[HTML][HTML] Estimation of energy consumption in machine learning

E García-Martín, CF Rodrigues, G Riley… - Journal of Parallel and …, 2019 - Elsevier
… to evaluate energy consumption. To … energy consumption in general and machine learning
applications in particular. Our goal is to provide useful guidelines to the machine learning

[HTML][HTML] Machine learning for estimation of building energy consumption and performance: a review

S Seyedzadeh, FP Rahimian, I Glesk… - Visualization in …, 2018 - Springer
… and statistical modellings and Machine learning (ML). The engineering methodologies
employ physical laws for the derivation of building energy consumption in whole or sub-system …

Machine learning approaches for estimating commercial building energy consumption

C Robinson, B Dilkina, J Hubbs, W Zhang… - Applied energy, 2017 - Elsevier
… of machine learning models, and use as much of the CBECS data as possible with the
objective of creating a general model for estimating commercial building energy consumption. …

Energy consumption prediction using machine learning; a review

A Mosavi, A Bahmani - 2019 - preprints.org
… of the prediction models used for energy consumption. Such models highly improve the …
the art of machine learning models used in the general application of energy consumption. …

How to measure energy consumption in machine learning algorithms

E García-Martín, N Lavesson, H Grahn… - ECML PKDD 2018 …, 2019 - Springer
… explanation on energy and power consumption for the machine learning audience. We …
, time, and energy, and specific clarifications on how software programs consume energy. …

Accuracy analyses and model comparison of machine learning adopted in building energy consumption prediction

Z Liu, D Wu, Y Liu, Z Han, L Lun… - Energy Exploration …, 2019 - journals.sagepub.com
… to be solved urgently of machine learning are presented. This paper aims to review the
approaches to estimate the building energy consumption through machine learning method, and …

Predicting energy consumption in multiple buildings using machine learning for improving energy efficiency and sustainability

AD Pham, NT Ngo, TTH Truong, NT Huynh… - Journal of Cleaner …, 2020 - Elsevier
… RF model for predicting energy consumption in various buildings. In addition, the 1-step-ahead,
12-steps-ahead, and 24-steps-ahead energy consumption in buildings were predicted in …

Forecasting energy consumption time series using machine learning techniques based on usage patterns of residential householders

JS Chou, DS Tran - Energy, 2018 - Elsevier
energy consumption prediction using machine learning techniques, based on the energy
consumption … 1-day-ahead forecasting of energy consumption for end-users and managers in …

[HTML][HTML] Influencing factors evaluation of machine learning-based energy consumption prediction

PW Khan, Y Kim, YC Byun, SJ Lee - Energies, 2021 - mdpi.com
… [10] analyze the factors influencing energy consumption in the context of sustainable …
machine learning-based energy consumption prediction by utilizing the actual energy consumption

Machine learning for intelligent energy consumption in smart homes

A Alzoubi - International Journal of Computations, Information …, 2022 - journals.gaftim.com
… in applications like as asset management, energyefficient automating, safety, and healthcare
Energy consumption optimization is being tackled with the use of an energy management …