PCE coefficients, solved by least squares or PDE residuals, can serve as an operator learning surrogate that also yields UQ moments.
Physical systems with random uncertainties: chaos representations with arbitrary probability measure,
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Polynomial Chaos Expansion for Operator Learning
PCE coefficients, solved by least squares or PDE residuals, can serve as an operator learning surrogate that also yields UQ moments.