Chemical Engineering Research and Design 1 5 9 ( 2 0 2 0 ) 328–338
Contents lists available at ScienceDirect
Chemical Engineering Research and Design
journal h om epage: www.elsevier.com/locate/cherd
Prediction of the growth kinetics and
agglomeration mechanisms using a mixer torque
rheometer
E. Franceschinis
a,∗
, F. Schmid
a
, R. Baggio
a
, M. Dal Zotto
a
, N. Realdon
a
,
A.C. Santomaso
b
a
PharmaTeG, Department of Pharmaceutical and Pharmacological Sciences, University of Padova, via Marzolo 5,
35131 Padova, Italy
b
APTLab-Advanced Particle Technology Laboratory Department of Industrial Engineering University of Padova, via
Marzolo 9, 35131 Padova, Italy
a r t i c l e i n f o
Article history:
Received 1 October 2019
Received in revised form 14 April
2020
Accepted 17 April 2020
Available online 15 May 2020
Keywords:
Mixer torque rheometer
High shear wet granulation
Growth regime
Growth kinetic
a b s t r a c t
Although high-shear wet granulation is widely used, the knowledge of this operation is not
yet fully clarified and the process design is particularly difficult.
The evolution of this process depends on strength and plasticity of the wet masses, con-
sequently the purpose of this study was to develop a rheological method able to predict the
granule growth. To pursue this goal, the torque evolution over the time of three different
wet powder formulations was recorded in a mixer torque rheometer (MTR3, Caleva, UK).
The torque profiles were then analyzed to find a characteristic torque value that could be
correlated to the strength and the deformability of the wet granules. The first selected for-
mulation was composed of 100% (w/w) of microcrystalline cellulose (MCC100), the second
consisted in a mixture 1:1 of sucrose and microcrystalline cellulose (SUCR50) and the third
contained 5% (w/w) of xanthan gum and 95% (w/w) of microcrystalline cellulose (XG5).
Granulation experiments (material exchange experiments and extended granulation
experiments) were performed using different experimental conditions (different amount of
liquid binder and impeller speed) to identify the growth mechanism of three formulations
studied. Results have shown that the maximum torque peak (T
pk
) developed by the wet
masses over the time can be successfully used to predict the granule growth mechanisms.
In particular, for formulations that developed relatively high T
pk
values (>0.2 Nm/g), consoli-
dation and growth of the granules were difficult, and an induction growth mechanism could
be observed (formulation XG5). If T
pk
values lower than 0.2 Nm/g, the deformability of the
wet mass was high, and the growth regime corresponded to the steady growth (formulations
MCC100 and SUCR50).
In addition, experiments have shown that the higher the T
pk
values, the faster the growth
kinetic. In conclusion the rheological characterization of the wet masses demonstrated to be
useful to predict granule growth behaviour in high shear wet granulation and the developed
method could represent a valuable tool in the process design and development.
© 2020 Institution of Chemical Engineers. Published by Elsevier B.V. All rights reserved.
∗
Corresponding author.
E-mail address: erica.franceschinis@unipd.it (E. Franceschinis).
1. Introduction
High-shear wet granulation (HSWG) is one of the most
employed technologies for particle size enlargement in the
pharmaceutical industry to improve flow characteristics and
https://doi.org/10.1016/j.cherd.2020.04.024
0263-8762/© 2020 Institution of Chemical Engineers. Published by Elsevier B.V. All rights reserved.