TY - JOUR
T1 - The inequality in household electricity consumption due to temperature change
T2 - Data driven analysis with a function-on-function linear model
AU - Chen, Haitao
AU - Zhang, Bin
AU - Liu, Hua
AU - Cao, Jiguo
N1 - Publisher Copyright:
© 2023 Elsevier Ltd
PY - 2024/2/1
Y1 - 2024/2/1
N2 - This paper constructs a function-on-function linear model that identifies the unknown comprehensive response of household electricity consumption toward temperature changes from a data-driven perspective. We also analyze the contribution of dynamic temperature changes to electricity consumption inequality based on large-scale smart meter data. Specifically, we use the Gini index, which characterizes electricity consumption inequality, to explore the heterogeneity of household behaviors. The results show that extreme temperatures will significantly affect household electricity consumption, and the response inertia is approximately 48 days. The response inertia is mainly affected by the household electricity consumption scale. The inertia of large electricity users is four times that of small users. This response inertia difference leads to the occurrence of household electricity consumption inequity inequality in a relatively narrow time window of approximately 18 days. The results also reveal that extreme temperature fluctuations play a key role in enlarging this inequality.
AB - This paper constructs a function-on-function linear model that identifies the unknown comprehensive response of household electricity consumption toward temperature changes from a data-driven perspective. We also analyze the contribution of dynamic temperature changes to electricity consumption inequality based on large-scale smart meter data. Specifically, we use the Gini index, which characterizes electricity consumption inequality, to explore the heterogeneity of household behaviors. The results show that extreme temperatures will significantly affect household electricity consumption, and the response inertia is approximately 48 days. The response inertia is mainly affected by the household electricity consumption scale. The inertia of large electricity users is four times that of small users. This response inertia difference leads to the occurrence of household electricity consumption inequity inequality in a relatively narrow time window of approximately 18 days. The results also reveal that extreme temperature fluctuations play a key role in enlarging this inequality.
KW - Electricity consumption inequality
KW - Historical functional data analysis
KW - Household energy response
KW - Temperature change
UR - http://www.scopus.com/inward/record.url?scp=85179614582&partnerID=8YFLogxK
U2 - 10.1016/j.energy.2023.129742
DO - 10.1016/j.energy.2023.129742
M3 - Article
AN - SCOPUS:85179614582
SN - 0360-5442
VL - 288
JO - Energy
JF - Energy
M1 - 129742
ER -