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Changes in the UK electricity market, particularly with the roll out of smart meters, will provide greatly increased opportunities for initiatives intended to change households' electricity usage patterns for the benefit of the overall…

机器学习 · 计算机科学 2013-07-09 Ian Dent , Tony Craig , Uwe Aickelin , Tom Rodden

This paper takes an approach to clustering domestic electricity load profiles that has been successfully used with data from Portugal and applies it to UK data. Clustering techniques are applied and it is found that the preferred technique…

计算工程、金融与科学 · 计算机科学 2013-07-04 Ian Dent , Uwe Aickelin , Tom Rodden

UK electricity market changes provide opportunities to alter households' electricity usage patterns for the benefit of the overall electricity network. Work on clustering similar households has concentrated on daily load profiles and the…

机器学习 · 计算机科学 2014-09-04 Ian Dent , Tony Craig , Uwe Aickelin , Tom Rodden

How a household varies their regular usage of electricity is useful information for organisations to allow accurate targeting of behaviour modification initiatives with the aim of improving the overall efficiency of the electricity network.…

计算工程、金融与科学 · 计算机科学 2014-09-03 Ian Dent , Tony Craig , Uwe Aickelin , Tom Rodden

Clustering analysis of daily load profiles represents an effective technique to classify and aggregate electric users based on their actual consumption patterns. Among other purposes, it may be exploited as a preliminary stage for load…

系统与控制 · 电气工程与系统科学 2022-05-11 Francesca Soldan , Alberto Maldarella , Gabriele Paludetto , Enea Bionda , Federico Belloni , Samuele Grillo

Clustering is frequently used in the energy domain to identify dominant electricity consumption patterns of households, which can be used to construct customer archetypes for long term energy planning. Selecting a useful set of clusters…

机器学习 · 计算机科学 2020-12-02 Wiebke Toussaint , Deshendran Moodley

This paper describes a method for defining representative load profiles for domestic electricity users in the UK. It considers bottom up and clustering methods and then details the research plans for implementing and improving existing…

计算工程、金融与科学 · 计算机科学 2013-07-05 Ian Dent , Uwe Aickelin , Tom Rodden

World Wide Web is a huge repository of information and there is a tremendous increase in the volume of information daily. The number of users are also increasing day by day. To reduce users browsing time lot of research is taken place. Web…

信息检索 · 计算机科学 2014-05-22 V. Chitraa , Antony Selvadoss Thanamani

The development of Smart Grid in Norway in specific and Europe/US in general will shortly lead to the availability of massive amount of fine-grained spatio-temporal consumption data from domestic households. This enables the application of…

应用统计 · 统计学 2017-03-08 The-Hien Dang-Ha , Roland Olsson , Hao Wang

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

Performing analytic of household load curves (LCs) has significant value in predicting individual electricity consumption patterns, and hence facilitate developing demand-response strategy, and finally achieve energy efficiency improvement…

数据结构与算法 · 计算机科学 2018-11-27 Yunyou Huang , Jianfeng Zhan , Nana Wang , Chunjie Luo , Lei Wang , Rui Ren

Product Bundling and offering products to customers is of critical importance in retail marketing. In general, product bundling and offering products to customers involves two main issues, namely identification of product taste according to…

其他计算机科学 · 计算机科学 2009-12-22 D. Bhanu , S. Pavai Madeshwari

Understanding electrical energy demand at the consumer level plays an important role in planning the distribution of electrical networks and offering of off-peak tariffs, but observing individual consumption patterns is still expensive. On…

应用统计 · 统计学 2021-06-29 Gabriel Franco , Camila P. E. de Souza , Nancy L. Garcia

Investigations have been performed into using clustering methods in data mining time-series data from smart meters. The problem is to identify patterns and trends in energy usage profiles of commercial and industrial customers over 24-hour…

机器学习 · 统计学 2016-03-25 Alexander Lavin , Diego Klabjan

Large-scale deployment of smart meters has made it possible to collect sufficient and high-resolution data of residential electric demand profiles. Clustering analysis of these profiles is important to further analyze and comment on…

信号处理 · 电气工程与系统科学 2021-03-02 Mayank Jain , Tarek AlSkaif , Soumyabrata Dev

Web Usage mining is a very important tool to extract the hidden business intelligence data from large databases. The extracted information provides the organizations with the ability to produce results more effectively to improve their…

信息检索 · 计算机科学 2011-10-03 R. Rathipriya , K. Thangavel

Load shapes derived from smart meter data are frequently employed to analyze daily energy consumption patterns, particularly in the context of applications like Demand Response (DR). Nevertheless, one of the most important challenges to…

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

Increased deployment of residential smart meters has made it possible to record energy consumption data on short intervals. These data, if used efficiently, carry valuable information for managing power demand and increasing energy…

其他计算机科学 · 计算机科学 2019-03-05 Nameer Al Khafaf , Mahdi Jalili , Peter Sokolowski

The conventional practice of retail electric utilities is to aggregate customers geographically. The utility purchases electricity for its customers via bulk transactions on the wholesale market, and it passes these costs along to its…

最优化与控制 · 数学 2017-08-08 Siddharth Patel , Raffi Sevlian , Baosen Zhang , Ram Rajagopal
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