Michael Sokolov

A new generation of predictive models: The added value of hybrid models for manufacturing processes of therapeutic proteins

Harini Narayanan, Michael Sokolov, Massimo Morbidelli et al. · Biotechnology and Bioengineering · 2019 · 118 citations

Engineering, New Generation, Extrapolation Capabilities +24

Design of Biopharmaceutical Formulations Accelerated by Machine Learning

Harini Narayanan, Fabian Dingfelder, Itzel Condado Morales et al. · Molecular Pharmaceutics · 2021 · 90 citations · Full text

Computational Biophysics, Engineering, Machine Learning +14

Hybrid‐EKF: Hybrid model coupled with extended Kalman filter for real‐time monitoring and control of mammalian cell culture

Harini Narayanan, Lars Behle, Martin F. Luna et al. · Biotechnology and Bioengineering · 2020 · 79 citations

Enhanced process understanding and multivariate prediction of the relationship between cell culture process and monoclonal antibody quality

Michael Sokolov, Jonathan Ritscher, Nicola MacKinnon et al. · Biotechnology Progress · 2017 · 74 citations

Hybrid Models for the simulation and prediction of chromatographic processes for protein capture

Harini Narayanan, Tobias Seidler, Martin F. Luna et al. · Journal of Chromatography A · 2021 · 69 citations

Chromatographic Processes, Biochemistry, Protein Folding +13