Load forecasting of district heating system based on Informer

Comparative study of machine learning-based multi-objective prediction framework for multiple building energy loads

(2020) X.J. Luo et al.   Sustainable Cities and Society

Heat demand forecasting algorithm for a Warsaw district heating network

(2020) Teresa Kurek et al.   ENERGY

Comparison of Direct and Indirect Active Thermal Energy Storage Strategies for Large-Scale Solar Heating Systems

(2019) Xiaofeng Guo et al.   Energies

Multi-criteria comprehensive study on predictive algorithm of hourly heating energy consumption for residential buildings

(2019) Ran Wang et al.   Sustainable Cities and Society

Multi-step ahead forecasting of heat load in district heating systems using machine learning algorithms

(2019) Puning Xue et al.   ENERGY

Priority index considering temperature and date proximity for selection of similar days in knowledge-based short term load forecasting method

(2018) M. Karimi et al.   ENERGY

Urban water networks as an alternative source for district heating and emergency heat-wave cooling

(2018) Xiaofeng Guo et al.   ENERGY

A regional hybrid GOA-SVM model based on similar day approach for short-term load forecasting in Assam, India

(2018) Mayur Barman et al.   ENERGY

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

(2018) Davy Geysen et al.   ENERGY AND BUILDINGS

Short-Term Load Forecasting Using EMD-LSTM Neural Networks with a Xgboost Algorithm for Feature Importance Evaluation

(2017) Huiting Zheng et al.   Energies

Energy consumption prediction of air-conditioning systems in buildings by selecting similar days based on combined weights

(2017) Zhongjiao Ma 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

Applied machine learning: Forecasting heat load in district heating system

(2016) Samuel Idowu et al.   ENERGY AND BUILDINGS

A hybrid short-term load forecasting with a new input selection framework

(2015) M. Ghofrani et al.   ENERGY

Appraisal of the support vector machine to forecast residential heating demand for the District Heating System based on the monthly overall natural gas consumption

(2015) Nima Izadyar et al.   ENERGY

4th Generation District Heating (4GDH)

(2014) Henrik Lund et al.   ENERGY

Modeling heating and cooling loads by artificial intelligence for energy-efficient building design

(2014) Jui-Sheng Chou et al.   ENERGY AND BUILDINGS

Energetic and exergetic efficiencies of coal-fired CHP (combined heat and power) plants used in district heating systems of China

(2013) Chunhui Liao et al.   ENERGY

Exergoeconomic analysis of a district heating system for geothermal energy using specific exergy cost method

(2013) Mehmet Ali Alkan et al.   ENERGY

District heating and cooling: Review of technology and potential enhancements

(2011) Behnaz Rezaie et al.   APPLIED ENERGY

Electric Load Forecasting Based on Statistical Robust Methods

(2010) Yacine Chakhchoukh et al.   IEEE TRANSACTIONS ON POWER SYSTEMS