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Research Article Pore Direction in Relation to Anisotropy of Mechanical Strength in a Cubic Starch Compact

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The purpose of this research was to evaluate the relation between preferential direction of pores and mechanical strength of cubic starch compacts. The preferential pore direction was quantified in SEM images of cross sections of starch compacts using a previously described algorithm for determination of the quotient of transitions (Q). This parameter and the mechanical strength were evaluated in compacts of different porosities. Starch was chosen as a model compound for materials with ductile behaviour of which tablets with low porosities can be made and which shows some elastic recovery after compaction. At medium and high porosity Q was significantly higher in the images providing a side view of the compact than in the images providing a top view (0.973 vs. 0.927 and 0.958 vs. 0.874 at 0 mm from the side of the compact and 0.956 vs. 0.854 and 0.951 vs. 0.862 at 3.5 mm), indicating that the pores were mainly oriented in the direction perpendicular to the direction of compression. This was accompanied by a lower crushing force in this direction. This could be explained by considering the pores as cracks which propagate through the sample during crushing. For both directions the crushing force decreased with increasing porosity. The yield strength of the compacts also decreased with increasing porosity, but this parameter was not dependent on the direction of crushing when the porosity was below 10%. The results show that pore direction significantly influences the crushing force but does not influence the yield strength, at porosities below 10%.
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Research Article
Pore Direction in Relation to Anisotropy of Mechanical Strength in a Cubic
Starch Compact
Yu San Wu,
1,5,6
Lucas J. van Vliet,
2
Henderik W. Frijlink,
1
Ietse Stokroos,
3
and Kees van der Voort Maarschalk
1,4
Received 3 November 2007; accepted 20 February 2008; published online 9 April 2008
Abstract. The purpose of this research was to evaluate the relation between preferential direction of
pores and mechanical strength of cubic starch compacts. The preferential pore direction was quantified in
SEM images of cross sections of starch compacts using a previously described algorithm for
determination of the quotient of transitions (Q). This parameter and the mechanical strength were
evaluated in compacts of different porosities. Starch was chosen as a model compound for materials with
ductile behaviour of which tablets with low porosities can be made and which shows some elastic
recovery after compaction. At medium and high porosity Q was significantly higher in the images
providing a side view of the compact than in the images providing a top view (0.973 vs. 0.927 and 0.958
vs. 0.874 at 0 mm from the side of the compact and 0.956 vs. 0.854 and 0.951 vs. 0.862 at 3.5 mm),
indicating that the pores were mainly oriented in the direction perpendicular to the direction of
compression. This was accompanied by a lower crushing force in this direction. This could be explained
by considering the pores as cracks which propagate through the sample during crushing. For both
directions the crushing force decreased with increasing porosity. The yield strength of the compacts also
decreased with increasing porosity, but this parameter was not dependent on the direction of crushing
when the porosity was below 10%. The results show that pore direction significantly influences the
crushing force but does not influence the yield strength, at porosities below 10%.
KEY WORDS: anisotropy; compact; fracture; mechanical strength; pore direction.
INTRODUCTION
It is well known that porosity influences the mechanical
strength of compacts (16) and that the mechanical strength
of tablets compressed with uni-axial compression is an
anisotropic property, i.e. the mechanical strength depends
on the direction of measurement (717). In earlier research
Ando et al (9) and Galen and Zavaliangos (16) determined
the mechanical strength and took SEM images of cross
sections of the tablets. There was no parameter to quantify
the directions of the pores; the human observer determined
the orientation of the pores and particles. This suggested
that the (anisotropy in) pore structure is the cause of the
anisotropy in mechanical strength. In the present paper
attention will be paid to both the quantification of the
preferential pore direction and the anisotropy in mechanical
strength in a cubic starch compact to better understand the
correlation between these two parameters. Starch was chosen
as a model compound for materials with ductile behavior of
which tablets with extremely low porosities can be made and
which show some elastic recovery after compaction. It was
believed that studying the fracture behavior of compacts with
an extremely low porosity would make it easier to evaluate
the influence of the pore structure.
MATERIALS AND METHODS
Materials
To obtain bodies with a low porosity we chose to use
pregelatinized starch, a visco-elastic material. By using a slow
compression rate, a slow decompression rate, and a powder
with a relatively high moisture content the powder shows
plastic deformation with little relaxation. The 106150 μm
fraction of pregelatinized potato starch (Prejel JF, Avebe,
Foxhol, The Netherlands) was obtained by 30 min. vibratory
sieving (Fritsch analysette 3, Germany) followed by 12 min
air jet sieving over a sieve of 106 μm (Alpine A200,
Augsburg, Germany), to remove the fines. Before use the
powder was stored at least three days at a relative humidity of
1530-9932/08/0200-0528/0 #2008 American Association of Pharmaceutical Scientists 528
AAPS PharmSciTech, Vol. 9, No. 2, June 2008 ( #2008)
DOI: 10.1208/s12249-008-9074-4
1
Department of Pharmaceutical Technology and Biopharmacy,
University of Groningen, Groningen, The Netherlands.
2
Quantitative Imaging Group, Department of Imaging Science &
Technology, Faculty of Applied Sciences, Delft University of
Technology, Delft, The Netherlands.
