Abstract
Wet granulation is a critical unit operation in solid dosage form manufacturing in the pharmaceutical industry. Traditionally, wet granulation has been a batch process. Recently, there has been a move toward more advanced manufacturing approaches such as continuous processing to allow more rigorous process control, consistent quality assurance, and reduced capital costs. This chapter discusses continuous wet granulation process with emphasis on twin screw granulation as the most commonly used continuous granulation approach in the pharmaceutical industry. The key design features of a twin screw granulator (TSG) are described, and comparisons with batch high shear granulation equipment are made. The effects of formulation and process variables on granule attributes are discussed. Mechanistic studies of screw elements with the proposed granulation rate processes are presented. Real-time process monitoring tools, including spectroscopic and imaging techniques, are described. Implementation of dimensional analysis as a tool for scaling up/scaling out of continuous twin screw granulation is presented. Two numerical methods, that is, population balance model (PBM) and discrete element method (DEM), are chosen for the multiscale modeling of twin screw granulation, and their coupling mechanisms of data exchange between DEM and PBM are discussed.
The opinions and conclusions expressed in this chapter are solely the views of the authors and do not necessarily reflect those of the Food and Drug Administration.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Abbreviations
- a :
-
Particle radius, mm
- b M :
-
Breakage function
- B(v, t):
-
Birth rate, m−3 s−1
- B agg :
-
Birth rate of agglomeration, m−3 s−1
- B break :
-
Birth rate of breakage, m−3 s−1
- B nuc :
-
Birth rate of nucleation, m−3 s−1
- C impact :
-
Impact frequency, s−1
- d p :
-
Particle diameter, mm
- D :
-
Barrel diameter, mm
- D(v, t):
-
Death rate, m−3 s−1
- D break :
-
Death rate of breakage, m−3 s−1
- \( {D}_{m_p,\kern0.28em \mathrm{nuc}} \) :
-
Death rate of powder particles, kg m−3 s−1
- d 50 :
-
Median size of feed particle, mm
- F n :
-
Series of geometric ratios
- \( {F}_{\mathrm{powder}}^{\mathrm{in}} \) :
-
Flow rate of additional powder stream, kgs−1
- G :
-
Growth rate, s−1
- G m :
-
Maximum growth rate, s−1
- G shear :
-
Shear rate, s−1
- h :
-
Interparticle gap, mm
- k :
-
Compaction rate constant, s−1
- l :
-
Liquid volume, m3
- L :
-
Barrel length, mm
- \( {\dot{L}}_{\mathrm{in},\mathrm{powder}}\left(x,t\right) \) :
-
Rate of liquid addition to the fine powder, kgh−1
- m :
-
Mass of particle, kg
- M powder :
-
Mass of fine powder, kg
- M granule :
-
Mass of granule, kg
- \( {\dot{m}}_p \) :
-
Mass flow rate of powder, kg/h
- \( {\dot{m}}_l \) :
-
Mass flow rate of liquid, kg/h
- n :
-
Population density of length function, m−3
- P 1 :
-
Rate coefficient
- P 2 :
-
Size-dependent exponent
- St v :
-
Stokes deformation number
- V droplet :
-
Volume of a single liquid droplet, m3
- V nuc :
-
Volume of particle in saturated granule, m3
- V L, nuc :
-
Volume of liquid in saturated granule, m3
- V p :
-
Per-particle pore volume, m3
- S 1 :
-
Volume of solid component 1, m3
- S 2 :
-
Volume of solid component 2, m3
- SM(w, v):
-
Specific breakage rate, s−1
- x w :
-
Moisture content of powder
- x wc :
-
Critical moisture content of powder
- ∆x :
-
Reduction of particle size
- σ:
-
Standard deviation
- ω :
-
Angular velocity of the shaft, rads−1
- ε :
-
Granule porosity
- ε bed :
-
Powder bed porosity
- εmin:
-
Minimum granule porosity
- ρ b :
-
Particle density, kg m−3
- u 0 :
-
Collision velocity, ms−1
- μ :
-
Binder viscosity
- LSR:
-
Liquid/solid ratio
- PFN:
-
Powder feed number
- Fr:
-
Froude number
References
Barrasso, D.: Multi-scale modeling of wet granulation process. PhD Thesis, Rutgers University, New Jersey. (2015).
