AI CFD Scientist autonomously discovers a Spalart-Allmaras runtime correction reducing lower-wall Cf RMSE by 7.89% on the periodic hill at Reh=5600 while using a vision-language gate to detect 14 of 16 silent failures missed by solver checks.
Openfoamgpt 2.0: End-to-end, trustworthy automation for computa- tional fluid dynamics.International Journal of Heat and Fluid Flow
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Develops and validates a high-order numerical framework for particle-laden flows in moving domains by coupling DGSEM with Lagrangian tracking, ALE, sliding mesh, and RBF morphing for interface-crossing accuracy.
Simulations demonstrate that interactions among multiple vapor bubbles in microchannels lead to smaller leading bubbles due to heat uptake by rear bubbles, modulated by volume ratio, Reynolds number, and wall thickness.
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AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents
AI CFD Scientist autonomously discovers a Spalart-Allmaras runtime correction reducing lower-wall Cf RMSE by 7.89% on the periodic hill at Reh=5600 while using a vision-language gate to detect 14 of 16 silent failures missed by solver checks.
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Interaction between vapor bubbles during flow boiling heat transfer in microchannels
Simulations demonstrate that interactions among multiple vapor bubbles in microchannels lead to smaller leading bubbles due to heat uptake by rear bubbles, modulated by volume ratio, Reynolds number, and wall thickness.