3
Laboratory for Cell Biology and Electron Microscopy, University of
Groningen, Groningen, The Netherlands.
4
Department of Pharmaceutics, NV Organon, part of Schering-Plough,
Oss, The Netherlands.
5
Solvay Pharmaceuticals, Building WNH, C.J. van Houtenlaan 36,
1381 CP Weesp, The Netherlands.
6
To whom correspondence should be addressed. (e-mail: Yu-San.
Wu@solvay.com)
70%. The apparent particle density was measured with
helium pycnometry (Quantachrome, Syosset, New York,
USA). Corrected for the moisture content at a relative
humidity of 70%, measured with a moisture analyzer
(Sartorius MA40, Göttingen, Germany), this was found to
be 1439 kg/m
3
.
Tablet Compaction
A hydraulic press (ESH compaction apparatus, Hydro
Mooi, Appingedam, The Netherlands) was used to compress
the starch in a square shaped die with sides of 7 mm. Before
compaction, the die was lubricated with magnesium stearate
using a brush. Varying quantities of powder were used to
obtain cubic shaped compacts with different porosities. The
rate of compression was 0.1 kN/s and the rate of decompres-
sion varied between 0.001 kN/s for the compacts with low
porosity and 0.1 kN/s for the compacts with higher porosities.
Compact thickness was measured immediately after compres-
sion, further all compact dimensions were measured after
24 h with an electronic micrometer (Mitutoyo, Tokyo, Japan)
and the weight of the compacts was measured with an
analytical balance (Mettler-Toledo, Greifensee, Switzerland).
The porosity of the compacts was calculated from these data
and the true density. The porosity calculated in this way will
be referred to as porositywhile the porosity calculated with
image analysis will be referred to as local porosity.
Determination of Mechanical Properties
For the assessment of the mechanical strength a cubic
compact was used. The cubic shape makes it possible to
compare the properties in the horizontal direction with the
properties in the vertical direction, since the outside dimen-
sions of the compact are the same in all directions. The
consequence of this methodology is that the tensile strength
of the specimen can not be measured, as is done when a
cylindrical body is subjected to the diametric compression test
(18). However, if the fracture shows ductile behaviour (i.e.
the fracture has been preceded by considerable plastic
deformation (19)), it does provide an opportunity to measure
the yield strength, which can also be used to describe the
mechanical strength.
The mechanical properties of the cubes were determined
by compressing these between the punches of a compaction
simulator (ESH, Brierley Hill, UK) while registering the
forcedisplacement curve on an XY recorder (Kipp &
Zonen, Delft, The Netherlands). The upper punch moved
downwards with a linear speed of 0.75 mm/s. The strength in
the x-direction was determined by placing the cube between
the upper punch and the lower punch in such a way that the
direction of the original compression was perpendicular to the
direction of crushing. The strength in the z-direction was
determined by placing the compact in such a way that the
direction of the compression was parallel to the direction of
crushing. In this way the force at which fracture occurred
(crushing force) was registered. The yield point was defined
as the maximum in the stressstrain curve or as the
intersection of the two tangents of the initial and final parts
of the stress strain curve (20). By dividing the force at which
yielding occurred by the area of a side of the cube (49 mm
2
)
the yield strength was calculated.
Imaging of Planes in the Compact
Compacts were embedded with glycolmethacrylate resin.
After hardening of the resin, several planes in the compact
were smoothed using a microtome as described earlier (21).
The planes in the compact that have been imaged are
depicted in Fig. 1. Two sets of images were defined, plan
and elevation images. Plan images provide a top view and
elevation images provide a side view. Of each plane nine
images were taken. Figure 1also clarifies the nomenclature of
the different directions. The z-direction is the direction of
compression and the x- and y-direction lie perpendicular to
this direction.
Fig. 1. The locations of the plan images (left) and of the elevation images (right) in the cubic compact. Per plane nine images were taken in a
3 pattern
529Pore Direction in Relation to Anisotropy of Mechanical Strength
SEM BEI (Backscattered Electron Imaging) images
were taken using a JEOL scanning electron microscope
(JEOL, type JSM-6301F with standard paired semiconductor
element detector, Japan) operated at an accelerating voltage
of 10 kV. The diaphragm was 50 μm and the working distance
was 15 mm. The magnification was 60×. Before taking SEM
images, the compacts were stored overnight in a closed
container with a few osmium tetroxide crystals for evapora-
tion to obtain a better contrast between the resin and the
starch in the images.
Fig. 2. Force displacement curves of crushing in the x-direction (above) and in the z-direction (below) of cubes with a different porosity.
Arrows indicate yield points and the xindicates where fracture occurred. The images depict cubes after crushing
530 Wu et al.
Image Analysis
Matlab 7.0.232 R2006a (The MathWorks Inc, Natick,
USA) and the DIPimage toolbox version 1.5.3 (Quantitative
Imaging Group, Faculty of Applies Sciences, Delft University
of Technology, The Netherlands) (22) were used for the
image analysis. A previously described method was used to
detect a preferential pore direction (21). This method was
applied to a cubic NaCl compact with a high porosity. In the
present paper we modified this technique to make it suitable
for the analysis of starch compacts with low porosities.
The first step in image analysis was the removal of small
irregularities in the starch grains so that the borders between
the grains and the pores would be clearly defined, while small
artefacts caused by the use of the microtome were removed.
