Model-based analysis of a twin-screw wet granulation system for continuous solid dosage manufacturing

Abstract Implementation of twin-screw granulation in a continuous from-powder-to-tablet manufacturing line requires process knowledge development. This is often pursued by application of mechanistic models incorporating the underlying mechanisms. In this study, granulation mechanisms considered to be dominant in the kneading element regions of the granulator i.e., aggregation and breakage, were included in a one-dimensional population balance model. The model was calibrated using the experimentally determined inflow granule size distribution, and the mean residence time was used as additional input to predict the outflow granule size distribution. After wetting, the first kneading block caused an increase in the aggregation rate which was reduced afterwards. The opposite was observed in case of the breakage rate. The successive kneading blocks lead to a granulation regime separation inside the granulator under certain process conditions. Such a physical separation between the granulation regimes is promising for future design and advanced control of the continuous granulation process.

[1]  Tim Oliver Althaus,et al.  Characterization of wet powder flowability by shear cell measurements and compaction curves , 2012 .

[2]  Krist V. Gernaey,et al.  A perspective on PSE in pharmaceutical process development and innovation , 2012, Comput. Chem. Eng..

[3]  Jitendra Kumar,et al.  On two-compartment population balance modeling of spray fluidized bed agglomeration , 2014, Comput. Chem. Eng..

[4]  Dana Barrasso,et al.  Multi-component population balance modeling of continuous granulation processes: A parametric study and comparison with experimental trends , 2013 .

[5]  J. Sun,et al.  Wet granulation in a twin-screw extruder: implications of screw design. , 2010, Journal of pharmaceutical sciences.

[6]  T De Beer,et al.  Impact of screw configuration on the particle size distribution of granules produced by twin screw granulation. , 2015, International journal of pharmaceutics.

[7]  John A. Nelder,et al.  A Simplex Method for Function Minimization , 1965, Comput. J..

[8]  Bryan J. Ennis Theory of Granulation: An Engineering Perspective , 2005 .

[9]  Leonard G. Austin,et al.  A treatment of impact breakage of particles , 2002 .

[10]  Michael J. Hounslow,et al.  Twin screw granulation using conveying screws: Effects of viscosity of granulation liquids and flow of powders , 2013 .

[11]  Doraiswami Ramkrishna,et al.  Population Balances: Theory and Applications to Particulate Systems in Engineering , 2000 .

[12]  Stefan Heinrich,et al.  Improved accuracy and convergence of discretized population balance for aggregation: The cell average technique , 2006 .

[13]  Ingmar Nopens,et al.  Model-based analysis of high shear wet granulation from batch to continuous processes in pharmaceutical production--a critical review. , 2013, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[14]  Travis E. Oliphant,et al.  Python for Scientific Computing , 2007, Computing in Science & Engineering.

[15]  Ingmar Nopens,et al.  Experimental investigation of granule size and shape dynamics in twin-screw granulation. , 2014, International journal of pharmaceutics.

[16]  Krist V. Gernaey,et al.  Development of a Population Balance Model of a pharmaceutical drying process and testing of solution methods , 2013, Comput. Chem. Eng..

[17]  Michael J. Hounslow,et al.  Twin screw wet granulation: Effect of powder feed rate , 2011 .

[18]  Narni Nageswara Rao Simulations for modelling of population balance equations of particulate processes using the discrete particle model (DPM) , 2009 .

[19]  T De Beer,et al.  Continuous twin screw granulation: influence of process variables on granule and tablet quality. , 2012, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[20]  Robert Tibshirani,et al.  Bootstrap Methods for Standard Errors, Confidence Intervals, and Other Measures of Statistical Accuracy , 1986 .

[21]  Dana Barrasso,et al.  A multi-scale, mechanistic model of a wet granulation process using a novel bi-directional PBM–DEM coupling algorithm , 2015 .

[22]  Francis J. Doyle,et al.  Identification of models for control of wet granulation , 2009 .

[23]  Ingmar Nopens,et al.  Mixing and transport during pharmaceutical twin-screw wet granulation: experimental analysis via chemical imaging. , 2014, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[24]  C Vervaet,et al.  Validation of a continuous granulation process using a twin-screw extruder. , 2008, International journal of pharmaceutics.

[25]  Jitendra Kumar,et al.  Disintegration process of surface stabilized sol–gel TiO2 nanoparticles by population balances , 2009 .

[26]  James D. Litster,et al.  Twin screw wet granulation: Influence of formulation parameters on granule properties and growth behavior , 2013 .