Real-Time optimization of Uncertain Process Systems via Modifier Adaptation and Gaussian Processes. - Tafarel de Avila Ferreira; Harsh A. Shukla; Timm Faulwasser; Colin N. Jones; Dominique Bonvin (ECC, 2018)

Analysis of output modifier adaptation for real-time optimization. - Aris Papasavvas; Tafarel de Avila Ferreira; Alejandro G. Marchetti; Dominique Bonvin (Comput. Chem. Eng., 2019)

Convergence Certificate for Stochastic Derivative-Free Trust-Region Methods based on Gaussian Processes. - Harsh A. Shukla; Tafarel de Avila Ferreira; Timm Faulwasser; Dominique Bonvin; Colin N. Jones (CoRR, 2020)