Characterization of Household Electricity Consumption in Uruguay

被引:0
|
作者
Llagueiro, Pablo [1 ]
Porteiro, Rodrigo [2 ]
Nesmachnow, Sergio [1 ]
机构
[1] Univ Republica, Fac Ingn, Montevideo, Uruguay
[2] UTE, Montevideo, Uruguay
来源
关键词
residential electricity consumption; smart grid; computational intelligence;
D O I
10.1007/978-3-031-52517-9_3
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This article presents a study to characterize the electricity consumption in residential buildings in Uruguay. Understanding residential electricity consumption is a relevant concept to identify factors that influence electricity usage, and allows developing specific and custom energy efficiency policies. The study focuses on two home appliances: air conditioner and water heater, which represents a large share of the electricity consumption of Uruguayan households. A data-analysis approach is applied to process several data sources and compute relevant indicators. Statistical methods are applied to study the relationships between different relevant variables, including appliance ownership, average income of households, and temperature, and the residential electricity consumption. A specific application of the data analysis is presented: a regression model to determine the consumption patterns of water heaters in households. Results show that the proposed approach is able to compute good values for precision, recall and F1-score and an excellent value for accuracy (0.92). These results are very promising for conducting an economic analysis that takes into account the investment cost of remotely controlling water heaters and the benefits derived from managing their demand.
引用
收藏
页码:33 / 47
页数:15
相关论文
共 50 条
  • [1] ECD-UY, detailed household electricity consumption dataset of Uruguay
    Juan Chavat
    Sergio Nesmachnow
    Jorge Graneri
    Gustavo Alvez
    Scientific Data, 9
  • [2] ECD-UY, detailed household electricity consumption dataset of Uruguay
    Chavat, Juan
    Nesmachnow, Sergio
    Graneri, Jorge
    Alvez, Gustavo
    SCIENTIFIC DATA, 2022, 9 (01)
  • [3] Household norms and their role in reducing household electricity consumption
    Kleinschafer, Jodie
    Morrison, Mark
    INTERNATIONAL JOURNAL OF CONSUMER STUDIES, 2014, 38 (01) : 75 - 81
  • [4] Household structure and electricity consumption in Ghana
    Amoako, Samuel
    Andoh, Francis Kwaw
    Asmah, Emmanuel Ekow
    ENERGY POLICY, 2023, 182
  • [5] Efficiency of household electricity consumption in Ghana
    Twerefou, Daniel Kwabena
    Abeney, Jacob Opantu
    ENERGY POLICY, 2020, 144
  • [6] Internet usage and household electricity consumption
    Gao, Bingrui
    Han, Xuze
    Ye, Fangbing
    Li, Yuankang
    FRONTIERS IN ENERGY RESEARCH, 2023, 11
  • [7] REDUCING HOUSEHOLD ELECTRICITY CONSUMPTION PEAKS
    STERN, GA
    SOROOSHIAN, P
    RIDGE, RS
    WATTS, RK
    SOCIOLOGY AND SOCIAL RESEARCH, 1988, 72 (04): : 252 - 256
  • [8] Distributed Coordination of Household Electricity Consumption
    Juelsgaard, Morten
    Teixeira, Andre
    Johansson, Mikael
    Wisniewski, Rafael
    Bendtsen, Jan
    2014 IEEE CONFERENCE ON CONTROL APPLICATIONS (CCA), 2014, : 33 - 40
  • [9] Unlocking Household Electricity Consumption in Pakistan
    Amber, Khuram Pervez
    Ahmad, Rizwan
    Farmanbar, Mina
    Bashir, Muhammad Anser
    Mehmood, Sajid
    Khan, Muhammad Sajid
    Saeed, Muhammad Umer
    BUILDINGS, 2021, 11 (11)
  • [10] Do green electricity tariffs increase household electricity consumption?
    Schleich, Joachim
    Schuler, Johannes
    Pfaff, Matthias
    Frank, Regine
    APPLIED ECONOMICS, 2023, 55 (20) : 2337 - 2348