UrbanAir
Filling missing values of geo-sensory time series data
Inferring fine-grained air quality of arbitrary location
Forecasting station-level and city-level air quality over the next 7 days
Study the correlation between vehicular emissions and air pollutions
CityTraffic
Inferring city-wide traffic speed and volume conditions over the whole road
network
Quantifying the Impact of Vehicle Exhaust Emissions on Air Pollution
Managing massive trajectories on the cloud (Azure)
Predicting citywide crowd flow for both regular and irregular regions
GasTheft
Detecting gas-theft suspects with gas consumption and transition data
Developing complementary evidence fusion methods for anomaly detection
Predicting daily/monthly gas usage of different end-users
Diagnosing fault errors of gas regulator for predictive maintenance
SmartHeat
Predicting indoor temperature for constructing data-driven environmental
simulator
Transferring indoor temperature prediction models to new residential communities
Optimizing temperature in heat exchange station for improving indoor comfort
Scheduling Building HVAC Using Deep Reinforcement Learning
ScenicBrain
Integrated 21 operational systems to build a big data platform for scenic area management
Developed multidimensional indicators for monitoring and situational awareness
Enabled event monitoring, decision-making, and response through a interactive system
Developed crowd monitoring, forecasting, and evacuation support for tourist attractions
EventCommand
Intelligent routing and assignment of reported incidents
Duplicate incident detection and deduplication
Hotspot event discovery and analysis
Detection of professional complaint and reporting patterns in hotline work orders