This was done by using a separable bilateral filter (23). The
bilateral filter replaces each pixel value by a weighted sum of
its neighbours. The weighting depends on the product of a
proximity measure in space (x,ydistance) and intensity (pixel
value). Both proximities use a Gaussian weighting that decay
from the current pixel. The scales (standard deviations) of the
two Gaussians were set to respectively 3 pixels and 0.7 times
the full-width at half its maximum (FWHM) of the distribu-
tion of the pixel values. The FWHM was measured in the
grey-value histogram of the image. The histogram shows one
great Gaussian shaped peak, with tails to the left and right
representing respectively the dark (empty) and white (filled)
pore space. The tails have no effect on the measured peak
width. The filters spatial scale is set just large enough to
cover the scratches and the intensity scale is set such to
encompass noise and scratches in the grains, but to exclude
pixel values from across the grain boundary. Hence, the noise
is suppressed, but the transitions between grain and pores are
preserved (unaltered).
Secondly, the local porosity of the images was deter-
mined by counting the white pixels and the black pixels. The
segmentation relies on the histogram of the bilateral filtered
image. We again measured the position of the peak and its
FWHM. We then labelled all pixels that were respectively
lower or higher than 1.25 times the FWHM of the peak as
black (empty pores) or white (filled pores).
In the images of the compacts with a low porosity (i.e.
values approaching 0%) it could be seen that the resin had
not penetrated the pores of the compacts. Therefore, the local
porosity in these compacts was calculated as the percentage
of black pixels only. In the compacts with the intermediate
porosity (approx. 13%) and high porosity (approx. 22%), the
resin had penetrated the pores, at least partly. Therefore,
the local porosity in these compacts was calculated as the
percentage black and white pixels of the total number of
pixels in the image.
The principle of the quotient of the number of transitions
(Q) was described earlier (21). In the present research we
made use of the same principle. However, the number of
transitions was calculated in the filtered gray-scale image. By
doing so, the pores with a higher contrast between the pore
and the grain are more important for the calculation of Q
than the pores with only a small contrast between the pore
and the grain. This method was chosen since it was believed
that pores with a higher contrast between the pore phase and
the grains, were deeper pores i.e. larger in the third
dimension and are considered to have a more pronounced
effect on the mechanical strength. The number of transitions
was calculated as the sum of the (absolute) change in pixels
value between all adjacent pixels in one direction (either y
and xor zand x). The quotient number of transitions was
then calculated according to the following equations. For the
plan images:
QP¼NTy
NTx
ð1Þ
And for the elevation images:
QE¼NTz
NTx
ð2Þ
In which:
Nomenclature
Q
P
or Q
E
quotient of the number of transitions in
[Plan or Elevation] image(s)
N
Ty
sum of the absolute change in pixel value
between all adjacent pixels in the y-direction
N
Tx
sum of the absolute change in pixel value
between all adjacent pixels in the x-direction
N
Tz
sum of the absolute change in pixel value
between all adjacent pixels in the z-direction
Fig. 3. Crushing force versus porosity (above) and yield strength
versus porosity (below), in the x-direction and the z-direction. The
porosity was calculated out of weight and volume
531Pore Direction in Relation to Anisotropy of Mechanical Strength
RESULTS AND DISCUSSION
Mechanical Strength
Figure 2shows some forcedisplacement curves of the
crushing of starch cubes with different porosities. Some
images of the fractured cubes are also shown to illustrate
the result of the different behaviour during fracture. The
upper part of Fig. 2shows the curves for crushing in the x-
direction and the lower part of Fig. 2shows the crushing in
the z-direction. Arrows indicate the points defined as yield
point (the first maximum or the intersection of the regression
lines of the first and the second linear part of the curve)
whereas the points where fracture occurred are indicated with
an x. The shapes of the curves change dependent on the
porosity. With increasing porosity, the yield point becomes
less and less pronounced and fracture occurs at lower forces.
Figure 3shows the crushing force and the yield strength in the
x-direction and the z-direction at different porosities. The
crushing force decreases with increasing porosity. However,
at all porosities the crushing force was higher when the tablets
were crushed in the z-direction. For both directions the
relation between crushing force (F) and porosity (ε) showed
an exponential relation with an R-squared value of 0.99 (F=
5176.e
0.063ε
for the crushing force in the z-direction and F=
2854.e
0.058ε
for the crushing force in the x-direction).
The yield strength of the specimen also decreases with
increasing porosity. At porosities below 10% there is no
difference in the yield strength measured in the x-orz-
direction as can be seen in Fig. 3. However, at porosities
higher than 10%, the yield strengths start to deviate from
each other. This is indicated by a trend line of the values for
the yield strength of compacts with a porosity higher than
10%. The equation for the trend line for the yield strength in
the z-direction (yield strength
z
=37.1ε+1851 [R
2
=0.925]) is
different from the one describing the yield strength in the x-
direction, (yield strength
x
=57.5ε+2014 [R
2
=0.973]). The
95% confidence intervals of the intercept of the trend lines
show some overlap, but this is not the case for the 95%
confidence interval of the slope of the lines. Below a certain
porosity the compacts do not break anymore, but only yield.
Image Analysis
Figure 4shows some original plan and elevation images
from compacts with low, intermediate and high porosity.
