A hybrid deep transfer learning strategy for short term cross-building energy prediction

Xi Fang, Guangcai Gong, Guannan Li, +3

Energy

Energy ModelingEngineeringData ScienceEnergy EfficiencyEnergy Conservation +4

Deep reinforcement learning optimal control strategy for temperature setpoint real-time reset in multi-zone building HVAC system

Xi Fang, Guangcai Gong, Guannan Li, +5

Applied Thermal Engineering

Optimal Control StrategyEngineeringDeep ReinforcementDeep Reinforcement LearningIntelligent Control +2

A general multi-source ensemble transfer learning framework integrate of LSTM-DANN and similarity metric for building energy prediction

Xi Fang, Guangcai Gong, Guannan Li, +3

Energy and Buildings

EngineeringMachine LearningData ScienceEnergy ManagementPredictive Analytics +8

Cross temporal-spatial transferability investigation of deep reinforcement learning control strategy in the building HVAC system level

Xi Fang, Guangcai Gong, Guannan Li, +4

Energy

Artificial IntelligenceControl StrategyEngineeringDeep ReinforcementDeep Reinforcement Learning +5

A method for energy consumption optimization of air conditioning systems based on load prediction and energy flexibility

Wenqiang Li, Guangcai Gong, Zhongjun Ren, +4

Energy

Electrical EngineeringEnergy ControlEngineeringSmart GridEnergy Efficiency +9

Research on thermodynamic performance of a novel building cooling system integrating dew point evaporative cooling, air-carrying energy radiant air conditioning and vacuum membrane-based dehumidification (DAV-cooling system)

Liang Chun, Guangcai Gong, Peng Pei, +4

Energy Conversion and Management

Air ConditioningEngineeringEnergy EfficiencyNovel BuildingThermal Comfort +8

Meta-learning strategy based on user preferences and a machine recommendation system for real-time cooling load and COP forecasting

Wenqiang Li, Guangcai Gong, Houhua Fan, +2

Applied Energy

Artificial IntelligenceForecasting MethodologyCop ForecastingEngineeringMachine Learning +11

Field study and numerical investigation on heating performance of air carrying energy radiant air-conditioning system in an office

Peng Pei, Guangcai Gong, Xiaorui Deng, +2

Energy and Buildings

EngineeringHeat RecoveryEnergy EfficiencyAerospace EngineeringField Study +7

Transferability investigation of a Sim2Real deep transfer learning framework for cross-building energy prediction

Xi Fang, Guangcai Gong, Guannan Li, +3

Energy and Buildings

Transferability InvestigationEngineeringMachine LearningData ScienceEnergy Efficiency +6

A clustering-based approach for “cross-scale” load prediction on building level in HVAC systems

Wenqiang Li, Guangcai Gong, Houhua Fan, +3

Applied Energy

EngineeringSmart GridData SciencePredictive AnalyticsSystems Engineering +5