Elena Simone1,2, Anneke R Klapwijk3, Chick C Wilson4, Zoltan K Nagy5,2. 1. School of Food Science and Nutrition, University of Leeds, Leeds, LS29JT, U.K. 2. Department of Chemical Engineering, Loughborough University, Loughborough LE113TU, U.K. 3. EPSRC Centre for Innovative Manufacturing in Continuous Manufacturing and Crystallisation (CMAC) at the University of Bath, Bath BA2 7AY, U.K. 4. Department of Chemistry, University of Bath, Bath BA2 7AY, U.K. 5. School of Chemical Engineering, Purdue University, West Lafayette, Indiana 47907-2100, United States.
Abstract
Crystal size and shape can be manipulated to enhance the qualities of the final product. In this work the steady-state shape and size of succinic acid crystals, with and without a polymeric additive (Pluronic P123) at 350 mL, scale is reported. The effect of the amplitude of cycles as well as the heating/cooling rates is described, and convergent cycling (direct nucleation control) is compared to static cycling. The results show that the shape of succinic acid crystals changes from plate- to diamond-like after multiple cycling steps, and that the time required for this morphology change to occur is strongly related to the type of cycling. Addition of the polymer is shown to affect both the final shape of the crystals and the time needed to reach size and shape steady-state conditions. It is shown how this phenomenon can be used to improve the design of the crystallization step in order to achieve more efficient downstream operations and, in general, to help optimize the whole manufacturing process.
Crystal size and shape can be manipulated to enhance the qualities of the final product. In this work the steady-state shape and size of succinic acid crystals, with and without a polymeric additive (Pluronic P123) at 350 mL, scale is reported. The effect of the amplitude of cycles as well as the heating/cooling rates is described, and convergent cycling (direct nucleation control) is compared to static cycling. The results show that the shape of succinic acid crystals changes from plate- to diamond-like after multiple cycling steps, and that the time required for this morphology change to occur is strongly related to the type of cycling. Addition of the polymer is shown to affect both the final shape of the crystals and the time needed to reach size and shape steady-state conditions. It is shown how this phenomenon can be used to improve the design of the crystallization step in order to achieve more efficient downstream operations and, in general, to help optimize the whole manufacturing process.
The size and shape of crystals have a
profound effect on the properties of the final solid-form product
as well as on the efficiency of downstream operations. Needles and
plate-like crystals are usually considered undesirable since they
are difficult to filter and suspend in solution. Fine crystals can
also be problematic during filtration despite their faster dissolution
rate.[1−3]Including additives during the crystallization
process can be effective in modifying the shape of the final crystals
and reducing their aspect ratio, producing improved crystal shapes
that enable more effective operation of downstream processes such
as filtration.[4−10] Additives can also be used to enable access to new or elusive polymorphic
forms.[11,12] Polymers may be selected as additives in
preference to the alternative strategy of employing structurally similar
additives because many polymers are generally recognized as safe (GRAS)
compounds, and they cannot easily be incorporated in the crystal structure
as impurities due to their large size.[13−15]Crystal size and
shape can also be manipulated through temperature cycling: heating
and cooling cycles allow dissolution of fines and growth of the larger
crystals;[16−18] temperature cycling was also found to affect the
surface properties of the resulting crystals[19] as well as the degree of solvent inclusion.[20,21] This procedure was applied to both batch and continuous crystallization
processes in a mixed suspension mixed product removal (MSMPR) configuration.[22,23] Furthermore, the presence of regions of heating and cooling in a
plug flow crystallizer was found to prevent fouling as well as improve
crystal size distribution of the final product.[24,25]Prolonged temperature cycling can also have a large impact
on the shape of the original crystals, since different faces of the
same crystal can have different relative growth and dissolution rates.