All images are taken from the 0 mm plane. Pores that are
filled with resin are white, unfilled pores are black, and the
starch grains have an intermediate gray intensity. Resin has
not penetrated all the pores, especially in the compacts
with the lowest porosity. The local porosity determined
with image analysis was slightly higher than the porosity
Fig. 4. Original plan and elevation images of starch cubes with a porosity of 0% (left), 13% (middle), and 24% (right). All images are taken
from the 0 mm plane
532 Wu et al.
determined out of weight and volume (Fig. 5). Due to a
lower surface roughness on the 3.5 mm plane, the local
porosity was lower than at the 0 mm plane (note that the
3.5 mm plane was made visible by removal of material and
subsequently polished, whereas for the 0 mm plane only the
microtome was used). Tablets with a porosity of 0% as
calculated out of volume and weight of the tablet were not
completely transparent indicating that the actual porosity was
not zero. This is in agreement with the results found with
image analysis that also indicate that the porosity of the
densest compacts is somewhat above 0%.
It can also be seen in Fig. 4that there is no orientation in
the plan images, while the pores in the elevation images seem
to be mainly oriented along the x-direction. For the plan
images no preferential direction of the pores was expected
since the direction in which the image was taken was the same
as the direction of compression. Visual inspection of the
images confirmed that there was no preferential direction of
the pores. This would mean that the quotient of transitions
equals unity. However, this is not the case as can be seen in
Fig. 6which shows the quotient number of transitions for the
plan and the elevation images. This can be caused by the fact
that the images are taken with a scanning electron micro-
scope. The transitions in the scanning direction could be less
sharp than the transitions perpendicular to this direction. This
could mean that even in images of an isotropic structure a
quotient of transitions lower than unity is found.
There is a significant difference in the quotient of
transitions between the plan and the elevation images (p<
0.01, MannWhitney test, SPSS 12.0.1). This applies to all
porosities and at both locations in the tablet except for 0% at
the 3.5 mm plane (from this plane, only three elevation
images could be used because of technical problems with the
other six images). A higher quotient in the elevation images
than in the plan images means that the elevation images have
relatively more transitions in the z-direction (see Eqs. 1and
2). This means that the pores are preferentially oriented in
the x-direction (perpendicular to the direction of compres-
sion) which can also be seen with the naked eye in the images
in Fig. 4.
Pore Direction
The observation that the pores are mainly oriented in the
x-direction is probably caused by the combination of particle
deformation and stress relaxation. Pregelatinized starch is a
ductile material which shows visco-elastic deformation during
compaction and always some elastic recovery afterwards (24).
The high moisture (16.7%) content facilitates deformation of
the material (25,26). This deformation behaviour combined
with uni-axial compression will result in pancake like shaped
particles. When the decompression speed is extremely low
(0.001 kN/s), the compact shows only a minor porosity
expansion. This can be deducted from the increase in
compact thickness calculated out of the thickness immediately
after compression and after 24 h (0.9% sd. 0.2%). After this
small expansion the pancake like stacking stays intact. In
images of tablets with a low porosity a large number of
transitions in the z-direction (direction of compression) can
therefore be seen, corresponding to a large difference in
quotient of transitions between the plan and the elevation
images. For the compacts with higher porosities, having been
subjected to a faster decompression rate, the increase in
compact thickness is 2.8% sd. 0.4%. The structure is less
dense, resulting in a lower number of transitions in the z-
direction and consequently a smaller difference in quotient of
transitions between the plan and the elevation images.
Crushing Force
When a body containing fine cracks is subjected to
compressive stress, the fine cracks extend parallel to the
Fig. 5. Local porosity as calculated with image analysis in the images
taken from 0 mm from the side and from images taken from 3.5 mm
from the side
Fig. 6. Quotient of the number of transitions in the plan and
elevation images of the compacts of low, intermediate, and high
porosity from the plane at 0 mm from the side of the cube (above)
and from the plane at 3.5 mm from the side (below)
533Pore Direction in Relation to Anisotropy of Mechanical Strength
compression axis causing failure planes parallel to the
compressive stress (27). If the cracks are slightly off with
respect to the direction of the applied load, wing cracks
appear along the loading direction, splitting the material into
slender columns which then fail (27,28). It is therefore not
difficult to imagine that the larger the dimensions of the
cracks along the compaction direction, the lower the crushing
force will be when crushed in compression. This is why the
crushing force of the starch cubes in the x-direction is much
lower than the crushing force in the z-direction (see Fig. 3).
Apparently, the pores in the cubes (which are mainly oriented
in the x-direction) act as some sort of quasi cracks.
Another observation supporting this hypothesis is that
the fracture of the starch cubes when crushed in the x-
direction showed failure planes parallel to the compressive
stress especially at the highest porosity (see Fig. 2). These are
probably caused by the opening of the pores in the x-
direction. When the cubes were crushed in the z-direction
the fragments of the cube after fracture more looked like
slender columns after failure (Fig. 2). This could indicate wing
crack development during crushing in the z-direction.
Porosity is a property without direction. This paper
shows that direction of pore structure plays a significant role
as can be deducted from Fig. 3where it is shown that at a
similar porosity the crushing force in the x-direction is
significantly different from that in the z-direction (717).
