Literature DB >> 33205260

Mechanistic Mathematical Models as a Basis for Digital Twins.

André Moser1, Christian Appl1,2, Simone Brüning3, Volker C Hass4,5.   

Abstract

A future-oriented approach is the application of Digital Twins for process development, optimization and finally during manufacturing. Digital Twins are detailed virtual representations of bioprocesses with predictive capabilities. In biotechnology, Digital Twins can be used to monitor processes and to provide data for process control and optimization. Central and crucial components of Digital Twins are mathematical process models, which are capable to describe and predict cultivations with high fidelity. Detailed mechanistic models in particular are suitable for both use in Digital Twins and for the development of process control strategies.In this chapter the requirements that process models must fulfil in order to be used for process optimization and finally in Digital Twins will be described. Different types of models, including mechanistic as well as compartmentalized models, are outlined and their application in Digital Twins and for process optimization is explained. Finally, a structured, compartmentalized process model, which was specifically designed for process optimization and has already been used in Digital Twins, is highlighted.

Keywords:  Digital Twin; Mechanistic models; Process optimization; Six-compartment model

Year:  2021        PMID: 33205260     DOI: 10.1007/10_2020_152

Source DB:  PubMed          Journal:  Adv Biochem Eng Biotechnol        ISSN: 0724-6145            Impact factor:   2.635


  34 in total

1.  Adaptive, model-based control by the Open-Loop-Feedback-Optimal (OLFO) controller for the effective fed-batch cultivation of hybridoma cells.

Authors:  Björn Frahm; Paul Lane; Hendrik Atzert; Axel Munack; Martin Hoffmann; Volker C Hass; Ralf Pörtner
Journal:  Biotechnol Prog       Date:  2002 Sep-Oct

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Journal:  J Gen Microbiol       Date:  1959-08

3.  A simple morphologically structured model describing the growth of filamentous microorganisms.

Authors:  J Nielsen
Journal:  Biotechnol Bioeng       Date:  1993-03-25       Impact factor: 4.530

4.  Structured modeling of a microbial system: I. A theoretical study of lactic acid fermentation.

Authors:  J Nielsen; K Nikolajsen; J Villadsen
Journal:  Biotechnol Bioeng       Date:  1991-06-05       Impact factor: 4.530

5.  Dynamic model development for a continuous culture of Saccharomyces cerevisiae.

Authors:  D G O'Neil; G Lyberatos
Journal:  Biotechnol Bioeng       Date:  1990-08-20       Impact factor: 4.530

6.  A structured kinetic modeling framework for the dynamics of hybridoma growth and monoclonal antibody production in continuous suspension cultures.

Authors:  B C Batt; D S Kompala
Journal:  Biotechnol Bioeng       Date:  1989-08-05       Impact factor: 4.530

7.  Process model comparison and transferability across bioreactor scales and modes of operation for a mammalian cell bioprocess.

Authors:  Stephen Craven; Nishikant Shirsat; Jessica Whelan; Brian Glennon
Journal:  Biotechnol Prog       Date:  2012-12-20

8.  Operator training in recombinant protein production using a structured simulator model.

Authors:  Inga Gerlach; Simone Brüning; Robert Gustavsson; Carl-Fredrik Mandenius; Volker C Hass
Journal:  J Biotechnol       Date:  2014-03-11       Impact factor: 3.307

9.  A model of cell growth dynamics.

Authors:  F M Williams
Journal:  J Theor Biol       Date:  1967-05       Impact factor: 2.691

Review 10.  Minimizing acetate formation in E. coli fermentations.

Authors:  Marjan De Mey; Sofie De Maeseneire; Wim Soetaert; Erick Vandamme
Journal:  J Ind Microbiol Biotechnol       Date:  2007-08-01       Impact factor: 3.346

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  3 in total

1.  Generic and specific recurrent neural network models: Applications for large and small scale biopharmaceutical upstream processes.

Authors:  Jens Smiatek; Christoph Clemens; Liliana Montano Herrera; Sabine Arnold; Bettina Knapp; Beate Presser; Alexander Jung; Thomas Wucherpfennig; Erich Bluhmki
Journal:  Biotechnol Rep (Amst)       Date:  2021-05-28

2.  Rational Design Method Based on Techno-Economic Principles for Integration of Organic/Organic Pervaporation with Lipase Catalyzed Transesterification.

Authors:  Wouter Van Hecke; Pieterjan Debergh; Mohammed Nazeer Khan; Miet Van Dael
Journal:  Membranes (Basel)       Date:  2021-05-28

3.  Model-assisted DoE software: optimization of growth and biocatalysis in Saccharomyces cerevisiae bioprocesses.

Authors:  André Moser; Kim B Kuchemüller; Sahar Deppe; Tanja Hernández Rodríguez; Björn Frahm; Ralf Pörtner; Volker C Hass; Johannes Möller
Journal:  Bioprocess Biosyst Eng       Date:  2021-01-20       Impact factor: 3.210

  3 in total

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