Barrasso D, Ramachandran R. Multi-scale modeling of granulation processes: bi-directional coupling of PBM with DEM via collision frequencies. Chem Eng Res Des. 2015;93:304–17.
Barrasso D, Ramachandran R. Qualitative assessment of a multi-scale, compartmental PBM-DEM model of a continuous twin-screw wet granulation process. J Pharm Innov. 2016;11:231–49.
Barrasso D, Tamrakar A, Ramachandran R. A reduced order PBM-ANN model of a multi-scale PBM-DEM description of a wet granulation process. Chem Eng Sci. 2014;119:319–29.
Barrasso D, El Hagrasy A, Litster JD, Ramachandran R. Multi-dimensional population balance model development and validation for a twin screw granulation process. Powder Technol. 2015a;270:612–21.
Barrasso D, Eppinger T, Pereira FE, Aglave R, Debus K, Bermingham SK, Ramachandran R. A multi-scale, mechanistic model of a wet granulation process using a novel bi-directional PBM-DEM coupling algorithm. Chem Eng Sci. 2015b;123:500–13.
Cameron IT, Wang FY, Immanuel CD, Stepanek F. Process systems modelling and applications in granulation: a review. Chem Eng Sci. 2005;60:3723–50.
Carvalho RM, Tavares LM. Dynamic modeling of comminution using a general microscale breakage model: Elsevier Inc; Amsterdam. 2009.
Chablani L, Taylor MK, Mehrotra A, Rameas P, Stagner WC. Inline real-time near-infrared granule moisture measurements of a continuous granulation–drying–milling process. AAPS PharmSciTech. 2011;12:1050–5.
Cundall PA, Strack ODL. A discrete numerical model for granular assemblies. Géotechnique. 1979;29:47–65.
Dhenge RM, Fyles RS, Cartwright JJ, Doughty DG, Hounslow MJ, Salman AD. Twin screw wet granulation: granule properties. Chem Eng J. 2010;164:322–9.
Dhenge RM, Cartwright JJ, Hounslow MJ, Salman AD. Twin screw wet granulation: effects of properties of granulation liquid. Powder Technol. 2012a;229:126–36.
Dhenge RM, Cartwright JJ, Hounslow MJ, Salman AD. Twin screw granulation: steps in granule growth. Int J Pharm. 2012b;438:20–32.
Dhenge RM, Washino K, Cartwright JJ, Hounslow MJ, Salman AD. Twin screw granulation using conveying screws: effects of viscosity of granulation liquids and flow of powders. Powder Technol. 2013;238:77–90.
Djuric D, Kleinebudde P. Impact of screw elements on continuous granulation with a twin-screw extruder. J Pharm Sci. 2008;97:4934–42.
Djuric D, Kleinebudde P. Continuous granulation with a twin-screw extruder: impact of material throughput. Pharm Dev Technol. 2010;15:518–25.
Djuric D, Van Melkebeke B, Kleinebudde P, Remon JP, Vervaet C. Comparison of two twin-screw extruders for continuous granulation. Eur J Pharm Biopharm. 2009;71:155–60.
El Hagrasy AS, Litster JD. Granulation rate processes in the kneading elements of a twin screw granulator. AICHE J. 2013;59:4100–15.
El Hagrasy AS, Hennenkamp JR, Burke MD, Cartwright JJ, Litster JD. Twin screw wet granulation: influence of formulation parameters on granule properties and growth behavior. Powder Technol. 2013a;238:108–15.
El Hagrasy AS, Cruise P, Jones I, Litster JD. In-line size monitoring of a twin screw granulation process using high-speed imaging. J Pharm Innov. 2013b;8:90–8.
Ennis BJ, Tardos G, Pfeffer R. A microlevel-based characterization of granulation phenomena. Powder Technol. 1991;65:257–72.
