A Comparative Study of Building Energy Consumption Prediction Methods

Continued usage of fossil fuel-based electricity generation is one of the main factors for the greenhouse effect. As the greenhouse effect increase, the ambient temperature of the earth will also increase. As the temperature increase, the usage of air conditioning in buildings is also expected to in...

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Published in:Journal of Advanced Research in Fluid Mechanics and Thermal Sciences
Main Author: Amilludin M.; Ab. Rahman A.; Ahmad A.; Mohd Ab. Halim M.F.; Hashim N.; Facta M.
Format: Article
Language:English
Published: Semarak Ilmu Publishing 2024
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85209135587&doi=10.37934%2farfmts.123.1.6985&partnerID=40&md5=b1fc705c390a1d5e35f8e073e6fa996d
id 2-s2.0-85209135587
spelling 2-s2.0-85209135587
Amilludin M.; Ab. Rahman A.; Ahmad A.; Mohd Ab. Halim M.F.; Hashim N.; Facta M.
A Comparative Study of Building Energy Consumption Prediction Methods
2024
Journal of Advanced Research in Fluid Mechanics and Thermal Sciences
123
1
10.37934/arfmts.123.1.6985
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85209135587&doi=10.37934%2farfmts.123.1.6985&partnerID=40&md5=b1fc705c390a1d5e35f8e073e6fa996d
Continued usage of fossil fuel-based electricity generation is one of the main factors for the greenhouse effect. As the greenhouse effect increase, the ambient temperature of the earth will also increase. As the temperature increase, the usage of air conditioning in buildings is also expected to increase. Since that more than 50 % of building energy consumption goes to air conditioning, it is utterly important to look into the methods that can be used to predict the impact of variations in temperature towards building energy consumption. This paper hence tries to perform a conceptual review on the prevalent methods that have been used for prediction of energy consumption, grouped in the category known as the white box, grey box and black box. The comparison of the different methods used in forecasting of energy consumption is discussed in terms of application, input, specific approach, advantage and disadvantage. It is hoped that the work carried out in this paper will be the reference to jump start the research work of others in this field of study. © 2024, Semarak Ilmu Publishing. All rights reserved.
Semarak Ilmu Publishing
22897879
English
Article

author Amilludin M.; Ab. Rahman A.; Ahmad A.; Mohd Ab. Halim M.F.; Hashim N.; Facta M.
spellingShingle Amilludin M.; Ab. Rahman A.; Ahmad A.; Mohd Ab. Halim M.F.; Hashim N.; Facta M.
A Comparative Study of Building Energy Consumption Prediction Methods
author_facet Amilludin M.; Ab. Rahman A.; Ahmad A.; Mohd Ab. Halim M.F.; Hashim N.; Facta M.
author_sort Amilludin M.; Ab. Rahman A.; Ahmad A.; Mohd Ab. Halim M.F.; Hashim N.; Facta M.
title A Comparative Study of Building Energy Consumption Prediction Methods
title_short A Comparative Study of Building Energy Consumption Prediction Methods
title_full A Comparative Study of Building Energy Consumption Prediction Methods
title_fullStr A Comparative Study of Building Energy Consumption Prediction Methods
title_full_unstemmed A Comparative Study of Building Energy Consumption Prediction Methods
title_sort A Comparative Study of Building Energy Consumption Prediction Methods
publishDate 2024
container_title Journal of Advanced Research in Fluid Mechanics and Thermal Sciences
container_volume 123
container_issue 1
doi_str_mv 10.37934/arfmts.123.1.6985
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85209135587&doi=10.37934%2farfmts.123.1.6985&partnerID=40&md5=b1fc705c390a1d5e35f8e073e6fa996d
description Continued usage of fossil fuel-based electricity generation is one of the main factors for the greenhouse effect. As the greenhouse effect increase, the ambient temperature of the earth will also increase. As the temperature increase, the usage of air conditioning in buildings is also expected to increase. Since that more than 50 % of building energy consumption goes to air conditioning, it is utterly important to look into the methods that can be used to predict the impact of variations in temperature towards building energy consumption. This paper hence tries to perform a conceptual review on the prevalent methods that have been used for prediction of energy consumption, grouped in the category known as the white box, grey box and black box. The comparison of the different methods used in forecasting of energy consumption is discussed in terms of application, input, specific approach, advantage and disadvantage. It is hoped that the work carried out in this paper will be the reference to jump start the research work of others in this field of study. © 2024, Semarak Ilmu Publishing. All rights reserved.
publisher Semarak Ilmu Publishing
issn 22897879
language English
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