MORED: A Moroccan Buildings' Electricity Consumption Dataset

被引:17
作者
Ahajjam, Mohamed Aymane [1 ,2 ]
Bonilla Licea, Daniel [3 ]
Essayeh, Chaimaa [1 ]
Ghogho, Mounir [1 ,4 ]
Kobbane, Abdellatif [2 ]
机构
[1] Int Univ Rabat, TICLab, Rabat 11100, Morocco
[2] Mohammed V Univ Rabat, ENSIAS, Rabat 10000, Morocco
[3] Czech Tech Univ, Fac Elect Engn, Prague 16636, Czech Republic
[4] Univ Leeds, Sch EEE, Leeds LS2 9JT, W Yorkshire, England
关键词
non-intrusive load monitoring; open dataset; electricity disaggregation; DISAGGREGATION;
D O I
10.3390/en13246737
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This paper consists of two parts: an overview of existing open datasets of electricity consumption and a description of the Moroccan Buildings' Electricity Consumption Dataset, a first of its kind, coined as MORED. The new dataset comprises electricity consumption data of various Moroccan premises. Unlike existing datasets, MORED provides three main data components: whole premises (WP) electricity consumption, individual load (IL) ground-truth consumption, and fully labeled IL signatures, from affluent and disadvantaged neighborhoods. The WP consumption data were acquired at low rates (1/5 or 1/10 samples/s) from 12 households; the IL ground-truth data were acquired at similar rates from five households for extended durations; and IL signature data were acquired at high and low rates (50 k and 4 samples/s) from 37 different residential and industrial loads. In addition, the dataset encompasses non-intrusive load monitoring (NILM) metadata.
引用
收藏
页数:22
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