A physics-informed decoder-only transformer with derivative enrichment and Euler integration achieves RMSE around 0.3°C on simulated residential buildings and transfers zero-shot to new buildings and climate zones after training on as few as two structures.
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Toward a foundational thermal model for residential buildings
A physics-informed decoder-only transformer with derivative enrichment and Euler integration achieves RMSE around 0.3°C on simulated residential buildings and transfers zero-shot to new buildings and climate zones after training on as few as two structures.