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Ching-Chun Huang

2 papers indexed

arxiveess.SY2026-07-17Cited by 1

Adaptive Model-Based Transfer Learning for Dynamic HVAC Control

Quang-Thang Le, Kevin Wijaya, Hsin-Yi Lai, Che-Kai Liu, Ching-Chun Huang

In this paper, we aim to automate the adjustment of air handling unit (AHU) setpoints within heating, ventilation, and air conditioning (HVAC) systems to maintain indoor temperatures at user-specified levels. A key challenge lies in obtaining sufficient high-quality sensor data f…

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arxivcs.CV2026-07-15

FreeLit: Paired-Free Indoor Relighting via Physics-Guided Diffusion

Chi-En Yen, Duy-Khanh Ngo, Wen-Wei Tang, Huu-Phu Do, Wen-Hsiao Peng, Ching-Chun Huang

Image-based indoor scene relighting remains challenging due to the complex interplay between cluttered geometry and local illumination, requiring precise modeling of light position, color, and intensity. Existing data-driven methods implicitly learn this relationship via paired m…

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