Related Experiment Videos
Operationalizing digital twins in biomanufacturing through interoperable process analytical technology
Abhijeet Satwekar1, M Cyndell Gracieux-Singleton2, Chris Cummings2
1Analytical Excellence & Program Management, Global Analytical Development, Global CMC Development, Merck Serono S.P.A. (A Business of Merck KGaA, Darmstadt, Germany), Via Luigi Einaudi 11, Guidonia Montecelio, 00012, , Rome, Italy. abhijeet.satwekar@merckgroup.com.
This study introduces a framework integrating Process Analytical Technologies (PAT) with digital twins for real-time bioprocess control. It enables model-based predictive control in biopharmaceutical manufacturing.
Area of Science:
- Biopharmaceutical Manufacturing
- Process Analytical Technologies (PAT)
- Digital Twin Architecture
Background:
- Existing research addresses digital twin dimensions, interoperability, and standards separately.
- Systematic integration of these for real-time bioprocess control is underexplored.
Purpose of the Study:
- To provide an operational framework bridging digital twin dimensions and interoperability levels.
- To enable model-based predictive control (MPC) through PAT integration within digital twin architecture.
Main Methods:
- Developed a conceptual framework establishing an interoperability "triangle" (Data, Connection, Physical, Virtual, Services).
- Applied the framework to a galactosylation adaptive control case study.
- Demonstrated technology assessment to operational deployment.
Main Results:
- The framework links Physical and Virtual entities with Services via Data and Connection dimensions.
- Successfully exemplified practical application in a biopharmaceutical manufacturing case study.
- Enabled MPC through PAT integration.
Conclusions:
- Provides theoretical advancement in digital twin operationalization for bioprocesses.
- Offers a practical approach for implementing MPC-enabled PAT systems in regulated biopharmaceutical manufacturing.
- Potential applicability across various critical quality attributes, unit operations, and scales.
Related Concept Videos
Upstream Processing
Bioreactor Design and Operational System
Issues And Trends In Healthcare Delivery System
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Automated Microbial Diagnostics
Scale-Up Processes
Production of Pharmaceuticals