Real-time process monitoring in a semi-continuous fluid-bed dryer - microwave resonance technology versus near-infrared spectroscopy.

The trend towards continuous manufacturing in the pharmaceutical industry is associated with an increasing demand for advanced control strategies. It is a mandatory requirement to obtain reliable real-time information on critical quality attributes (CQA) during every process step as the decision on diversion of material needs to be performed fast and automatically. Where possible, production equipment should provide redundant systems for in-process control (IPC) measurements to ensure continuous process monitoring even if one of the systems is not available. In this paper, two methods for real-time monitoring of granule moisture in a semi-continuous fluid-bed drying unit are compared. While near-infrared (NIR) spectroscopy has already proven to be a suitable process analytical technology (PAT) tool for moisture measurements in fluid-bed applications, microwave resonance technology (MRT) showed difficulties to monitor moistures above 8% until recently. The results indicate, that the newly developed MRT sensor operating at four resonances is capable to compete with NIR spectroscopy. While NIR spectra were preprocessed by mean centering and first derivative before application of partial least squares (PLS) regression to build predictive models (RMSEP = 0.20%), microwave moisture values of two resonances sufficed to build a statistically close multiple linear regression (MLR) model (RMSEP = 0.07%) for moisture prediction. Thereby, it could be verified that moisture monitoring by MRT sensor systems could be a valuable alternative to NIR spectroscopy or could be used as a redundant system providing great ease of application.

[1]  Dongsheng Bu,et al.  Comparison of near infrared and microwave resonance sensors for at-line moisture determination in powders and tablets. , 2011, Analytica chimica acta.

[2]  Gabriele Reich,et al.  A quality by design study applied to an industrial pharmaceutical fluid bed granulation. , 2012, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[3]  Niklas Sandler,et al.  Prediction of quality attributes of continuously produced granules using complementary pat tools. , 2012, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[4]  Michael Höft,et al.  From laboratory- to pilot-scale: moisture monitoring in fluidized bed granulation by a novel microwave sensor using multivariate calibration approaches , 2018, Drug development and industrial pharmacy.

[5]  Gabriele Reich,et al.  Near-infrared spectroscopy and imaging: basic principles and pharmaceutical applications. , 2005, Advanced drug delivery reviews.

[6]  H Leuenberger,et al.  New trends in the production of pharmaceutical granules: batch versus continuous processing. , 2001, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[7]  Claas Döscher,et al.  In-line Monitoring of Granule Moisture and Temperature throughout the entire Fluidized-bed Granulation Process using Microwave Resonance Technology Part II) , 2009 .

[8]  Jean Paul Remon,et al.  Continuous granulation in the pharmaceutical industry , 2005 .

[9]  Jean Paul Remon,et al.  NIR spectroscopic method for the in-line moisture assessment during drying in a six-segmented fluid bed dryer of a continuous tablet production line: Validation of quantifying abilities and uncertainty assessment. , 2014, Journal of pharmaceutical and biomedical analysis.

[10]  J. Rantanen,et al.  Use of the Near-Infrared Reflectance Method for Measurement of Moisture Content During Granulation , 2000, Pharmaceutical development and technology.

[11]  Lawrence X. Yu,et al.  Modernizing Pharmaceutical Manufacturing: from Batch to Continuous Production , 2015, Journal of Pharmaceutical Innovation.

[12]  C Vervaet,et al.  Near infrared and Raman spectroscopy for the in-process monitoring of pharmaceutical production processes. , 2011, International journal of pharmaceutics.

[13]  D. Massart,et al.  Near-infrared spectroscopy applications in pharmaceutical analysis. , 2007, Talanta.

[14]  Gabriele Reich,et al.  Combining microwave resonance technology to multivariate data analysis as a novel PAT tool to improve process understanding in fluid bed granulation. , 2011, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[15]  J. Rantanen,et al.  On-line monitoring of moisture content in an instrumented fluidized bed granulator with a multi-channel NIR moisture sensor , 1998 .

[16]  Claas Döscher,et al.  In-line monitoring of granule moisture in fluidized-bed dryers using microwave resonance technology. , 2008, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[17]  Michael T Harris,et al.  A novel microwave sensor to determine particulate blend composition on-line. , 2014, Analytica chimica acta.

[18]  Stephan Laske,et al.  A Review of PAT Strategies in Secondary Solid Oral Dosage Manufacturing of Small Molecules. , 2017, Journal of pharmaceutical sciences.

[19]  Gintaras Reklaitis,et al.  A novel microwave sensor for real-time online monitoring of roll compacts of pharmaceutical powders online--a comparative case study with NIR. , 2015, Journal of pharmaceutical sciences.

[20]  Michael Höft,et al.  In-line moisture monitoring in fluidized bed granulation using a novel multi-resonance microwave sensor. , 2017, Talanta.

[21]  G. K. Raju,et al.  Understanding Pharmaceutical Quality by Design , 2014, The AAPS Journal.

[22]  Lipika Chablani,et al.  Inline Real-Time Near-Infrared Granule Moisture Measurements of a Continuous Granulation–Drying–Milling Process , 2011, AAPS PharmSciTech.

[23]  Michael C Hacker,et al.  Influence of in line monitored fluid bed granulation process parameters on the stability of Ethinylestradiol. , 2015, International journal of pharmaceutics.

[24]  Reinhard Knöchel,et al.  Stray field ring resonators and a novel trough guide resonator for precise microwave moisture and density measurements , 2007 .

[25]  Michael Höft,et al.  Design, development and method validation of a novel multi-resonance microwave sensor for moisture measurement. , 2017, Analytica chimica acta.

[26]  Keijiro Terashita,et al.  Development and Application of Infrared Moisture Sensor to Complex Granulation , 1991 .

[27]  Richard D Braatz,et al.  Control Systems Engineering in Continuous Pharmaceutical Manufacturing May 20-21, 2014 Continuous Manufacturing Symposium. , 2015, Journal of pharmaceutical sciences.

[28]  G. Reklaitis,et al.  The use of near-infrared and microwave resonance sensing to monitor a continuous roller compaction process. , 2013, Journal of pharmaceutical sciences.

[29]  René Holm,et al.  Q8(R2): Pharmaceutical Development , 2017 .

[30]  W. Schilz,et al.  A microwave method for density independent determination of the moisture content of solids , 1980 .

[31]  P. Frake,et al.  Process control and end-point determination of a fluid bed granulation by application of near infra-red spectroscopy , 1997 .

[32]  Lilli Møller Andersen,et al.  Quality Risk Management , 2021, Handbook of Pharmaceutical Manufacturing Formulations, Second Edition.

[33]  Charles Cooney,et al.  Regulatory and Quality Considerations for Continuous Manufacturing May 20-21, 2014 Continuous Manufacturing Symposium. , 2015, Journal of pharmaceutical sciences.

[34]  Ingmar Nopens,et al.  Moisture and drug solid-state monitoring during a continuous drying process using empirical and mass balance models. , 2014, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[35]  K. Plumb,et al.  Continuous Processing in the Pharmaceutical Industry: Changing the Mind Set , 2005 .