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The emergence of distributed generation and the electrification of demand have opened the possibility for prosumers to participate in electricity markets, receiving economic benefits on their bills and contributing to the reduction of…

Demand-side management presents significant benefits in reducing the energy load in smart grids by balancing consumption demands or including energy generation and/or storage devices in the user's side. These techniques coordinate the…

最优化与控制 · 数学 2016-05-06 Javier Zazo , Santiago Zazo , Sergio Valcarcel Macua

In modern distribution systems, load uncertainty can be fully captured by micro-PMUs, which can record high-resolution data; however, in practice, micro-PMUs are installed at limited locations in distribution networks due to budgetary…

信号处理 · 电气工程与系统科学 2020-12-01 Fankun Bu , Kaveh Dehghanpour , Zhaoyu Wang

The increasing availability of distributed energy resources (DERs) and sensors in smart grid, as well as overlaying communication network, provides substantial potential benefits for improving the power system's reliability. In this paper,…

系统与控制 · 计算机科学 2011-03-29 Rukun Mao , Husheng Li

The widespread deployment of Advanced Metering Infrastructure has made granular data of residential electricity consumption available on a large scale. Smart meters enable a two way communication between residential customers and utilities.…

系统与控制 · 计算机科学 2016-08-15 Datong Zhou , Maximilian Balandat , Claire Tomlin

Increasing adoption of smart meters and phasor measurement units (PMUs) in power distribution networks are enabling the adoption of data-driven/model-less control schemes to mitigate grid issues such as over/under voltages and power-flow…

系统与控制 · 电气工程与系统科学 2023-04-27 Rahul Gupta , Mario Paolone

Detecting inaccurate smart meters and targeting them for replacement can save significant resources. For this purpose, a novel deep-learning method was developed based on long short-term memory (LSTM) and a modified convolutional neural…

信号处理 · 电气工程与系统科学 2020-08-11 Ming Liu , Dongpeng Liu , Guangyu Sun , Yi Zhao , Duolin Wang , Fangxing Liu , Xiang Fang , Qing He , Dong Xu

How do technology users effectively transit from having zero knowledge about a technology to making the best use of it after an authoritative technology adoption? This post-adoption user learning has received little research attention in…

人工智能 · 计算机科学 2016-07-21 Tao Zhang , Peer-Olaf Siebers , Uwe Aickelin

Accurately modeling power distribution grids is crucial for designing effective monitoring and decision making algorithms. This paper addresses the partial observability issue of data-driven distribution modeling in order to improve the…

信号处理 · 电气工程与系统科学 2021-10-08 Shanny Lin , Hao Zhu

The performance of prediction models is often based on "abstract metrics" that estimate the model's ability to limit residual errors between the observed and predicted values. However, meaningful evaluation and selection of prediction…

机器学习 · 计算机科学 2019-05-13 Saima Aman , Yogesh Simmhan , Viktor K. Prasanna

Smart meters are an enabling technology for many smart grid applications. This paper introduces a design for a low-cost smart meter system as well as the fundamentals of smart metering. The smart meter platform, provided as open hardware,…

其他计算机科学 · 计算机科学 2014-09-12 Christoph Klemenjak , Dominik Egarter , Wilfried Elmenreich

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…

This paper studies the applicability of peer-to-peer (P2P) energy trading in a grid-tied network. The main objectives are to understand the impact of the financial P2P energy trading on the network operation, and thus demonstrate the…

系统与控制 · 电气工程与系统科学 2019-09-12 M Imran Azim , S. A. Pourmousavi , Wayes Tushar , Tapan K. Saha

Earth, water, air, food, shelter and energy are essential factors required for human being to survive on the planet. Among this energy plays a key role in our day to day living including giving lighting, cooling and heating of shelter,…

其他计算机科学 · 计算机科学 2015-12-21 Anshul Bansal , Susheel Kaushik Rompikuntla , Jaganadh Gopinadhan , Amanpreet Kaur , Zahoor Ahamed Kazi

Detecting faults in electrical power grids is of paramount importance, either from the electricity operator and consumer viewpoints. Modern electric power grids (smart grids) are equipped with smart sensors that allow to gather real-time…

人工智能 · 计算机科学 2015-07-01 Enrico De Santis , Lorenzo Livi , Alireza Sadeghian , Antonello Rizzi

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

Massive informations about individual (household, small and medium enterprise) consumption are now provided with new metering technologies and the smart grid. Two major exploitations of these data are load profiling and forecasting at…

应用统计 · 统计学 2015-07-02 Emilie Devijver , Yannig Goude , Jean-Michel Poggi

A major aspect in power line distribution networks is the constant monitoring of the network properties. With the advent of the smart grid concept, distributed monitoring has started complementing the information of the central stations. In…

物理与社会 · 物理学 2019-02-07 Federico Passerini , Andrea M. Tonello

Unveiling feeder topologies from data is of paramount importance to advance situational awareness and proper utilization of smart resources in power distribution grids. This tutorial summarizes, contrasts, and establishes useful links…

最优化与控制 · 数学 2023-05-01 Deepjyoti Deka , Vassilis Kekatos , Guido Cavraro

This study uses data from domestic electricity smart meters to estimate annual electricity bills for a whole year. We develop a method for back-filling data smart meter for up to six missing months for users who have less than one year of…

计算机与社会 · 计算机科学 2024-12-06 Xianjuan Chen , Shuxiang Cai , Alan F. Smeaton