Formulation approaches that minimize the anisotropy in pore
structure, possibly by reducing wall effects by focussing on
lubrication, will help to control this effect.
Yield Strength
There was no difference in yield strength between the x-
direction and the z-direction of the cube at porosities lower
than 10%. Furthermore, there was no difference in porosity
measured in the plan images and in the elevation images
(Fig. 5). Since yielding is a material property, yielding does
not depend on the direction of the pores, but on the pore
fraction (porosity) in the cross section. Because the porosity
in the plan images is similar to the porosity measured in the
elevation images, it is not surprising that there was no
difference in yield strength between the x-direction and the
z-direction. The explanation for the observation that the yield
strength decreases with increasing porosity is the same. With
increasing porosity, the cube consists of less material resulting
in a lower yield strength of the cube.
At porosities higher than 10% the values for the yield
strength in the x-direction and z-direction deviate more from
each other, but it is questionable whether at these high
porosities a yield strength is present at all, because the
fracture shows more brittle behaviour with increasing poros-
ity. In case of brittle fracture no plastic deformation takes
place and thus no yielding point can be defined.
CONCLUSION
The anisotropy in pore structure in a cubic starch compact
could be detected with image analysis. The different compres-
sive forces at which fracture occurred in the x-direction and in
the z-direction could be explained with these results. The yield
strength of the cube was not dependent on the pore direction
at porosities lower than 10%, showing that the pore direction
influences the force at which fracture occurs, but does not
influence the yield strength of the compact.
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535Pore Direction in Relation to Anisotropy of Mechanical Strength
... Recent works displayed a non-uniform distribution of density and porosity within the compacts in relation to diewall frictions, particle orientation upon consolidation, distribution of compaction force, shape of die and tooling and conditions of die fill (4)(5)(6)(7)(8)(9). At the same time, mechanical properties are known to be dependent on porosity (10). ...
... Recently, Akseli et al. (17) proposed the use of a contact ultrasonic method. Except this last work, it is often difficult to conclude on mechanical property anisotropy due to complicated sample preparations (13), complex experimental setups (11,13), conditions of testing which are not comparable (11) and difficulties of analysing the results (8). Moreover, most studies reported different test methods in the axial and radial directions (11)(12)(13). ...
... As already mentioned in the Introduction, mechanical property anisotropy could be expected due to compaction process, die-wall frictions, compact geometry and different compaction behaviours of the excipients under pressure (3)(4)(5)(6)(7)(8)(9)(10)(11)17). In addition, compaction behaviour can induce anisotropy of the pore space (case of MCC compacts). ...
Article
The pore space anisotropy of pharmaceutical compacts was evaluated in relation to the mechanical property anisotropy. The topology and the pore space anisotropy were characterized by PGSTE-NMR measurements. Parallelepipedical compacts of anhydrous calcium phosphate (aCP) and microcrystalline cellulose (MCC) were tested on top, bottom and side faces. A microindentation and three-point single beam tests were used to measure Brinell hardness, tensile strength and Young's modulus. All the data were submitted to a statistical analysis to test for significance. The porous structure of MCC compacts was anisotropic, contrary to those of aCP. The analysis of the pore space by PGSTE-NMR method showed that its structural anisotropy was controlled by the behaviour under compaction of the excipients. At the same time, the Young's modulus and the tensile strength were the same whatever the direction of testing. For the aCP compacts, all the faces had the same Brinell hardness. With MCC compacts, only the bottom face showed a lower Brinell hardness. Except for Brinell hardness measured on MCC compacts, the tested samples were characterized by anisotropic mechanical properties when its porous structures were sometimes anisotropic. Then, there is not a straight link between porosity anisotropy and mechanical properties.
... Since pore shape is considered the indirect result of the shape of the surrounding particles this would in turn result in a flattening of pore shape as well. Wu et al. (2008) reported the same for cubic starch compacts based on image analysis methodology. Upon compression particle deformation resulted in "pancake" like structures. ...
... Upon compression particle deformation resulted in "pancake" like structures. Pores were formed by stacking of the particles and in turn exhibited high anisotropy (Wu et al., 2008). ...
Article
Full-text available
Terahertz time-domain spectroscopy (THz-TDS) is a novel technique which has been applied for pore structure analysis and porosity measurements. For this mainly the anisotropic Bruggeman (AB-EMA) model is applied to correlate the effective refractive index (neff) of a tablet and the porosity as well as to evaluate the pore shape based on the depolarisation factor L. This paper investigates possible error sources of the AB-EMA for THz-TDS based tablet analysis. The effect of absorption and tablet anisotropy – changes of pore shape with porosity and density distribution – have been investigated. The results suggest that high tablet absorption has a negligible effect on the accuracy of the AB-EMA. In regards of tablet anisotropy the accuracy of the porosity determination is not impaired significantly. However, density distribution and variations in the pore shape with porosity resulted in an unreliable extraction of the tablet pore shape. As an extension of the AB-EMA a new concept was introduced to convert the model into bounds for L. This new approach was found useful to investigate tablet pore shape but also the applicability of the AB-EMA for an unknown set of data.