Fonteyne M, Vercruysse J, Díaz DC, Gildemyn D, Vervaet C, Remon JP, De Beer T. Real-time assessment of critical quality attributes of a continuous granulation process. Pharm Dev Technol. 2013;18:85–97.
Fonteyne M, Arruabarrena J, de Beer J, Hellings M, Van Den Kerkhof T, Burggraeve A, Vervaet C, Remon JP, De Beer T. 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. J Pharm Biomed Anal. 2014;100:21–7.
Freireich B, Li J, Litster J, Wassgren C. Incorporating particle flow information from discrete element simulations in population balance models of mixer-coaters. Chem Eng Sci. 2011;66:3592–604.
Gao Y, Muzzio FJ, Ierapetritou MG. A review of the Residence Time Distribution (RTD) applications in solid unit operations. Powder Technol. 2012;228:416–23.
Hapgood KP, Litster JD, Smith R. Nucleation regime map for liquid bound granules. AICHE J. 2003;49:350–61.
Hapgood KP, Lveson SM, Litster JD, Liu LX. Granulation. Handb Powder Technol. 2007;11:897–977.
Hill PJ, Ng KM. New discretization procedure for the breakage equation. AICHE J. 1995;41:1204–16.
Hounslow MJ, Ryall RL, Marshall VR. A discretized population balance for nucleation, growth, and aggregation. AICHE J. 1988;34:1821–32.
Hounslow MJ, Pearson JMK, Instone T. Tracer studies of high-shear granulation: II. Population balance modeling. AIChE J. 2001;47:1984–99.
Iveson SM, Litster JD, Ennis BJ. Fundamental studies of granule consolidation Part 1: effects of binder content and binder viscosity. Powder Technol. 1996;88:15–20.
Keleb EI, Vermeire A, Vervaet C, Remon JP. Twin screw granulation as a simple and efficient tool for continuous wet granulation. Int J Pharm. 2004;273:183–94.
Kumar A, Vercruysse J, Toiviainen M, Panouillot PE, Juuti M, Vanhoorne V, Vervaet C, Remon JP, Gernaey KV, De Beer T, Nopens I. Mixing and transport during pharmaceutical twin-screw wet granulation: experimental analysis via chemical imaging. Eur J Pharm Biopharm. 2014;87:279–89.
Kumar A, Alakarjula M, Vanhoorne V, Toiviainen M, De Leersnyder F, Vercruysse J, Juuti M, Ketolainen J, Vervaet C, Remon JP, Gernaey KV, De Beer T, Nopens I. Linking granulation performance with residence time and granulation liquid distributions in twin-screw granulation: an experimental investigation. Eur J Pharm Sci. 2016;90:25–37.
Lee KT, Ingram A, Rowson NA. Twin screw wet granulation: the study of a continuous twin screw granulator using Positron Emission Particle Tracking (PEPT) technique. Eur J Pharm Biopharm. 2012;81:666–73.
Lee KF, Dosta M, Mcguire AD, Wagner W, Heinrich S, Kraft M, Street P, Street P. Development of a multi-compartment population balance model for high-shear wet granulation with Discrete Element Method New Museums Site. Comput Chem Eng. 2016;99:171–84.
Li H, Thompson MR, O’Donnell KP. Understanding wet granulation in the kneading block of twin screw extruders. Chem Eng Sci. 2014;113:11–21.
Litster JD, Ennis BJ. The science and engineering of granulation processes: Kluwer Academic; 2004.
Liu Y, Thompson MR, O’Donnell KP. Function of upstream and downstream conveying elements in wet granulation processes within a twin screw extruder. Powder Technol. 2015;284:551–9.
Mu B, Thompson MR. Examining the mechanics of granulation with a hot melt binder in a twin-screw extruder. Chem Eng Sci. 2012;81:46–56.
Osorio J, et al. Scaling of continuous twin screw wet granulation. Am Inst Chem Eng. 2016;63:921–32.
