A physics-informed denoiser cleans LPBF thermal signals better than a vanilla network in synthetic tests, but its real-data evaluation uses the physics model as both teacher and referee.
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Physics-guided denoiser network for enhanced additive manufacturing data quality
A physics-informed denoiser cleans LPBF thermal signals better than a vanilla network in synthetic tests, but its real-data evaluation uses the physics model as both teacher and referee.