Digital Twins
Digital Twins
Both processes have undergone significant changes over the past few decades, moving from data-driven approaches into the 21st-century digitalization of the bioprocess industry. Moreover, the high demand for biotechnological products calls for efficient methods during research and development, as well as during tech transfer and routine manufacturing.
In this regard, one promising tool is the use of digital twins, which offer a virtual representation of the bioprocess. They reflect the mechanistics of the biological system and the interactions between process parameters, key performance indicators and product quality attributes in the form of a mathematical process model. Furthermore, digital twins allow us to use computer-aided methods to gain an improved process understanding, to test and plan novel bioprocesses, and to efficiently monitor them.
This book explains the mathematical structure of digital twins, their development and the model's respective parts, as well as concepts for the knowledge-driven generation and structural variability of digital twins.
Covering fundamentals as well as applications, the two volumes offer the ideal introduction to the topic for researchers in academy and industry alike.
Towards the development of digital twins for the biomanufacturing industry
When is an In silico representation a digital twin? A biopharmaceutical industry approach to the digital twin concept
Digitalization and bioprocessing, regulatory aspects
Usage of Digital Twins along a typical process development cycle
Mechanistic Mathematical Models as a Basis for Process Optimization and Digital Twins
Digital Seed Train Twins and Statistical Methods
Digital Twins in Biomanufacturing.
Herwig, Christoph
Pörtner, Ralf
Möller, Johannes
| ISBN | 978-3-030-71659-2 |
|---|---|
| Artikelnummer | 9783030716592 |
| Medientyp | Buch |
| Auflage | 1st ed. 2021 |
| Copyrightjahr | 2021 |
| Verlag | Springer, Berlin |
| Umfang | VII, 262 Seiten |
| Abbildungen | VII, 262 p. 82 illus., 52 illus. in color. |
| Sprache | Englisch |
