Hybrid modeling for quality by design and PAT - benefits and challenges of applications in biopharmaceutical industry

作者:von Stosch Moritz; Davy Steven; Francois Kjell; Galvanauskas Vytautas; Hamelink Jan Martijn; Luebbert Andreas; Mayer Martin; Oliveira Rui; O'Kennedy Ronan; Rice Paul; Glassey Jarka*
来源:Biotechnology Journal, 2014, 9(6): 719-726.
DOI:10.1002/biot.201300385

摘要

This report highlights the drivers, challenges, and enablers of the hybrid modeling applications in biopharmaceutical industry. It is a summary of an expert panel discussion of European academics and industrialists with relevant scientific and engineering backgrounds. Hybrid modeling is viewed in its broader sense, namely as the integration of different knowledge sources in form of parametric and nonparametric models into a hybrid semi-parametric model, for instance the integration of fundamental and data-driven models. A brief description of the current state-of-the-art and industrial uptake of the methodology is provided. The report concludes with a number of recommendations to facilitate further developments and a wider industrial application of this modeling approach. These recommendations are limited to further exploiting the benefits of this methodology within process analytical technology (PAT) applications in biopharmaceutical industry.

  • 出版日期2014-6