3 papers
cs.LG2026
Toward a foundational thermal model for residential buildings
Ting-Yu Dai, Kingsley Nweye, Dev Niyogi +1
The building energy community lacks a foundational thermal model, i.e., a single pretrained model capable of generalizing across diverse buildings, climates, and control strategies…
cs.LG2025
PrecipDiff: Leveraging image diffusion models to enhance satellite-based precipitation observations
Ting-Yu Dai, Hayato Ushijima-Mwesigwa
A recent report from the World Meteorological Organization (WMO) highlights that water-related disasters have caused the highest human losses among natural disasters over the past…
stat.ML2023
CityTFT: Temporal Fusion Transformer for Urban Building Energy Modeling
Ting-Yu Dai, Dev Niyogi, Zoltan Nagy
Urban Building Energy Modeling (UBEM) is an emerging method to investigate urban design and energy systems against the increasing energy demand at urban and neighborhood levels. Ho…