... Our results confirm previous reports that found that the tablet compaction process may cause anisotropy in the mechanical properties when measured in parallel (axial) or perpendicular (radial) to the compaction direction. [26][27][28][29] The compaction process is well known to result in a heterogeneous internal tablet structure due to confining the powder radially by a rigid die while compressing the tablet axially by the punch. Wu et al. 29 investigated the anisotropy in pore structure and the mechanical strength of cubic starch compacts. ...
... [26][27][28][29] The compaction process is well known to result in a heterogeneous internal tablet structure due to confining the powder radially by a rigid die while compressing the tablet axially by the punch. Wu et al. 29 investigated the anisotropy in pore structure and the mechanical strength of cubic starch compacts. The results from this work already presented evidence that the pores were primarily oriented perpendicular to the direction of compression, which is in excellent agreement with our measurements on a different type of excipient using independent measurement techniques. ...
Article
Full-text available
Novel excipients are entering the market to enhance the bioavailability of drug particles by having a high porosity and thus providing a rapid liquid uptake and disintegration to accelerate subsequent drug dissolution. One example of such a novel excipient is functionalised calcium carbonate (FCC), which enables the manufacture of compacts with a bimodal pore size distribution consisting of larger inter-particle and fine intra-particle pores. Five sets of FCC tablets with a target porosity of 45% to 65% were prepared in 5% steps and characterised using terahertz time-domain spectroscopy (THz-TDS) and X- ray computed microtomography (XμCT). THz-TDS was employed to derive the porosity using effective medium approximations (EMAs), i.e., the traditional and an anisotropic Bruggeman model. The anisotropic Bruggeman model yields the better correlation with the nominal porosity (R² = 0.995) and it provided additional information about the shape and orientation of the pores within the powder compact. The spheroidal (ellipsoids of revolution) shaped pores have a preferred orientation perpendicular to the compaction direction causing an anisotropic behaviour of the dielectric porous medium. The results from XμCT confirmed the non-spherical shape as well as the orientation of the pores and it further revealed that the anisotropic behaviour is mainly caused by the inter-particle pores. The information from both techniques provide a detailed insight into the pore structure of pharmaceutical tablets. This is of great interest to study the impact of tablet microstructure on the disintegration and dissolution performance.
... The following noise reduction algorithms are often used for denoising images of porous structures: median filtering in combination with unsharp mask sharpening [8][9][10], an anisotropic diffusion filter [11][12][13][14], bilateral filtering [15][16][17][18][19]. It should be noted that guided filtering [20,21] also belongs to such algorithms, but at present it is extremely rarely used in the problem under consideration. It is also worth noting that the combination of the median filter and unsharp masking can lead to significant image distortion, since after applying the median filtering some semantic boundaries can be lost without the possibility of restoring them with unsharp mask sharpening. ...
Conference Paper
Porous materials are widely used in different applications, in particular they are used to create various filters. Their quality depends on parameters that characterize the internal structure such as porosity, permeability and so on. Computed tomography (CT) allows one to see the internal structure of a porous object without destroying it. The result of tomography is a gray image. To evaluate the desired parameters, the image should be segmented. Traditional intensity threshold approaches did not reliably produce correct results due to limitations with CT images quality. Errors in the evaluation of characteristics of porous materials based on segmented images can lead to the incorrect estimation of their quality and consequently to the impossibility of exploitation, financial losses and even to accidents. It is difficult to perform correctly segmentation due to the strong difference in voxel intensities of the reconstructed object and the presence of noise. Image filtering as a preprocessing procedure is used to improve the quality of segmentation. Nevertheless, there is a problem of choosing an optimal filter. In this work, a method for selecting an optimal filter based on attributive indicator of porous objects (should be free from 'levitating stones' inside of pores) is proposed. In this paper, we use real data where beam hardening artifacts are removed, which allows us to focus on the noise reduction process.
... The following noise reduction algorithms are often used for denoising images of porous structures: median filtering in combination with unsharp mask sharpening [11][12][13], an anisotropic diffusion filter [9,[14][15][16], bilateral filtering [17][18][19][20][21]. It should be noted that guided filtering [22,23] also belongs to such algorithms, but at present it is extremely rarely used in the problem under consideration. It is also worth noting that the combination of the median filter and unsharp masking can lead to significant image distortion, since after applying the median filtering some semantic boundaries can be lost without the possibility of restoring them with unsharp mask sharpening. ...
Preprint
Full-text available
Porous materials are widely used in different applications, in particular they are used to create various filters. Their quality depends on parameters that characterize the internal structure such as porosity, permeability and so on. Computed tomography (CT) allows one to see the internal structure of a porous object without destroying it. The result of tomography is a gray image. To evaluate the desired parameters, the image should be segmented. Traditional intensity threshold approaches did not reliably produce correct results due to limitations with CT images quality. Errors in the evaluation of characteristics of porous materials based on segmented images can lead to the incorrect estimation of their quality and consequently to the impossibility of exploitation, financial losses and even to accidents. It is difficult to perform correctly segmentation due to the strong difference in voxel intensities of the reconstructed object and the presence of noise. Image filtering as a preprocessing procedure is used to improve the quality of segmentation. Nevertheless, there is a problem of choosing an optimal filter. In this work, a method for selecting an optimal filter based on attributive indicator of porous objects (should be free from 'levitating stones' inside of pores) is proposed. In this paper, we use real data where beam hardening artifacts are removed, which allows us to focus on the noise reduction process
... In addition, the pore space anisotropy reported in these studies occur on length scales that should influence light scattering. The fact that radial diffusion is faster than longitudinal is presumably related to formation of crack-like pores running perpendicular to the compression axis [7]. On the other hand, it should be noted that NMR porosimetry has been applied to e.g. ...
