50 citations · 100 across the 8 of their papers we have counts for
3 papers · 1 filter
Real-Time Optimization Meets Bayesian Optimization and Derivative-Free Optimization: A Tale of Modifier Adaptation
Ehecatl Antonio del Rio-Chanona, Panagiotis Petsagkourakis, Eric Bradford +2
This paper investigates a new class of modifier-adaptation schemes to overcome plant-model mismatch in real-time optimization of uncertain processes. The main contribution lies in…
Bayesian Approach to Probabilistic Design Space Characterization: A Nested Sampling Strategy
Kennedy P. Kusumo, Lucian Gomoescu, Radoslav Paulen +4
Quality by design in pharmaceutical manufacturing hinges on computational methods and tools that are capable of accurate quantitative prediction of the design space. This paper inv…
Robust MPC via Min-Max Differential Inequalities
Mario E. Villanueva, Rien Quirynen, Moritz Diehl +2
This paper is concerned with tube-based model predictive control (MPC) for both linear and nonlinear, input-affine continuous-time dynamic systems that are affected by time-varying…