Consecutive cycles of growth and dissolution can generate shapes that
would be difficult or impossible to obtain by growth alone (e.g.,
linear, natural, or programmed cooling).[26−29] The effect of temperature cycling
on the shape of a single plate-like crystal was modeled and validated
experimentally by Lovette et al. (2012), while Jiang et al. (2014)
and Eisenschmidt et al. (2015) both estimated the growth and dissolution
kinetics using a multidimensional population balance model.[29−31]In the first two studies a converging trend of the aspect
ratio of crystals was experimentally observed during cycling for a
single crystal and a population of crystals in a stirred vessel. However,
experiments were not continued for long enough to observe a cycling
equilibrium. In particular, Jiang et al. (2014) used focused beam
reflectance measurement (FBRM), infrared spectroscopy (ATR-FTIR),
and a particle vision and measurement (PVM) probe to determine the
kinetic parameters during a single experiment in which crystals of
monosodium glutamate were subjected to a deep but short temperature
cycling (only five cycles). A considerable change in the shape of
the crystal was observed together with changes in the FBRM statistics,
but the experiment was stopped before any of them could reach a stable
value.[30]Eisenschmidt et al. (2016)
also optimized the number and amplitude of cycles during the crystallization
process in order to achieve the desired shape of potassium dihydrogen
phosphate (KDP) crystals.[32] Despite the
simplicity of the model, which includes only dissolution and growth,
and the imaging technique used for the estimation of the kinetic parameters,
the study clearly shows how cycles of growth and dissolution can be
used effectively to obtain morphologies that are not attainable by
growth only.In the work presented here, crystals of succinic
acid have been subjected to different temperature cycles until the
oscillating trends of shape and size distributions of the crystals
did not change significantly over a relatively long period of time.
Such a condition was determined using FBRM and PVM statistics as well
as the Raman signal. This paper represents a first attempt to describe
complex crystallization processes that include (1) primary and secondary
nucleation, (2) complete dissolution of fine crystals and Ostwald
ripening, (3) partial, face-specific, dissolution of large crystals,
(4) face specific crystal growth. The result of such a process on
a population of succinic acid crystals is a distinct change in morphology
with the complete disappearance of a main crystallographic face, a
reduction in the total number of suspended crystals, as well as a
considerable increase in their mean size.The effect of the
type of cycling and the presence of a polymeric additive on the final
shape of the crystals and the total time needed to reach the steady-state
conditions was studied in this work. The existence of a practical
steady-state size and shape of succinic acid crystals reached through
temperature cycling was established, at the 350 mL scale. The time
needed to reach this condition during the different types of cycling
and in the presence of Pluronic P123 as a polymer additive was determined
using the PAT tools employed (FBRM, PVM, and Raman spectroscopy),
showing how crystal shape and size of succinic acid can be modified
using a combination of temperature cycling and a polymeric additive.
The results presented in this work can be used for a more efficient
design of industrial batch crystallization processes that enhances
the properties of the final product and reduces its production cost
by specifically tailoring crystal shape and size.
Methodology
Succinic acid and Pluronic P123 were obtained
from Sigma-Aldrich; deionized water (Millipore ultrapure water system)
was used as the solvent for the experiments.Succinic acid (SA)
is a dicarboxylic acid commonly used as a coformer in multicomponent
crystallization of active pharmaceutical ingredients (APIs) as well
as in the food industry.[33] It can exist
in two polymorphic forms, α and β, which are enantiotropically
related. The triclinic α-form can be obtained by solid transformation
from the β-form at temperatures above 137 °C.[34] The monoclinic β-form can be crystallized
from several solvents in different morphologies,[35,36] and is the form studied here. Aqueous crystallization results in
plate-like crystals, whereas crystallization from isopropanol results
in a needle-like morphology.[35−38] Pluronic P123 is a triblock copolymer with blocks
of hydrophilic polyethylene glycol (PEG) sandwiching a hydrophobic
polypropylene glycol (PPG) block.Schematic of
the rig used for the experiments and the CryPRINS software.Solutions of succinic acid in
water (saturation temperature of 20 °C, corresponding to 0.06g/g
water) were heated up to 30 °C to allow complete dissolution
of the solids and then cooled down to 10 °C at a rate of −0.5
°C/min in order to nucleate crystals. The temperature was kept
constant until the total counts/s measured by FBRM reached a stable
value, and, after that, temperature cycling was started. The solution
concentration and cooling rate were chosen after few preliminary experiments
that confirmed that nucleation temperature and crystal shape are not
significantly affected by the rate of cooling at the level of supersaturation used
for the experiments (Supporting Information). Furthermore, a low level of saturation was chosen to minimize
crystal breakage and obtain a regular shape distribution before starting
the temperature cycling.The effects of the cycles’ amplitude,
heating/cooling rates, presence of the additive, and nonfixed cycling
were studied. Experiments in each case were stopped when the statistics
from FBRM and PVM reached fairly constant oscillating values.In order to determine the effect of cycles’ amplitude, a constant
heating/cooling rate of ±0.3 °C/min was used, and three
different cycling amplitudes (4.5, 6, and 7.5 °C) were tested.
