Projects

Generative model for urban wind environment simulation

•Snapshot
•Summary

Automated Urban Building Energy Modeling using GIS data

Transfer learning to identify unknow building properties from virtual to existing buildings

•Introduction
•Method
•Result

Bayesian inference to identify occupants’ energy saving behavior in a residential building

•Abstract
•Workflow
•Data praparation
•Training and Validation

ResNet to identify occupant behavior patterns from aggregated household energy data

Inverse approach for building energy retrofit analysis

Real-time face masking on Edge: Privacy preservation in videos

Clustering analysis of monthly energy use of 10,750 buildings for benchmarking

•Abstract
•Metric to quantify repeatability of monthly building energy use
•How repeatable is dry-bulb outdoor temperature of Seoul, South Korea?
•How repeatable are monthly energy use of 10,750 buildings?
•How much the degree of repeatability varies according to the use types and the clusters (energy use patterns found in this page)?

Repeatability of monthly energy use for 10,750 buildings