Building Load Prediction: Short-term hourly load prediction, medium and long term hourly load prediction;
Demand Response Control Strategies: Dynamic electricity price, DR economic incentives ;
Building Electricity Elasticity Analysis: HVAC system, electrical equipments, energy storage systems, building envelope and occupants model, etc.
Extraction of Typical Occupancy Data of Buildings: extract typical occupancy data of different types of buildings by analyzing position data from mobile devices;
Optimal Operation and Maintenance Management of Buildings: Improve building operation and maintenance by combining BEMS data with occupancy data.
IFC Based Air Conditioning System Automatic Design: BIM based automated design, automatic extraction of design parameters, automatic system generation and self-learning iteration;
Automatic Zoning of Building Model: From BIM to BEM (Building Energy Model), and automatic zoning of air-conditioning system.
Fault Diagnosis Based on Sub-metering System: According to the measured energy consumption data, an energy efficiency diagnosis algorithm based on model and rules is developed to diagnose the energy consumption from three levels: weekly, day-by-day and hourly;
Fault Diagnosis Based on Main Parameters of Equipment: performance testing and performance basis fault diagnosis;
Fault Diagnosis from Video and Audio Signals: Use image recognition algorithm to detect hardware faults and failures based on the infrared image.