The effect of heating/cooling rate was studied by cycling crystals
with 4.5 °C amplitude cycles at rates ±0.1, ±0.3, and
±0.5 °C/min. The 4.5 °C amplitude cycle, with ±0.3
°C/min heating/cooling rate, experiment was then repeated in
the presence of Pluronic P123 at 1:200 and 1:400 w/w polymer/succinic
acid ratios, to investigate the effect of polymer additive on the
resulting crystal morphology.Fixed cycles at different amplitudes
were compared to converging cycles (direct nucleation control, DNC).
The DNC procedure is based on the combined use of FBRM and CryPRINS
to keep the number of crystals in the vessel constant during a batch
cooling crystallization, in order to promote their growth. One of the
statistics (usually total counts/s) measured by the FBRM is sent to
CryPRINS, and temperature is decreased if the measured total counts/s
is lower than the set point range, or increased if it is higher (crystals
in excess are then dissolved). Total counts/s set point, heating and
cooling rates can be selected in CryPRINS. The concept of DNC has
been successfully used for both pharmaceutical and biopharmaceutical
compounds.[17,18,39,40]Two set points were chosen for pure
succinic acid: 50 and 100 #/s based on the number of counts reached
at the steady-state conditions in the fixed-cycle experiments. The
lower set point was also tested in the presence of Pluronic P123 additive
in a ratio of 1:400 w/w to succinic acid. A heating/cooling rate of
±0.3 °C/min was used for the additive experiment, while
a ± 0.2 °C/min rate was applied to the two experiments in
the absence of additive.Samples of 5–6 mL were taken
during the cycles and observed in an optical microscope. Furthermore,
their polymorphic form was checked by Raman microscopy and single
crystal X-ray diffraction was carried out to index the faces of each
analyzed crystal.Face indexing of the crystals was carried
out using a Rigaku Oxford Diffraction (formerly Agilent Technologies)
Xcalibur diffractometer with Mo–Kα (λ = 0.71073
Å) radiation, equipped with an optical camera to select the faces.
The CrysAlisPro 171.37.33 software was used to index the crystal faces.
Mercury 3.5[41] was used to calculate the
Bravais–Friedel–Donnay–Harker (BFDH) morphology
and to determine the molecular arrangement at the facet surfaces.
Results
and Discussion
Initial Cycling Experiment
An aqueous
solution of succinic acid (saturation temperature of around 20 °C)
was heated up until complete dissolution of the solid and then cooled
down to 10 °C at a rate of −0.5 °C/min. After nucleation,
heating and cooling cycles of 4.5 °C amplitude were applied to
the solution for about two consecutive days, until the oscillating
trends for shape and size distributions of the crystals did not change
significantly over a relatively long period of time (around 500 min).
This can be considered a “practical” steady state, and
it was identified by the observation of PVM and FBRM statistics as
well as the Raman signal. This condition will be referred to simply
as “steady-state” in the rest of this paper. The evolution
of the system for longer times (weeks or years of cycling) is not
the aim of this work, and it would likely require the use of simulations
tools, since such long experiments are quite unpractical.Figure a shows the temperature
profile and the total counts/s recorded from FBRM: an oscillating
trend can be observed for the total counts/s indicating the presence
of secondary nucleation during the cooling steps of the cycles, for the whole duration of the experiment. However, secondary nucleation is counterbalanced
by dissolution, growth, and Ostwald ripening which contribute to an
overall decrease in the total counts down to around 50 #/s. The smaller
particles generated by both primary and secondary nucleation are preferentially
dissolved during the heating phases allowing further growth of the
larger ones during cooling. Primary nucleation generates a large amount
of fines that are dissolved and incorporated into the largest crystals
during the cycles in the first 1500–2000 min of the experiment.
