Size-induced segregation during pharmaceutical particle die filling assessed by response surface methodology using discrete element method

Abstract Discrete element method (DEM) combined with response surface methodology (RSM) was carried out for investigating the segregation behaviour of binary particles during die filling of the pharmaceutical tableting machine, which comprised a horizontally moving die equipped with a vertically moving bottom punch. To achieve accurate particle flow simulations, parameters of the pharmaceutical spherical granules were calibrated using experimental bounced height, rolling distance and angle of repose. These parameters were implemented in the DEM simulations and compared with experimental high-speed camera observations and measurements of the filling ratio. Simulations and experimental results showed reasonable qualitative and quantitative agreement, validating the simulation model. The validated model was employed to evaluate the segregation of binary particle mixtures and RSM was used for analysing the DEM results of the segregation. The RSM revealed that, unlike the die velocity, small particle size, horizontal position and vertical position affected the segregation index significantly. The segregation resulted from percolation of small particles between large particles in the feed shoe and bottom back corner of the die. DEM combined with RSM approach will become significantly efficient method to understand the process for implementing the quality by design approach.

[1]  T. Tabata,et al.  Formulation study for lansoprazole fast-disintegrating tablet. I. Effect of compression on dissolution behavior. , 2003, Chemical & pharmaceutical bulletin.

[2]  Chunlei Pei,et al.  Modelling die filling with charged particles using DEM/CFD , 2012 .

[3]  I. C. Sinka,et al.  Measurement of the flow properties of powders with special reference to die fill. , 2004, International journal of pharmaceutics.

[4]  A. Gazzaniga,et al.  Coated pellets for oral colon delivery , 2015 .

[5]  Colin Thornton,et al.  Numerical analysis of density-induced segregation during die filling , 2010 .

[6]  Rok Dreu,et al.  Physical properties of pharmaceutical pellets , 2013 .

[7]  Colin Thornton,et al.  3D DEM/CFD analysis of size-induced segregation during die filling , 2011 .

[8]  Bruno C. Hancock,et al.  Process modeling in the pharmaceutical industry using the discrete element method. , 2009, Journal of pharmaceutical sciences.

[9]  I. C. Sinka,et al.  Effect of particle size and density on the die fill of powders. , 2013, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[10]  Colin Thornton,et al.  A coupled DEM/CFD analysis of the effect of air on powder flow during die filling , 2009 .

[11]  Bruno C. Hancock,et al.  The coefficient of restitution of some pharmaceutical tablets/compacts. , 2010, International journal of pharmaceutics.

[12]  Jarkko Ketolainen,et al.  Evolution of granule structure and drug content during fluidized bed granulation by X-ray microtomography and confocal Raman spectroscopy. , 2011, Journal of pharmaceutical sciences.

[13]  Rafael Méndez,et al.  Relationship between residence time distribution and forces applied by paddles on powder attrition during the die filling process , 2015 .

[14]  I. C. Sinka,et al.  The effect of suction during die fill on a rotary tablet press. , 2007, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[15]  A. Shimosaka,et al.  Effects of Particle Shape and Size Distribution on Size Segregation of Particles , 2013 .

[16]  I. C. Sinka,et al.  The effect of processing parameters on pharmaceutical tablet properties , 2009 .

[18]  Chuan-Yu Wu,et al.  DEM simulations of die filling during pharmaceutical tabletting , 2008 .

[19]  Yuichi Ozeki,et al.  Effects of powder flowability on die-fill properties in rotary compression , 2007 .

[20]  Jem A. Rongong,et al.  Energy dissipation prediction of particle dampers , 2009 .

[21]  H. Yoshino,et al.  An organic acid-induced sigmoidal release system for oral controlled-release preparations. 2. Permeability enhancement of Eudragit RS coating led by the physicochemical interactions with organic acid. , 1996, Journal of pharmaceutical sciences.

[22]  H. Saxén,et al.  Effects of process parameters and hopper angle on segregation of cohesive ternary powder mixtures in a small scale cylindrical silo , 2012 .

[23]  Colin Thornton,et al.  The effects of air and particle density difference on segregation of powder mixtures during die filling , 2011 .

[24]  Gisle G. Enstad,et al.  Theoretical and experimental testing of a scaling rule for air current segregation of alumina powder in cylindrical silos , 2008 .

[25]  Chuan-Yu Wu,et al.  Numerical modelling of suction filling using DEM/CFD , 2012 .

[26]  Hsiu-Po Kuo,et al.  Developments in the tools for the investigation of mixing in particulate systems – A review , 2014 .

[27]  Bruno C. Hancock,et al.  Granular segregation in discharging cylindrical hoppers: A discrete element and experimental study , 2007 .

[28]  I. C. Sinka,et al.  Characterisation of the flow behaviour of pharmaceutical powders using a model die–shoe filling system , 2007 .

[29]  F. Ayuga,et al.  Determination of the mechanical properties of maize grains and olives required for use in DEM simulations , 2012 .

[30]  P. Cundall,et al.  A discrete numerical model for granular assemblies , 1979 .

[31]  P. Davies Oral Solid Dosage Forms , 2015 .

[32]  Johannes G Khinast,et al.  An integrated Quality by Design (QbD) approach towards design space definition of a blending unit operation by Discrete Element Method (DEM) simulation. , 2011, European journal of pharmaceutical sciences : official journal of the European Federation for Pharmaceutical Sciences.

[33]  Rafael Méndez,et al.  Particle size segregation promoted by powder flow in confined space: The die filling process case , 2014 .

[34]  H. Vromans,et al.  Relationship between inhomogeneity phenomena and granule growth mechanisms in a high-shear mixer. , 2002, International journal of pharmaceutics.

[35]  J Yliruusi,et al.  New insights into segregation during tabletting. , 2010, International journal of pharmaceutics.

[36]  H. Wu,et al.  Quality-by-design (QbD): effects of testing parameters and formulation variables on the segregation tendency of pharmaceutical powder measured by the ASTM D 6940-04 segregation tester. , 2008, Journal of pharmaceutical sciences.

[37]  Niklas Sandler,et al.  Determination of segregation tendency of granules using surface imaging. , 2012, Journal of pharmaceutical sciences.