Poon JM-H, Immanuel CD, Doyle FJ III, Litster JD. A three-dimensional population balance model of granulation with a mechanistic representation of the nucleation and aggregation phenomena. Chem Eng Sci. 2008;63:1315–29.
Pradhan SU, Sen M, Li J, Litster JD, Wassgren CR. Granule breakage in twin screw granulation: effect of material properties and screw element geometry. Powder Technol. 2017;315:290–9.
Randolph AD, Larson MA. Chapter 3 – the population balance. In: Theory of particulate processes; 1971, Elsevier, Amsterdam. p. 41–63.
Saleh MF, Dhenge RM, Cartwright JJ, Hounslow MJ, Salman AD. Twin screw wet granulation: effect of process and formulation variables on powder caking during production. Int J Pharm. 2015;496:571–82.
Sayin R. Mechanistic studies of twin screw granulation. PhD Thesis, Purdue University, Indiana. 2016.
Sayin R, El Hagrasy AS, Litster JD. Distributive mixing elements: towards improved granule attributes from a twin screw granulation process. Chem Eng Sci. 2015a;125:165–75.
Sayin R, Martinez-Marcos L, Osorio JG, Cruise P, Jones I, Halbert GW, Lamprou DA, Litster JD. Investigation of an 11 mm diameter twin screw granulator: screw element performance and in-line monitoring via image analysis. Int J Pharm. 2015b;496:24–32.
Seem TC, Rowson NA, Ingram A, Huang Z, Yu S, de Matas M, Gabbott I, Reynolds GK. Twin screw granulation – a literature review. Powder Technol. 2015;276:89–102.
Tan MXL, Hapgood KP. Foam granulation: effects of formulation and process conditions on granule size distributions. Powder Technol. 2012;218:149–56.
Thiele W. Twin-screw extrusion and screw design. In Pharmaceutical Extrusion Technology (Chapter 4), Edited By Isaac Ghebre-Sellassie, Charles E. Martin, Feng Zhang, James DiNunzio, Taylor and Francis, London. 2003.
Thompson MR. Twin screw granulation – review of current progress. Drug Dev Ind Pharm. 2015;41:1223–31.
Thompson MR, Sun J. Wet granulation in a twin-screw extruder: implications of screw design. J Pharm Sci. 2010;99:2090–103.
Van Melkebeke B, Vervaet C, Remon JP. Validation of a continuous granulation process using a twin-screw extruder. Int J Pharm. 2008;356:224–30.
Vercruysse J, Toiviainen M, Fonteyne M, Helkimo N, Ketolainen J, Juuti M, Delaet U, Van Assche I, Remon JP, Vervaet C, De Beer T. Visualization and understanding of the granulation liquid mixing and distribution during continuous twin screw granulation using NIR chemical imaging. Eur J Pharm Biopharm. 2014;86:383–92.
Wang FY, Ge XY, Balliu N, Cameron IT. Optimal control and operation of drum granulation processes. Chem Eng Sci. 2006;61:257–67.
Wang MH, Yang RY, Yu AB. DEM investigation of energy distribution and particle breakage in tumbling ball mills. Powder Technol. 2012;223:83–91.
Zhu HP, Zhou ZY, Yang RY, Yu AB. Discrete particle simulation of particulate systems: theoretical developments. Chem Eng Sci. 2007;62:3378–96.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2020 American Association of Pharmaceutical Scientists
About this chapter
Cite this chapter
El Hagrasy, A., Wang, L.G., Litster, J. (2020). Continuous Wet Granulation. In: Nagy, Z., El Hagrasy, A., Litster, J. (eds) Continuous Pharmaceutical Processing. AAPS Advances in the Pharmaceutical Sciences Series, vol 42. Springer, Cham. https://doi.org/10.1007/978-3-030-41524-2_8
Download citation
DOI: https://doi.org/10.1007/978-3-030-41524-2_8
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-41523-5
Online ISBN: 978-3-030-41524-2
eBook Packages: Biomedical and Life SciencesBiomedical and Life Sciences (R0)