Article
By analyzing spatio-temporal characteristics of short optical pulses diffusively transmitted through compacted granular materials, we reveal that powder compaction can give rise to strongly anisotropic light diffusion. Our disclosure represents a revision of the understanding of optics of powder compacts. Routes to material characterization and investigation of compression-induced structural anisotropy are opened, and the falsification of isotropic models have implications for quantitative spectroscopy of powder compacts (e.g., pharmaceutical tablets).
... In anisotropic materials, the mechanical properties vary with orientations or planes in which such properties are measured. In the pharmaceutical industry, there has been considerable interest on anisotropy and the difference in mechanical hardness and strength between the parallel (axial) and perpendicular (radial) compaction directions of tablets (Nyström et al., 1978;Ando et al., 1983;Alderborn and Nyström, 1984;Newton et al., 1992;Malamataris et al., 1996;Moe and Rippie, 1997;Edge et al., 2001;Galen and Zavaliangos, 2005;Mullarney and Hancock, 2006;Wu et al., 2008). These studies have provided that compacts produced via compaction process exhibit different mechanical property values (e.g., tensile strength and Young's modulus) when measured in different directions and therefore are mechanically anisotropic. ...
Article
The mechanical property anisotropy of compacts made from four commercially available pharmaceutical excipient powders (microcrystalline cellulose, lactose monohydrate, ascorbic acid, and aspartame) was evaluated. The speed of pressure (longitudinal) waves in the uni-axially compressed cubic compacts of each excipient in the three principle directions was determined using a contact ultrasonic method. Average Young's moduli of each compact in the axial (x) and radial (y and z) directions were characterized. The contact ultrasonic measurements revealed that average Young's modulus values vary with different testing orientations which indicate Young's modulus anisotropy in the compacts. The extent of Young's modulus anisotropy was quantified by using a dimensionless ratio and was found to be significantly different for each material (microcrystalline cellulose>lactose>aspartame>ascorbic acid). It is also observed that using the presented contact method, compacts at high solid fraction (0.857-0.859) could be differentiated than those at the solid fraction of 0.85 in their groups. The presented contact ultrasonic method is an attractive tool since it has the advantages of being sensitive to solid fraction ratio, non-destructive, requiring small amount of material and rapid. It is noteworthy that, since the approach provides insight into the performance of common pharmaceutical materials and fosters increased process knowledge, it can be applied to broaden the understanding of the effect of the mechanical properties on the performance (e.g., disintegration profiles) of solid oral dosage forms.
Article
Full-text available
An algorithm for post-processing of the grayscale 3D computed tomography (CT) images of porous structures with the automatic selection of filtering parameters is proposed. The determination of parameters is carried out on a representative part of the image under analysis. A criterion for the search for optimal filtering parameters based on the count of "levitating stone" voxels is described. The stages of CT image filtering and its binarization are performed sequentially. Bilateral and anisotropic diffuse filtering is implemented; the Otsu method for unbalanced classes is chosen for binarization. Verification of the proposed algorithm was carried out on model data. To create model porous structures, we used our image generator, which implements the function of anisotropic porous structures generation. Results of the post-processing of real CT images containing noise and reconstruction artifacts by the proposed method are discussed. Keywords: postprocessing of CT-images, CT images of porous structures, representative volume element, anisotropic porous structures. Citation: Chukalina MV, Khafizov AV, Kokhan VV, Buzmakov AV, Senin RA, Uvarov VI, Grigoriev MV. Algorithm for post-processing of tomography images to calculate the dimension-geometric features of porous structures.
Article
Corn starches of varying amylose contents (0, 28, and 70%) were cross-linked with epichlorohydrin to different levels (0.01, 0.05, and 0.1% w/w starch dry basis), and their sustained release properties in tablets were evaluated using propranolol hydrochloride as the model drug. Drug release was correlated with swelling power of the cross-linked starches, porosity of tablets, and rheological properties of the swollen tablets. Cross-linking increased the drug release rate from starch tablets, and had a stronger impact on amylose-containing starch matrices than on waxy corn starch ones. The cross-linked starches showed lower swelling power and produced tablets of lower porosity than their respective non-cross-linked controls. Increasing cross-linking led to progressively more rigid and stiffer waxy corn starch matrices, but it had the opposite effect on high amylose corn ones, and an intermediate effect on common corn ones. The amylose content played an important role in the properties of starch matrices, and consequently the sustained release and rheological behavior of starch tablets.
Article
The ability of a powder to compact into tablets depends on a balance between the plastic deformation and brittle fracture properties of the powder particles. For proper bonding forces, plasticity is necessary to sufficiently reduce the distance between adjacent particles, and brittle fracture is required to reduce sensitivity toward lubricants. Because this balance is not perfect in virtually all materials, modern directly compressible materials are treated and are made up of agglomerates of fine particles produced by granulation, spray drying, or co-processing. Some of these fine particles are plastic, and agglomerate formation introduces brittleness, making tablets both strong and insensitive to lubricants.
