Yingyuan Yang , Jinyuan Stella Sun

Energy theft causes large economic losses to utility companies around the world. In recent years, energy theft detection approaches based on machine learning (ML) techniques, especially neural networks, become popular in the research…

信号处理 · 电气工程与系统科学 2020-09-01 Jiangnan Li , Yingyuan Yang , Jinyuan Stella Sun

We design a scalable algorithm to privately generate location heatmaps over decentralized data from millions of user devices. It aims to ensure differential privacy before data becomes visible to a service provider while maintaining high…

密码学与安全 · 计算机科学 2022-06-28 Eugene Bagdasaryan , Peter Kairouz , Stefan Mellem , Adrià Gascón , Kallista Bonawitz , Deborah Estrin , Marco Gruteser

Energy management decreases energy expenditures and consumption while simultaneously increasing energy efficiency, reducing carbon emissions, and enhancing operational performance. Smart grids are a type of sophisticated energy…

The rapid advances in fitness wearable devices are redefining privacy around interactions. Fitness wearables devices record a considerable amount of sensitive and private details about exercise, blood oxygen level, and heart rate. Privacy…

密码学与安全 · 计算机科学 2022-03-03 May Alhajri , Ahmad Salehi Shahraki , Carsten Rudolph

Evaluating the usefulness of data before purchase is essential when obtaining data for high-quality machine learning models, yet both model builders and data providers are often unwilling to reveal their proprietary assets. We present…

密码学与安全 · 计算机科学 2026-04-21 Wan Ki Wong , Sahel Torkamani , Michele Ciampi , Rik Sarkar

With the employment of smart meters, massive data on consumer behaviour can be collected by retailers. From the collected data, the retailers may obtain the household profile information and implement demand response. While retailers prefer…

机器学习 · 计算机科学 2022-10-19 Yi Dong , Yang Chen , Xingyu Zhao , Xiaowei Huang

Electricity is an essential comfort to support our daily activities. With the competitive increase and energy costs by the industry, new values and opportunities for delivering electricity to customers are produced. One of these new…

The popularity and applicability of mobile crowdsensing applications are continuously increasing due to the widespread of mobile devices and their sensing and processing capabilities. However, we need to offer appropriate incentives to the…

计算机科学与博弈论 · 计算机科学 2018-08-21 Dimitris Chatzopoulos , Sujit Gujar , Boi Faltings , Pan Hui

Advances in sensing, networking, and actuation technologies have resulted in the IoT wave that is expected to revolutionize all aspects of modern society. This paper focuses on the new challenges of privacy that arise in IoT in the context…

密码学与安全 · 计算机科学 2019-01-28 Nisha Panwar , Shantanu Sharma , Guoxi Wang , Sharad Mehrotra , Nalini Venkatasubramanian

Smart meter data aggregation protocols have been developed to address rising privacy threats against customers' consumption data. However, these protocols do not work satisfactorily in the presence of failures of smart meters or network…

密码学与安全 · 计算机科学 2024-10-28 Günther Eibl , Sanaz Taheri-Boshrooyeh , Alptekin Küpçü