45 citations · 45 across the 3 of their papers we have counts for
3 papers
A Human-in-the-Loop Bayesian Optimization Framework for Constraint-Aware Bioprocess Development
Samuel Stricker, Claus Wirnsperger, Alessandro Butté +4
This work presents an extension to Pareto Front Guided Sampling (PFGS), a Human-in-the-Loop (HitL) Bayesian Optimization (BO) framework in which Gaussian process (GP) surrogate-der…
Multi-fidelity batch Bayesian optimization for bioprocess development across scales
Adrian Martens, Mathias Neufang, Alessandro Butté +3
Bioprocesses are central to modern biotechnology, enabling sustainable production of pharmaceuticals, specialty chemicals, cosmetics, and food. However, developing high-performing…
Knowledge transfer across cell lines using Hybrid Gaussian Process models with entity embedding vectors
Clemens Hutter, Moritz von Stosch, Mariano Nicolas Cruz Bournazou +1
To date, a large number of experiments are performed to develop a biochemical process. The generated data is used only once, to take decisions for development. Could we exploit dat…