Flexible dispatch of a building energy system using building thermal storage and battery energy storage

Jide Niu, Zhe Tian, Yakai Lu, +1

Applied Energy

Electrical EngineeringEngineeringFlexible DispatchEnergy EfficiencyEnergy Management +7

GMM clustering for heating load patterns in-depth identification and prediction model accuracy improvement of district heating system

Yakai Lu, Zhe Tian, Peng Peng, +3

Energy and Buildings

Search OptimizationEnergy ModelingEngineeringData ScienceEnergy Efficiency +7

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

Yakai Lu, Zhe Tian, Ruoyu Zhou, +1

Energy

Energy ModelingEngineeringSmart GridEnergy EfficiencyEnergy Management +9

Development of the heating load prediction model for the residential building of district heating based on model calibration

Qiang Zhang, Zhe Tian, Zhijun Ma, +3

Energy

Residential BuildingEnergy ModelingEngineeringEnergy ManagementEnergy Efficiency +10

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

Wancheng Li, Zhe Tian, Yakai Lu, +1

Energy and Buildings

Built EnvironmentEngineeringEnergy EfficiencyEnergy ManagementCalibration +12

The improvement of a simulation model for a distributed CCHP system and its influence on optimal operation cost and strategy

Zhe Tian, Jide Niu, Yakai Lu, +2

Applied Energy

Simulation ModelDistributed Energy SystemEngineeringSmart GridEnergy Management +9

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

Qiang Zhang, Zhe Tian, Yan Ding, +2

Journal of Cleaner Production

EngineeringEnergy EfficiencyIndustrial EngineeringSimulationFactory Workshop +15

Multi-step-ahead prediction of thermal load in regional energy system using deep learning method

Yakai Lu, Zhe Tian, Ruoyu Zhou, +1

Energy and Buildings

Multi-step-ahead PredictionEnergy ModelingEngineeringSmart GridEnergy Efficiency +10

Short-term forecast model of cooling load using load component disaggregation

Xinyi Lin, Zhe Tian, Yakai Lu, +2

Applied Thermal Engineering

Forecasting MethodologyEngineeringEnergy ManagementEnergy EfficiencyPredictive Analytics +8

Data augmentation strategy for short-term heating load prediction model of residential building

Yakai Lu, Zhe Tian, Qiang Zhang, +2

Energy

Residential BuildingEnergy RefurbishmentEngineeringData ScienceEnergy Efficiency +8