This generates a rapid decrease in the number of crystals in solution
and a quick increase in the mean crystal size. Toward the end of the
experiments almost all the fines produced by the initial primary nucleation
have been dissolved and incorporated in the larger crystals; the following
heating steps primarily dissolve fines produced by secondary nucleation.
Dissolution, growth, and secondary nucleation are the main phenomena
in the presented static cycling experiments, while Ostwald ripening
is believed to play only a secondary role. In fact, this phenomenon
becomes relevant at low supersaturations, when nucleation is not predominant
anymore;[42,43] the presence of temperature cycles that
periodically create high supersaturation as well as secondary nucleation
distances the studied system from this condition. Furthermore, when
a narrow size distribution with large mean size is achieved, Ostwald
ripening is practically negligible.[44]
Figure 2
(a)
Total counts/s from FBRM and (b) Raman signal for a cycling experiment
(4.5 °C amplitude and no additive).
(a)
Total counts/s from FBRM and (b) Raman signal for a cycling experiment
(4.5 °C amplitude and no additive).These considerations are confirmed by the trends for both PVM and
FBRM main statistics, shown in Figure a,b. Total counts/s and fines counts (1–10 μm
chord length) are shown together with the mean of the chord length
distribution (CLD) and the mean of the square weighted chord length
distribution (SWCLD). While the counts of fines and total particles
is decreasing, the means of the CLD and the SWCLD are increasing as
a result of the growth of the succinic acid crystals. It is worth
noting that the trends from the two instruments are very similar,
and the data from the PVM presents relatively small noise compared
to other systems tested with the same probe.[45,46]
Figure 3
(a, b) Comparison between FBRM and PVM statistics for
the same cycling experiment (4.5 °C amplitude and no additive).
The difference in scale in the two graphs is due mainly to the different
size of the focusing area for the two instruments. Furthermore, in
order to improve the quality of the PVM images a plastic lid is normally
inserted at the end of the probe to reflect the light back to the
camera. The presence of this obstacle decreases the number of particles
that this probe can measure compared to FBRM.
(a, b) Comparison between FBRM and PVM statistics for
the same cycling experiment (4.5 °C amplitude and no additive).
The difference in scale in the two graphs is due mainly to the different
size of the focusing area for the two instruments. Furthermore, in
order to improve the quality of the PVM images a plastic lid is normally
inserted at the end of the probe to reflect the light back to the
camera. The presence of this obstacle decreases the number of particles
that this probe can measure compared to FBRM.Figure b
shows the trend of two Raman peaks, one for the solute (840 cm–1) and one for the solid particles (937 cm–1). Second derivative and smoothing were applied to all Raman spectra
for a better peak identification. While the intensity of the solute
peak oscillates between the same minimum and maximum values, the peak
corresponding to the solids decreases over time even though it continues
to oscillate. During the cycles the number of particles decreases
while their size increases as a result of the dissolution of the fine
particles. Clearly, the intensity of the solid peak is inversely proportional
to the size of the particles and/or directly correlated to their number.
While it is easy to understand the effect of cycling on the size and
number of the crystals by observing the PVM and FBRM statistics, obtaining
quantitative information on the change in crystal shape for this system
is not possible.PVM images can give an indication of a change in shape of
the crystals, as shown in Figure : crystals move from irregular plates to a tridimensional
diamond shape. This change indicates that the heating steps contribute
to both the complete dissolution of fine crystals produced by primary
and secondary nucleation as well as partial dissolution of the larger
particles, which allows the observed morphology evolution.
Figure 4
PVM images
of succinic acid crystals during the temperature cycling experiment
with 4.5 °C cycling amplitude and ±0.3 °C/min heating/cooling
rates. Images taken at (1) 100 min after initial cooling to 10 °C;
(2) 210 min, heating step; (3) 360 min, heating step; (4) 660 min,
heating step; (5) 915 min, heating step; and (6) 1070 min, cooling
step.
