AINeutralarXiv – CS AI · 9h ago6/10
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Accelerated and data-efficient flow prediction in stirred tanks via physics-informed learning
Researchers demonstrate that physics-informed machine learning can predict fluid flows in industrial stirred tanks with significantly less training data than purely data-driven approaches. The study reveals diminishing returns in accuracy beyond moderate dataset sizes, with physics-based constraints proving most valuable in low-data regimes.