Bayesian Optimization in Bioprocess Engineering—Where Do We Stand Today?

• A Guide to Bayesian Optimization in Bioprocess Engineering

  2026 Biotechnology and Bioengineering article Decision Sciences Optimal Experimental Design Methods Open access

  14

  citations
• Bayesian optimisation rivals expert-led Design of Experiments in high-dimensional cultivation medium optimisation

  2026 SSRN Electronic Journal preprint Decision Sciences Optimal Experimental Design Methods Open access

  0

  citations

2 results

• Obey validity limits of data-driven models through topological data analysis and one-class classification

  2021 Optimization and Engineering article Mathematics Advanced Optimization Algorithms Research Open access

  57

  citations
• Bayesian optimization using multiple directional objective functions allows the rapid inverse fitting of parameters for chromatography simulations

  2022 Journal of Chromatography A article Chemistry Analytical Chemistry and Chromatography Open access

  24

  citations
• Explore or exploit? A model‐based screening strategy for PETase secretion by Corynebacterium glutamicum

  2022 Biotechnology and Bioengineering article Biochemistry, Genetics and Molecular Biology Enzyme Production and Characterization Open access

  22

  citations
• High-throughput screening of catalytically active inclusion bodies using laboratory automation and Bayesian optimization

  2024 Microbial Cell Factories article Biochemistry, Genetics and Molecular Biology Protein purification and stability Open access

  16

  citations
• Avoiding Replicates in Biocatalysis Experiments: Machine Learning for Enzyme Cascade Optimization

  2024 ChemCatChem article Biochemistry, Genetics and Molecular Biology Enzyme Catalysis and Immobilization Open access

  9

  citations

5 results