PVM images
of succinic acid crystals during the temperature cycling experiment
with 4.5 °C cycling amplitude and ±0.3 °C/min heating/cooling
rates. Images taken at (1) 100 min after initial cooling to 10 °C;
(2) 210 min, heating step; (3) 360 min, heating step; (4) 660 min,
heating step; (5) 915 min, heating step; and (6) 1070 min, cooling
step.Furthermore, microscopic images
of the crystals extracted during the cycling are shown in Figure : the shape is initially
plate-like, but it gradually converts to diamond-like. The diamond
crystals are easier to filter and present a higher uniformity in shape
compared to the particles obtained before cycling.
Figure 5
Microscopic images of samples at (1) 120 min, constant
temperature at 10 °C; (2) 270 min, heating step; (3) 425 min,
cooling step; (4) 1260 min, cooling step; (5) 1600 min, cooling step;
(6) final crystals after cooling (2990 min).
Microscopic images of samples at (1) 120 min, constant
temperature at 10 °C; (2) 270 min, heating step; (3) 425 min,
cooling step; (4) 1260 min, cooling step; (5) 1600 min, cooling step;
(6) final crystals after cooling (2990 min).Since it
is difficult to determine the exact crystal morphology by examining
two-dimensional images, the faces of few filtered and dried crystals
from the experiments were indexed thus studied using single crystal
X-ray diffraction.The result of face indexing a diamond shaped succinic acid
crystal is shown in Figure . The same figure also shows the face indexing of an early
nucleated plate-like crystal for comparison. It is evident that cycling
promotes the growth of the (110) and (11̅0) faces over the (100)
face which is prominent in the plate-like crystals that nucleated
before cycling. The (100) face intercepts chains of succinic acid
molecules linked by carboxylic acid dimers; it is, therefore, a polar
face with which water easily interacts. That explains why this face
is normally prominent in the succinic acid crystals nucleated and
grown in water. Temperature cycling seems to help in overcoming the
inhibiting effect of the solvent on the growth of the (100) face.
Figure 6
Change
in morphology of succinic acid crystals during temperature cycling.
Change
in morphology of succinic acid crystals during temperature cycling.While the plate-like shape with
predominant (100) face has often been found as the most common morphology
for succinic acid crystals grown from water via both experiments[33,35,38] and modeling work,[28,36,37] diamond shaped crystals of succinic
acid obtained from water have never been observed before.In addition, it is interesting to note that the final steady-state
shape produced from the temperature cycling experiments presented
here is more comparable with the equilibrium shape calculated by the
Bravais–Friedel–Donnay–Harker (BFDH) approach
(shown in Figure )
than the morphology produced in the absence of temperature cycling.
While the (100) face is present in the BFDH model, it is less dominant
and the (110) and (1̅10) faces featured in the crystals produced
from temperature cycling are also present.
Figure 7
BFDH calculated
morphology of β-succinic acid.
BFDH calculated
morphology of β-succinic acid.
Different Amplitudes Cycling
Three different cycling amplitudes (4.5, 6, and 7.5 °C) were
tested using a heating/cooling rate of ±0.3 °C/min. Figure shows the final
shape of the crystals obtained during the three runs as well as the
trends of the total counts/s over time.
Figure 8
(a) Trends of the total
counts/s (values normalized to 1) for cycling experiments at different
cycle amplitudes; crystals obtained at the end of experiments (cooling
step) at (b) 4.5 °C amplitude cycling (2990 min); (c) 6 °C
amplitude cycling (1470 min); and (d) 7.5 °C amplitude cycling
(1500 min).
(a) Trends of the total
counts/s (values normalized to 1) for cycling experiments at different
cycle amplitudes; crystals obtained at the end of experiments (cooling
step) at (b) 4.5 °C amplitude cycling (2990 min); (c) 6 °C
amplitude cycling (1470 min); and (d) 7.5 °C amplitude cycling
(1500 min).All crystals have the
same diamond shape at the end of the experiments despite the different
operating conditions. The time required to obtain a stable oscillating
trend of the total counts/s seems to increase with decreasing the
amplitude of the cycles; larger cycles of heating and cooling allow
a faster dissolution of the small particles and a quicker adjustment
to the steady-state shape. An increase in the maximum number of counts during the oscillations for the cooling phases in the cycling experiments at 7.5
°C amplitude; this is due to both secondary nucleation of new
small particles and partial sedimentation of the bigger crystals,
which tend to “expose” the smaller crystals to the FBRM
laser beam. Fouling on the probe has to be excluded in this case since
the trend of the total counts/s recorded with the PVM was similar
to that from the FBRM and images did not show any sticking particles
on this probe. Furthermore, several fines particles can be observed
in the PVM images toward the end of the experiment.
