Prediction of heating energy consumption with operation pattern variables for non-residential buildings using LSTM networks

A simple building energy model in form of an equivalent outdoor temperature

(2021) Tomasz Cholewa et al.   ENERGY AND BUILDINGS

A review of machine learning in building load prediction

(2021) Liang Zhang et al.   APPLIED ENERGY

On the short term forecasting of heat power for heating of building

(2021) Tomasz Cholewa et al.   Journal of Cleaner Production

Integration of weather forecast and artificial intelligence for a short-term city-scale natural gas consumption prediction

(2020) Aleksandar S. Anđelković et al.   JOURNAL OF CLEANER PRODUCTION

Selecting the model and influencing variables for DHW heat use prediction in hotels in Norway

(2020) Dmytro Ivanko et al.   ENERGY AND BUILDINGS

A novel ensemble deep learning model with dynamic error correction and multi-objective ensemble pruning for time series forecasting

(2020) Shuai Zhang et al.   INFORMATION SCIENCES

Deep learning framework to forecast electricity demand

(2019) Jatin Bedi et al.   APPLIED ENERGY

An ANN-based fast building energy consumption prediction method for complex architectural form at the early design stage

(2019) Ziwei Li et al.   Building Simulation

The contribution of carbon dioxide emissions from the aviation sector to future climate change

(2019) E Terrenoire et al.   Environmental Research Letters

Predicting residential energy consumption using CNN-LSTM neural networks

(2019) Tae-Young Kim et al.   ENERGY

The Derivation of Cooling Set-Point Temperature in an HVAC System, Considering Mean Radiant Temperature

(2019) Jinmog Han et al.   Sustainability

A short-term energy prediction system based on edge computing for smart city

(2019) Haidong Luo et al.   Future Generation Computer Systems-The International Journal of eScience

Energy performance investigation of net plus energy town: Energy balance of the Jincheon Eco-Friendly energy town

(2019) Min-Hwi Kim et al.   RENEWABLE ENERGY

Predicting electricity consumption for commercial and residential buildings using deep recurrent neural networks

(2018) Aowabin Rahman et al.   APPLIED ENERGY

Optimal Deep Learning LSTM Model for Electric Load Forecasting using Feature Selection and Genetic Algorithm: Comparison with Machine Learning Approaches †

(2018) Salah Bouktif et al.   Energies

Predictive modeling for US commercial building energy use: A comparison of existing statistical and machine learning algorithms using CBECS microdata

(2018) Hengfang Deng et al.   ENERGY AND BUILDINGS

A review of data-driven building energy consumption prediction studies

(2018) Kadir Amasyali et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A hybrid ETS–ANN model for time series forecasting

(2017) Sibarama Panigrahi et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Short-Term Residential Load Forecasting based on LSTM Recurrent Neural Network

(2017) Weicong Kong et al.   IEEE Transactions on Smart Grid

Evaluation of a multiple linear regression model and SARIMA model in forecasting heat demand for district heating system

(2016) Tingting Fang et al.   APPLIED ENERGY

An Application of Non-Linear Autoregressive Neural Networks to Predict Energy Consumption in Public Buildings

(2016) Luis Ruiz et al.   Energies

Applied machine learning: Forecasting heat load in district heating system

(2016) Samuel Idowu et al.   ENERGY AND BUILDINGS

A hybrid integrated architecture for energy consumption prediction

(2016) Alejandro Maté et al.   Future Generation Computer Systems-The International Journal of eScience

Forecasting energy consumption of multi-family residential buildings using support vector regression: Investigating the impact of temporal and spatial monitoring granularity on performance accuracy

(2014) Rishee K. Jain et al.   APPLIED ENERGY

A review on applications of ANN and SVM for building electrical energy consumption forecasting

(2014) A.S. Ahmad et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A review on the prediction of building energy consumption

(2012) Hai-xiang Zhao et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A novel approach for building occupancy simulation

(2011) Chuang Wang et al.   Building Simulation

A review on buildings energy consumption information

(2007) Luis Pérez-Lombard et al.   ENERGY AND BUILDINGS