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A comprehensive review of residential electricity load profile models

Proedrou, Elisavet (2021) A comprehensive review of residential electricity load profile models. IEEE Access. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/ACCESS.2021.3050074. ISSN 2169-3536.

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Official URL: https://ieeexplore.ieee.org/document/9316723

Abstract

A third of the final electricity in the EU is consumed by households. The increased usage of multiple electrical devices, electromobility, self-generation and consumption of electricity as well as work-from-home will fundamentally change the residential electricity load profile, so a deep understanding of the current state of residential electricity load profile modelling is necessary. The objective of this paper is to perform a literature review, evaluate the current state of the residential electricity load profile modelling, categorise the models, propose future research directions and applications, identify the challenges the researchers face when building these models and offer possible solutions. Thirty two residential electricity load profile models are identified and a new definition of the residential electricity load profile model is proposed. A new categorisation system based on the identification of the main features of these thirty two studies is introduced. Future research directions and applications are presented and the most important challenges that modellers face when attempting to build such models are identified and discussed. The most important challenge identified is the privacy concerns of the participants or potential participants. These concerns are at least partially responsible for the existence of the rest of the challenges. The creation and implementation of an anonymisation algorithm, before any human has access to any measured datasets, the implementation of a crowd sourcing approach which addresses the privacy concerns of the citizens and increased funding for the installation of privacy-proof smart-meters by the public and measurement campaigns are identified as possible solutions to the challenges faced by modellers.

Item URL in elib:https://elib.dlr.de/140567/
Document Type:Article
Title:A comprehensive review of residential electricity load profile models
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iD
Proedrou, ElisavetInstitute of Networked Energy Systems > Energy Systems Analysishttps://orcid.org/0000-0003-3079-0536
Date:8 January 2021
Journal or Publication Title:IEEE Access
Refereed publication:Yes
Open Access:Yes
Gold Open Access:Yes
In SCOPUS:Yes
In ISI Web of Science:Yes
DOI :10.1109/ACCESS.2021.3050074
Publisher:IEEE - Institute of Electrical and Electronics Engineers
ISSN:2169-3536
Status:Published
Keywords:load modeling, demand forecasting, load management, smart homes, power demand, electricity consumption, residential electricity load profile model, demand-side management, household electricity load profile model, residential power demand
HGF - Research field:Energy
HGF - Program:Energy System Design
HGF - Program Themes:Energy System Transformation
DLR - Research area:Energy
DLR - Program:E SY - Energy System Technology and Analysis
DLR - Research theme (Project):E - Systems Analysis and Technology Assessment
Location: Oldenburg
Institutes and Institutions:Institute of Networked Energy Systems > Energy Systems Analysis, OL
Deposited By: Medjroubi, Wided
Deposited On:13 Sep 2021 17:22
Last Modified:13 Sep 2021 17:22

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