Tuomo Sainio

Uncertainty propagation to techno-economic outcomes through Gaussian process surrogate modeling of fast pyrolysis

This study evaluates how predictive uncertainty in process outputs propagates into techno-economic indicators for fast pyrolysis. A multi-output Gaussian Process (GP) model was trained using 103 literature-derived data points to predict product yields and utility demands. Correla...