Physics-informed surrogate models one-dimensional p-n junction diodes
Median L1 error is 0.11% on potential and 1.5% and 0.61% on carrier densities.
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Stories tagged #physics-informed-learning
Fast Learning Rates for Physics-Informed Kernel Methods
Theoretical analysis proves finite-sample learning rates for physics-informed kernel estimators, showing differential observations can improve rates from n^-1/4 to n^-1/2.
Embedding Physics Priors in Robot Learning: A Survey
A survey reviews physics-embedded robot learning, proposing a unified taxonomy and arguing for its benefits over purely data-driven methods.