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Building environments are significant sources of global energy consumption. To create energy efficient buildings, the first step is to sense and monitor all the energy-consuming appliances in the buildings and record all the energy…

网络与互联网体系结构 · 计算机科学 2016-03-29 Jianli Pan , Shan Zhi Chen , Raj Jain , Subharthi Paul

The Internet of Things adoption in the manufacturing industry allows enterprises to monitor their electrical power consumption in real time and at machine level. In this paper, we follow up on such emerging opportunities for data…

软件工程 · 计算机科学 2021-03-29 Sören Henning , Wilhelm Hasselbring , Heinz Burmester , Armin Möbius , Maik Wojcieszak

With the widely used smart meters in the energy sector, anomaly detection becomes a crucial mean to study the unusual consumption behaviors of customers, and to discover unexpected events of using energy promptly. Detecting consumption…

数据库 · 计算机科学 2016-06-21 Xiufeng Liu , Per Sieverts Nielsen

Accurate labeling of phase connectivity in electrical distribution systems is important for maintenance and operations but is often erroneous or missing. In this paper, we present a process to identify which smart meters must be in the same…

应用统计 · 统计学 2023-02-10 Jeremy J. Chiu , Albert Wong , James Park , Joe Mahony , Michael Ferri , Tim Berson

The progressive installation of renewable energy sources requires the coordination of energy consuming devices. At consumer level, this coordination can be done by a home energy management system (HEMS). Interoperability issues need to be…

其他计算机科学 · 计算机科学 2014-06-13 Dominik Egarter , Andrea Monacchi , Tamer Khatib , Wilfried Elmenreich

The availability of residential electric demand profiles data, enabled by the large-scale deployment of smart metering infrastructure, has made it possible to perform more accurate analysis of electricity consumption patterns. This paper…

机器学习 · 计算机科学 2021-05-19 Mayank Jain , Tarek AlSkaif , Soumyabrata Dev

In recent years, electricity suppliers have installed millions of smart meters worldwide to improve the management of the smart grid system. These meters collect a large amount of electrical consumption data to produce valuable information…

机器学习 · 计算机科学 2025-06-09 Adrien Petralia , Paul Boniol , Philippe Charpentier , Themis Palpanas

We were interested in solving a power disaggregation problem which comes down to estimating the power consumption of each device given the total power consumption of the whole house. We started by looking at the Factorial Hierarchical…

应用统计 · 统计学 2019-03-06 Arnaud Cadas , Ana Busic

The growing popularity of e-mobility, heat pumps, and renewable generation such as photovoltaics is leading to scenarios which the distribution grid was not originally designed for. Moreover, parts of the distribution grid are only sparsely…

网络与互联网体系结构 · 计算机科学 2024-04-04 Simon Grafenhorst , Kevin Förderer , Veit Hagenmeyer

Smart meters are of the basic elements in the so-called Smart Grid. These devices, connected to the Internet, keep bidirectional communication with other devices in the Smart Grid structure to allow remote readings and maintenance. As any…

密码学与安全 · 计算机科学 2023-12-14 Rebeca P. Díaz Redondo , Ana Fernández Vilas , Gabriel Fernández dos Reis

Distributed multiple-input multiple-output (MIMO), also known as cell-free massive MIMO, emerges as a promising technology for sixth-generation (6G) systems to support uniform coverage and reliable communication. For the design and…

信号处理 · 电气工程与系统科学 2025-04-17 Yingjie Xu , Michiel Sandra , Xuesong Cai , Sara Willhammar , Fredrik Tufvesson

Demand-side management now encompasses more residential loads. To efficiently apply demand response strategies, it's essential to periodically observe the contribution of various domestic appliances to total energy consumption.…

信号处理 · 电气工程与系统科学 2023-06-09 Mohammad Irani Azad , Roozbeh Rajabi , Abouzar Estebsari

Many countries are rolling out smart electricity meters. These measure a home's total power demand. However, research into consumer behaviour suggests that consumers are best able to improve their energy efficiency when provided with…

其他计算机科学 · 计算机科学 2015-04-02 Jack Kelly , William Knottenbelt

Using hourly energy consumption data recorded by smart meters, retailers can estimate the day-ahead energy consumption of their customer portfolio. Deep neural networks are especially suited for this task as a huge amount of historical…

信号处理 · 电气工程与系统科学 2021-10-06 Oliver Mey , André Schneider , Olaf Enge-Rosenblatt , Yesnier Bravo , Pit Stenzel

Smart homes have attracted much attention due to the expanding of Internet-of-Things (IoT) and smart devices. In this paper, we propose a smart gateway platform for data collection and awareness in smart home networks. A smart gateway will…

网络与互联网体系结构 · 计算机科学 2018-04-05 Pan Wang , Feng Ye , Xuejiao Chen

A significant amount of research has been conducted in order to make home appliances more efficient in terms of energy usage. Various techniques have been designed and implemented in order to control the power demand and supply. This paper…

网络与互联网体系结构 · 计算机科学 2013-11-22 A. Mahmood , H. Fakhar , S. H. Ahmed , N. Javaid

The evolution of the power grid towards the so-called Smart Grid, where information technologies help improve the efficiency of electricity production, distribution and consumption, allows to use the fine-grained control brought by the…

最优化与控制 · 数学 2017-05-03 Nguyen Hoang Son Duong , Patrick Maillé , Ashish Kumar , Laurent Toutain

Energy transparency is a concept that makes a program's energy consumption visible, from hardware up to software, through the different system layers. Such transparency can enable energy optimizations at each layer and between layers, and…

其他计算机科学 · 计算机科学 2017-05-26 Kyriakos Georgiou , Steve Kerrison , Zbigniew Chamski , Kerstin Eder

Power management is an expensive and important issue for large computational infrastructures such as datacenters, large clusters, and computational grids. However, measuring energy consumption of scalable systems may be impractical due to…

机器学习 · 计算机科学 2017-09-20 Lucas Venezian Povoa , Cesar Marcondes , Hermes Senger

With the emergence of cost effective battery storage and the decline in the solar photovoltaic (PV) levelized cost of energy (LCOE), the number of behind-the-meter solar PV systems is expected to increase steadily. The ability to estimate…

系统与控制 · 电气工程与系统科学 2021-05-19 Xinlei Chen , Moosa Moghimi Haji , Omid Ardakanian