A method to estimate the energy consumption of deep neural networks

TJ Yang, YH Chen, J Emer… - 2017 51st asilomar …, 2017 - ieeexplore.ieee.org
… DNN energy estimation, we made the energy estimation tool … focuses on deep convolutional
neural networks (DCNNs), the … overall computation and energy consumption, the proposed …

Prediction of residential building energy consumption: A neural network approach

MAR Biswas, MD Robinson, N Fumo - Energy, 2016 - Elsevier
… discusses the two NN energy consumption models based on two different algorithms, and
finally, Section 6 concludes on energy consumption prediction using neural network models. …

Predicting electricity energy consumption: A comparison of regression analysis, decision tree and neural networks

GKF Tso, KKW Yau - Energy, 2007 - Elsevier
… This study compares the accuracy in predicting electricity energy consumption in Hong Kong
among three different approaches: regression analysis, decision trees, and neural networks

Prediction of building energy consumption by using artificial neural networks

BB Ekici, UT Aksoy - Advances in Engineering Software, 2009 - Elsevier
… This amount of energy is luxury for countries like Turkey that import most of the energy
they consume. Studies about minimizing energy consumption and using renewable energy

Comparison between detailed model simulation and artificial neural network for forecasting building energy consumption

AH Neto, FAS Fiorelli - Energy and buildings, 2008 - Elsevier
energy consumption might be highly under or over estimated. In this paper, a comparison is
made between a simple model based on artificial neural network (… energy consumption. The …

Ensemble of various neural networks for prediction of heating energy consumption

RŽ Jovanović, AA Sretenović, BD Živković - Energy and Buildings, 2015 - Elsevier
… accuracy, ensemble of neural networks is examined. Three … proposed neural networks can
predict heating consumptionneural networks for prediction of heating energy consumption

Feature extraction and genetic algorithm enhanced adaptive deep neural network for energy consumption prediction in buildings

XJ Luo, LO Oyedele, AO Ajayi, OO Akinade… - … and Sustainable Energy …, 2020 - Elsevier
neural network for predicting building energy consumption. The genetic algorithm is adopted
to search the optimal weighting factors for Elman neural network. … Elman neural network

Artificial neural networks for the prediction of the energy consumption of a passive solar building

SA Kalogirou, M Bojic - Energy, 2000 - Elsevier
neural networks have been adopted in this study for modelling the energy consumption of the
… The power of neural networks in modelling complex mappings and in system identification …

Energy consumption modeling using artificial neural networks: The case of the world's highest consumers

G Aydin, H Jang, E Topal - Energy Sources, Part B: Economics …, 2016 - Taylor & Francis
… to obtain an estimated profile of future world energy consumption. In this study the HCs’
energy consumptions are modeled using artificial neural networks (ANNs). The models are …

Forecasting electric energy consumption using neural networks

SJ Nizami, AZ Al-Garni - Energy policy, 1995 - Elsevier
… to build a neural network model to predict the electric energy … and population on electric
energy consumption. In a previous … under consideration and the energy consumption is not clear, …