Regression analysis for prediction of residential energy consumption

N Fumo, MAR Biswas - Renewable and sustainable energy reviews, 2015 - Elsevier
… In this study, simple and multiple linear regression analysis along with a quadratic … most
relevant information on regression analyses on prediction of energy consumption in residential …

[HTML][HTML] Energy consumption prediction of electric city buses using multiple linear regression

RM Sennefelder, R Martín-Clemente… - Energies, 2023 - mdpi.com
… part, we describe the regression method used to predict the energy demand Y ^ of the energy
consumption Y. A … We implement multiple linear regression (MLR), also known as multiple

Comparison of linear regression and artificial neural networks models to predict heating and cooling energy demand, energy consumption and CO2 emissions

R Pino-Mejías, A Pérez-Fargallo, C Rubio-Bellido… - Energy, 2017 - Elsevier
predicting several variables in relation to building's energy demand and energy consumption.
… matter in the development of prediction models related to energy demand in buildings [17] …

Building energy performance forecasting: A multiple linear regression approach

G Ciulla, A D'Amico - Applied Energy, 2019 - Elsevier
prediction of building energy consumption is quite difficult and has become one of the main
objectives of several … and simplified forecast approaches have been proposed and applied to …

Multiple regression models to predict the annual energy consumption in the Spanish banking sector

A Aranda, G Ferreira, MD Mainar-Toledo… - Energy and …, 2012 - Elsevier
… This paper presents a regression analysis of energy consumptionmultiple linear regression
analysis was adopted to estimate alternative models for predicting the energy consumption

On the development of multi-linear regression analysis to assess energy consumption in the early stages of building design

S Asadi, SS Amiri, M Mottahedi - Energy and Buildings, 2014 - Elsevier
… This paper presents a new model to predict and quantify energy consumption in commercial
buildings in the early stages of building design. Building simulation software including …

Using multiple regression analysis to develop energy consumption indicators for commercial buildings in the US

SS Amiri, M Mottahedi, S Asadi - Energy and Buildings, 2015 - Elsevier
… simulation software DOE-2 was used to predict energy consumption. A total of 17 key …
multiple linear regression models were developed to predict annual energy consumption for …

[PDF][PDF] Multiple linear regression, support vector machines and neural networks for prediction of commercial building energy consumption

A Sretenović, B Živković… - … Međunarodnog kongresa o …, 2017 - izdanja.smeits.rs
… Considering the constant growth of interest in energy efficiency in the building … prediction
and analysis of building energy consumption. In this paper cooling consumption of the model of …

Multiple regression model for fast prediction of the heating energy demand

T Catalina, V Iordache, B Caracaleanu - Energy and buildings, 2013 - Elsevier
… a model to predict the heating energy demand, based on the main factors that influence a
building's heat consumption. … relative errors in the energy consumption prediction of about 50% …

[HTML][HTML] Building energy consumption prediction: An extreme deep learning approach

C Li, Z Ding, D Zhao, J Yi, G Zhang - Energies, 2017 - mdpi.com
… neural network (GRBFNN) and multiple linear regression (MLR). Experimental results …
energy consumption prediction model. In [7], linear regression was applied to estimate electricity