Predicting the performance of an industrial furnace using Gaussian process and linear regression: A comparison

Andrea Galeazzi, Francesco de Fusco, Kristiano Prifti, Francesco Gallo, Lorenz T. Biegler, Flavio Manenti

Abstract: Highlights•Data-driven performance prediction of an industrial furnace.•Gaussian process regression applied to time-series analysis.•Best Gaussian process kernel selected using a greedy search strategy.•Data quality greatly affects the extrapolation capacity.