High spatial granularity residential heating load forecast based on Dendrite net model

A novel dynamic opposite learning enhanced Jaya optimization method for high efficiency plate–fin heat exchanger design optimization

(2023) Lidong Zhang et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

A multi-step predictive deep reinforcement learning algorithm for HVAC control systems in smart buildings

(2022) Xiangfei Liu et al.   ENERGY

A Review of the Potential of District Heating System in Northern China

(2021) Lidong Zhang et al.   APPLIED THERMAL ENGINEERING

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

(2021) Jiancai Song et al.   ENERGY AND BUILDINGS

Short-term load forecasting of industrial customers based on SVMD and XGBoost

(2021) Yuanyuan Wang et al.   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

Experimental investigation on an energy-efficient floor heating system with intelligent control: A case study in Chengdu, China

(2021) Caibin Jiang et al.   Case Studies in Thermal Engineering

Applying load profiles propagation to machine learning based electrical energy forecasting

(2021) N.M.M. Bendaoud et al.   ELECTRIC POWER SYSTEMS RESEARCH

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

(2021) Mikel Lumbreras et al.   ENERGY

Thermo-hydraulic coupled simulation and analysis of a real large-scale complex district heating network in Tianjin

(2021) Xuejing Zheng et al.   ENERGY

A parallel meta-heuristic method for solving large scale unit commitment considering the integration of new energy sectors

(2021) Xiaodong Zhu et al.   ENERGY

Reliability analysis for Weibull distribution with homogeneous heavily censored data based on Bayesian and least-squares methods

(2020) Xiang Jia   APPLIED MATHEMATICAL MODELLING

Building thermal load prediction through shallow machine learning and deep learning

(2020) Zhe Wang et al.   APPLIED ENERGY

LSTM based long-term energy consumption prediction with periodicity

(2020) Jian Qi Wang et al.   ENERGY

Determination of influential parameters for heat consumption in district heating systems using machine learning

(2020) Danica Maljkovic et al.   ENERGY

Field tests on the operational energy consumption of Chinese district heating systems and evaluation of typical associated problems

(2020) Yichi Zhang et al.   ENERGY AND BUILDINGS

Some new inequalities for the Hadamard product of nonnegative matrices

(2020) Jing Li et al.   LINEAR ALGEBRA AND ITS APPLICATIONS

Short-term electricity load and price forecasting by a new optimal LSTM-NN based prediction algorithm

(2020) Gholamreza Memarzadeh et al.   ELECTRIC POWER SYSTEMS RESEARCH

Towards 4th generation district heating: Prediction of building thermal load for optimal management

(2019) Elisa Guelpa et al.   ENERGY

Comparative study of data driven methods in building electricity use prediction

(2019) Aaron Zeng et al.   ENERGY AND BUILDINGS

Quantitative study on adjacent room heat transfer: Heating load and influencing factors

(2019) Peng Xue et al.   Sustainable Cities and Society

Roadmap towards clean heating in 2035: Case study of inner Mongolia, China

(2019) Yichi Zhang et al.   ENERGY

Model input selection for building heating load prediction: A case study for an office building in Tianjin

(2018) Yan Ding et al.   ENERGY AND BUILDINGS

A novel ensemble learning approach to support building energy use prediction

(2018) Zeyu Wang 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

Field validation study of a time and temperature indexed autoregressive with exogenous (ARX) model for building thermal load prediction

(2017) Riasat Sarwar et al.   ENERGY

Extreme learning machine for prediction of heat load in district heating systems

(2016) Shahin Sajjadi et al.   ENERGY AND BUILDINGS

Opening window issue of residential buildings in winter in north China: A case study in Shenyang

(2014) Kailiang Huang et al.   ENERGY AND BUILDINGS

Optimizing building comfort temperature regulation via model predictive control

(2012) J.D. Álvarez et al.   ENERGY AND BUILDINGS