Different Cooling/Heating
Rate
The effect of different heating/cooling rates on the
shape of the succinic acid crystals and the time to reach a steady-state
condition was evaluated by three temperature cycling experiments at
±0.1, ±0.3, and ±0.5 °C/min. Figure shows the results for the
three experiments; the time needed to reach the steady-state condition
is determined by the observation of the Raman signal of the peak for
solid succinic acid, shown in Figure a. Faster rates allow a constant oscillating value
to be reached more quickly; at ±0.5 °C/min only 1500 min
are needed to reach a stable Raman signal, while it takes over 4000
min if the cycling rates are ±0.1 °C/min. However, the microscopic
images of the three samples (Figure b–d) show considerable differences in the shape
of the crystals and, in particular, in its homogeneity.
Figure 9
Effect of temperature
cycling at different heating cooling rates: (a) Raman signal for the
solid peak of succinic acid for temperature cycling experiments at
±0.1, ±0.3, and ±0.5 °C/min; (b) microscopic images
of crystals obtained after cycling at ±0.1 °C/min; (c) microscopic
images of crystals obtained after cycling at ±0.3 °C/min;
(d) microscopic images of crystals obtained after cycling at ±0.5
°C/min.
Effect of temperature
cycling at different heating cooling rates: (a) Raman signal for the
solid peak of succinic acid for temperature cycling experiments at
±0.1, ±0.3, and ±0.5 °C/min; (b) microscopic images
of crystals obtained after cycling at ±0.1 °C/min; (c) microscopic
images of crystals obtained after cycling at ±0.3 °C/min;
(d) microscopic images of crystals obtained after cycling at ±0.5
°C/min.Particles obtained at
faster heating/cooling rates (Figure d) have a more irregular diamond shape compared to
those obtained at slower rates (Figure b,c). It is likely that the fast cycling does not allow
enough time for the rearrangement of the shape (especially for larger
particles) resulting in inhomogeneity within the crystals population.The slight shift in the Raman signal for the experiment at rates
of ±0.5 °C/min is due to an involuntary change in the position
of the Raman probe within the vessel which did not influence the Raman
signal from the solute.
Effect of the Additive on the Steady-State
Conditions
The effect of the polymer additive Pluronic P123
on the shape of succinic acid crystals during cycling experiments
was also tested.Figure b–d shows images of the crystals obtained at the end
of cycling experiments both in the absence of additive and in its
presence, at weight ratios of 1:200 and 1:400 over the total succinic
acid in the vessel. The steady-state shape in the presence of the
additive is rod-like in contrast to the diamond shape obtained without
additive. Figure a shows the trends for the normalized Raman solid peak intensity
during the experiments conducted at different concentrations of polymer:
the time necessary to reach a steady state condition is longer in
the presence of the additive. The difference in shape and the longer
time needed to stabilize the Raman signal is due to the inhibiting
effect of Pluronic P123 on the growth of succinic acid, which has
been observed elsewhere,[38] where the effect
on particle morphology of differing concentrations of both succinic
acid and polymer was studied. It is worth noting that this polymeric
additive is able to modify the shape of succinic acid without being
incorporated in the crystal structure as shown in the same work.[38]
Figure 10
(a) Trends of the Raman peak related to solid succinic
acid (values normalized to 1) for cycling experiments at different
additive concentrations; (b) crystals obtained at the end of the cycling
experiment in the absence of additive (2980 min); (c) crystals obtained
at the end of the cycling experiment with 1:400 additive/SA weight
ratio (4390 min); and (d) crystals obtained at the end of the cycling
experiment with 1:200 additive/SA weight ratio (4610). The trends
were stacked in the plot to avoid overlapping of signals.
