Modeling and validation of a novel load model considering uncertain thermal disturbance in the district heating system

District heater load forecasting based on machine learning and parallel CNN-LSTM attention

(2022) Won Hee Chung et al.   ENERGY

Prediction of energy use intensity of urban buildings using the semi-supervised deep learning model

(2022) Feifeng Jiang et al.   ENERGY

Optimization Design and Performance Evaluation of a Hybrid Excitation Claw Pole Machine

(2022) Yu Cao et al.   Processes

Explaining household electricity consumption using quantile regression, decision tree and artificial neural network

(2022) Jean Calvin Nsangou et al.   ENERGY

Data-driven, long-term prediction of building performance under climate change: Building energy demand and BIPV energy generation analysis across Turkey

(2022) Tolga Tamer et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Research on short-term load forecasting based on accumulated temperature effect and improved temporal convolutional network

(2022) Haihong Bian et al.   Energy Reports

Attention-LSTM architecture combined with Bayesian hyperparameter optimization for indoor temperature prediction

(2022) Ben Jiang et al.   BUILDING AND ENVIRONMENT

District heating load prediction algorithm based on bidirectional long short-term memory network model

(2022) Mianshan Cui   ENERGY

A study on data-driven hybrid heating load prediction methods in low-temperature district heating: An example for nursing homes in Nordic countries

(2022) Yiyu Ding et al.   ENERGY CONVERSION AND MANAGEMENT

Joint forecasting of multi-energy loads for a university based on copula theory and improved LSTM network

(2022) Hongbo Ren et al.   Energy Reports

Thermal load prediction of communal district heating systems by applying data-driven machine learning methods

(2022) Nikolaos P. Sakkas et al.   Energy Reports

Passive Sampling: A Greener Technique for the ‘Dual Carbon’ Goal While Implementing the Action Plan for Controlling Emerging Pollutants

(2022) Jinxin Zi et al.   BULLETIN OF ENVIRONMENTAL CONTAMINATION AND TOXICOLOGY

Optimizing utilization pathways for biomass to chemicals and energy by integrating emergy analysis and particle swarm optimization (PSO)

(2022) Prathana Nimmanterdwong et al.   RENEWABLE ENERGY

Dynamic integrated control for Chinese district heating system to balance the heat supply and heat demand

(2022) Guoqiang Liu et al.   Sustainable Cities and Society

Dynamic investigation of centralized and decentralized storage systems for a district heating network

(2022) Evangelos Bellos et al.   Journal of Energy Storage

Prediction and optimization of heating and cooling loads for low energy buildings in Morocco: An application of hybrid machine learning methods

(2022) N. Abdou et al.   Journal of Building Engineering

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

(2021) Tomasz Cholewa et al.   ENERGY AND BUILDINGS

Evolutionary double attention-based long short-term memory model for building energy prediction: Case study of a green building

(2021) Zhikun Ding et al.   APPLIED ENERGY

Hourly energy consumption prediction of an office building based on ensemble learning and energy consumption pattern classification

(2021) Zhenxiang Dong et al.   ENERGY AND BUILDINGS

Comparison of machine-learning models for predicting short-term building heating load using operational parameters

(2021) Yong Zhou et al.   ENERGY AND BUILDINGS

Predicting hourly heating load in a district heating system based on a hybrid CNN-LSTM model

(2021) Jiancai Song et al.   ENERGY AND BUILDINGS

Gauging the impacts of urbanization on CO2 emissions from the construction industry: Evidence from China

(2021) Shengxi Zhang et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Data driven model for heat load prediction in buildings connected to District Heating by using smart heat meters

(2021) Mikel Lumbreras et al.   ENERGY

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

(2021) Jihoon Jang et al.   ENERGY AND BUILDINGS

An intelligent way to predict the building thermal needs: ANNs and optimization

(2021) A. D'Amico et al.   EXPERT SYSTEMS WITH APPLICATIONS

Identification heat user behavior for improving the accuracy of heating load prediction model based on wireless on-off control system

(2020) Jianjuan Yuan et al.   ENERGY

Heating load prediction based on attention long short term memory: A case study of Xingtai

(2020) Guixiang Xue et al.   ENERGY

A machine-learning-based approach to predict residential annual space heating and cooling loads considering occupant behaviour

(2020) Xinyi Li et al.   ENERGY

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

Identifying the most significant input parameters for predicting district heating load using an association rule algorithm

(2020) Yanfeng Liu et al.   JOURNAL OF CLEANER PRODUCTION

A general transfer learning-based framework for thermal load prediction in regional energy system

(2020) Yakai Lu et al.   ENERGY

Modeling and forecasting building energy consumption: A review of data-driven techniques

(2019) Mathieu Bourdeau et al.   Sustainable Cities and Society

Study on refined control and prediction model of district heating station based on support vector machine

(2019) Jianjuan Yuan et al.   ENERGY

Development and evaluation of cooling load prediction models for a factory workshop

(2019) Qiang Zhang et al.   JOURNAL OF CLEANER PRODUCTION

Modeling heating demands in a Chinese-style solar greenhouse using the transient building energy simulation model TRNSYS

(2019) Md Shamim Ahamed et al.   Journal of Building Engineering

A model for an economic evaluation of energy systems using TRNSYS

(2018) Manuel Villa-Arrieta et al.   APPLIED ENERGY

Medium-term heat load prediction for an existing residential building based on a wireless on-off control system

(2018) Jihao Gu et al.   ENERGY

EnergyPlus models for the benchmarking of residential buildings in Brunei Darussalam

(2018) V. Shabunko et al.   ENERGY AND BUILDINGS

Operational thermal load forecasting in district heating networks using machine learning and expert advice

(2018) Davy Geysen et al.   ENERGY AND BUILDINGS

Stepwise calibration for residential building thermal performance model using hourly heat consumption data

(2018) Wancheng Li et al.   ENERGY AND BUILDINGS

Research on short-term and ultra-short-term cooling load prediction models for office buildings

(2017) Yan Ding et al.   ENERGY AND BUILDINGS

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

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

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