Maria M. Papathanasiou

Reduced-Space Multi-Fidelity Bayesian Optimization of Process Simulation Models

Optimizing industrial process flowsheets is often computationally prohibitive due to the high cost of rigorous simulations and the curse of dimensionality inherent in complex design spaces. To address these challenges, we present a reduced-space multi-fidelity Bayesian optimization (RS-MFBO) framework designed for high...