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Multivariate statistical process control of a continuous pharmaceutical twin-screw granulation and fluid bed drying
A F Silva1, M C Sarraguça2, M Fonteyne3
1Laboratory of Pharmaceutical Process Analytical Technology, Ghent University, Ghent, Belgium; LAQV/REQUIMTE, Departamento de Ciências Químicas, Faculdade de Farmácia, Universidade do Porto, Rua Jorge Viterbo Ferreira, 228, 4050-313 Porto, Portugal.
A multivariate statistical process control strategy effectively monitored the ConsiGma™-25 continuous tablet manufacturing line. This approach successfully detected process disturbances, ensuring product quality and manufacturing consistency.
Area of Science:
- Pharmaceutical Manufacturing
- Process Analytical Technology
- Quality Control
Background:
- Continuous manufacturing offers advantages in pharmaceutical production.
- Effective process monitoring is crucial for ensuring consistent tablet quality.
- Multivariate Statistical Process Control (MSPC) is a powerful tool for complex process analysis.
Purpose of the Study:
- To develop and evaluate a multivariate statistical process control (MSPC) strategy for the ConsiGma™-25 continuous tablet manufacturing line.
- To assess the capability of the MSPC model in detecting process deviations.
- To identify key process variables influencing manufacturing continuity.
Main Methods:
- Utilized 35 logged variables from a twin screw granulator, fluid bed dryer, and product control unit.
- Applied principal component analysis (PCA) to data from normal operating conditions.
- Evaluated model performance using imposed disturbances and Hotelling's T² and Q residuals control charts.
Main Results:
- All imposed process disturbances (dryer airflow/temperature, granulator parameters, powder dosing) were successfully detected.
- The MSPC strategy demonstrated effective monitoring of the tablet manufacturing process.
- Unforeseen deviations, particularly in granulator barrel temperature, were also identified.
Conclusions:
- The developed MSPC strategy is a viable and effective tool for real-time monitoring of continuous tablet manufacturing.
- This approach enhances process understanding and facilitates early detection of quality-impacting events.
- MSPC implementation contributes to robust quality control in pharmaceutical production.
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