PINN plus SMC can sample thermal protection material parameters that meet back-temperature reliability constraints, with reported speedups of about 175x over serial MCMC.
critical temperature for the bottom side of the TPS
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Statistical Design of Thermal Protection System Using Physics-Informed Neural Network
PINN plus SMC can sample thermal protection material parameters that meet back-temperature reliability constraints, with reported speedups of about 175x over serial MCMC.