Article
This paper evalutes the applicability of Dynamic Mechanical Analysis (DMA) as a tool to explain consolidation and relaxation behaviour of a viscoelastic powder compressed at different speeds. From the DMA-data it is concluded that the material becomes more rigid and more elastic with increasing deformation rates. Compaction of the material at low speed resulted in the formation of tablets with low porosity. This effect is caused by the dominant viscous component, which results in irreversible deformation. Compaction at high speed produced tablets with a higher porosity and a lower strength. This effect is caused by an increased elasticity which results in a considerable volume increase after compression. The tablet porosity after ejection is influenced by both compression and decompression speed. There is, however, a threshold above which the compression speed did not influence tablet porosity. This is in agreement with DMA data, where a limiting value of the viscoelasticity was found at a comparable frequency. In contrast, decompression speed influenced tablet porosity at any compaction speed.
Article
The influence of moisture in pharmaceutical powder compaction is complex. Creep tests and extended Heckel plots were used to examine the effects of moisture on the viscoelastic deformation during compaction of modified starch, an excipient commonly incorporated in pharmaceutical tablets. Test samples of the powder were equilibrated at relative humidities ranging from 0 to 94%. Moisture altered not only the compression behaviour of the material but also its recovery during decompression in the die. Creep analysis enabled the elastic, viscoelastic and viscous compliances of the samples to be quantified separately. Moisture facilitated both elastic and plastic deformation as shown by decreased values of elastic modulus and apparent viscosity. Samples stored at 80% relative humidity formed compacts having optimal mechanical properties measured by the work of failure. Time- dependence of elastic strain was characterized by the time constant of viscoelastic deformation, which was independent of the residual voidage in a compact during creep studies and which exhibited minimum values for samples equilibrated at 22 to 53% relative humidity.
Article
Compacts were formed of three particle size fractions of sodium chloride (425–500, 90–150 and 20–40 αm) at a series of applied pressures. The tensile strength of the compacts was determined directly after compaction and after storage of the compacts in dry air for different periods of time. For compacts formed of the two coarser particles, the compact strength increased during storage and a reduced compact porosity increased the magnitude but decreased the rate of the strength increase. Compacts formed of the smallest particles were mechanically stable during storage irrespective of applied pressure and compact porosity. By stress relaxation measurements it was shown that particles of all three sizes were prone to deform viscous or visco-elastically. However, both porosity-pressure relationships and stress relaxation measurements indicated that particle deformation due to an external applied stress became difficult at low tablet porosities (approx. 5%). Thus, there were differences in the dependence of particle size and compact porosity, between stress relaxation and tablet strength instability. This indicates that time dependent particle deformation is not responsible for the increase in tensile strength of sodium chloride tablets stored in a dry atmosphere.
Article
The tensile strength of powder compacts, in the form of cubical specimens, by direct and indirect methods in the same plane as the direction of compaction and at right angles of this plane was determined. The results show that a powder that undergoes fragmentation during compaction, lactose, forms a compact which has greater homogeneity of strength than a powder which undergoes plastic and elastic deformation, microcrystalline cellulose. Assessing the mechanical strength of this type of specimen can therefore be used to characterize the mechanical properties of powders.
Article
The dependence of tensile strength σ on the porosity P of ceramics is considered, based on recent theories and observations of failure from pores and emanating microstructural cracks. Extensions of a model for such failure based on a colinear array of pore-crack combinations is used to evaluate such σ dependence and its relationship to the porosity dependence of Young's modulus E and fracture energy γ as well as the dependence of strength on the grain size G. It is shown that the porosity dependences of σ, E and γ should usually be similar, as is generally observed. It is also shown that the dependences of σ on both P and G are generally separable even if the sizes of the cracks surrounding the pores are related to G. The concept of pore linkage due to connection by cracks following preferred (mainly grain boundary) paths is introduced, and is suggested to be much more common than pore linkage due to cracking from overlapping stress fields of closely spaced pores.
Article
The tensile and compressive strength of cylindrical compacts of lactose and microcrystalline cellulose has been assessed by diametral compression and axial loading, respectively. The ratio of the compressive to the tensile strength of the specimens indicates that lactose is more brittle in character than microcystalline cellulose. Thus, the test procedure provides a method of characterising the mechanical properties of the powders.
Article
An apparent compressive Young's modulus of elasticity of cylindrical tablets, produced from binary powder mixtures compressed at two tableting rates, was compared with the tensile strength isotropy expressed as the ratio of axial to radial tensile strength. The binary powder mixtures comprised materials which differ in yield pressure and in the extent of elastic deformation, plastic flow and fragmentation during their consolidation. A log-linear correlation was found between the apparent Young's modulus of elasticity of the tablets and the tensile strength isotropy, indicating that they were similarly related to the composition of the tablets. However, some differences in the effect of compression rate were evident. Thus, apparent Young's modulus varied with compression rate, depending on the principal consolidation mechanism of the component materials. In contrast, the tensile strength isotropy was virtually unaffected by an increase in the compression rate except for mixtures of paracetamol with Avicel which showed a slight decrease in isotropy. The tensile strength isotropy — a measure of the interparticle bonding isotropy - of the tablets could be improved by increasing the apparent Young's modulus, through the incorporation of a component, the particles of which undergo fragmentation or possess a high yield pressure.