Metabolomics and machine learning to assist biotechnology culture optimisation
My PhD thesis, held in the University of Edinburgh’s Edinburgh Research Archive, under the full author name Ricardo Gabriel Valencia Albornoz.
Title: Metabolomics and machine learning to assist biotechnology culture optimisation.
The thesis combines active learning and Bayesian optimisation with metabolomics to refine culture-medium conditions for surfactin production in Bacillus. It also explores automated preparation of seven-component media and multi-objective optimisation.
Archive record date: 5 June 2025.
DOI: 10.7488/era/6074.