(a) Trends of the Raman peak related to solid succinic
acid (values normalized to 1) for cycling experiments at different
additive concentrations; (b) crystals obtained at the end of the cycling
experiment in the absence of additive (2980 min); (c) crystals obtained
at the end of the cycling experiment with 1:400 additive/SA weight
ratio (4390 min); and (d) crystals obtained at the end of the cycling
experiment with 1:200 additive/SA weight ratio (4610). The trends
were stacked in the plot to avoid overlapping of signals.The two experiments
conducted in the presence of additive present interesting trends of
the total counts/s, CLD and FBRM statistics because of secondary nucleation
and growth in length of the rod-like crystals. The full set of data
and detailed explanation is shown in the Supporting Information (SI2).Figure shows the evolution of the crystals during
the cycling experiment conducted at a 1:400 w/w ratio of additive
over succinic acid. The size of the particles clearly increases but
the shape does not seem to change while cycling; crystals remain rod-like
during the whole experiment. The presence of the additive prevents
the shape evolution of succinic acid crystals into diamonds during
the temperature cycling.
Figure 11
Microscopic images of
samples during the cycling experiment performed in the presence of
1:400 additive/SA weight ratio; (a) initial crystals before cycling,
collected at constant temperature of 10 °C (0 min); (b) heating
step (1045 min); (c) heating step (1480 min); and (d) final crystals,
cooling step.
Microscopic images of
samples during the cycling experiment performed in the presence of
1:400 additive/SA weight ratio; (a) initial crystals before cycling,
collected at constant temperature of 10 °C (0 min); (b) heating
step (1045 min); (c) heating step (1480 min); and (d) final crystals,
cooling step.Figure shows the results of the face indexing: the presence of the
additive inhibits growth of the crystals in the direction perpendicular
to the (111) and (11̅1) faces, resulting in a rod-like shape
with the elongation along the crystallographic a-axis.
Figure 12
Change in succinic acid morphology of succinic
acid in the presence of an additive (Pluronic P123).
Change in succinic acid morphology of succinic
acid in the presence of an additive (Pluronic P123).
Convergent Cycling (DNC)
Automated temperature cycling of
decreasing amplitude, based on the value of the total counts/s recorded
from FBRM (direct nucleation control, DNC), was also applied to the
growth of succinic acid crystals.This strategy was tested to investigate
whether it is possible to obtain diamond shaped crystals with a large
mean size, similar to what was observed in the static cycling experiments,
but in less batch time.The DNC is designed to keep the total
counts/s at a specific set point by alternating heating cycles, which
dissolve the fine particles and reduce the counts/s, and cooling cycles,
which allow growth of the larger crystals as well as potential nucleation
that leads to increase in the counts/s.Two set points of 50
and 100 #/s were chosen based on the values of the total counts/s
at stationary conditions, determined in the experiments presented
in the previous sections (see Figure a). Figure shows the temperature profile, the trend for the total
counts/s and the mean of the SWCLD for three different
experiments. Figure a shows the results for the experiment carried out in the absence
of additive and with a total counts/s set point of 100 #/s. The experiment
shown in Figure b was conducted without Pluronic P123 present and at a set point
of 50 #/s, while for the experiment of Figure c a weight ratio polymer/succinic acid of
1:400 was used. As expected a lower set point required a longer batch
time, and a higher number of temperature cycles was reached (six cycles
with set point 100 #/s versus nine cycles with set point 50 #/s).
Figure 13
(a) Direct nucleation control (DNC) experiment
with set point 100 #/s, no additive, and heating/cooling rate ±0.2°12C/min;
(b) DNC experiment with set point 50 #/s, no additive, and heating/cooling
rate ±0.2 °C/min; (c) DNC experiment with set point 50 #/s,
with additive in 1:400 ratio, and heating/cooling rate ±0.3 °C/min.
(a) Direct nucleation control (DNC) experiment
with set point 100 #/s, no additive, and heating/cooling rate ±0.2°12C/min;
(b) DNC experiment with set point 50 #/s, no additive, and heating/cooling
rate ±0.2 °C/min; (c) DNC experiment with set point 50 #/s,
with additive in 1:400 ratio, and heating/cooling rate ±0.3 °C/min.Comparing Figure b,c it is evident that, in the presence of the additive, more cycles
are required to reach the same total counts/s set point (16 cycles
versus 9). This is due to the inhibiting effect of the polymer on
the growth of succinic acid crystals.[38] The total time necessary to reach the total counts/s set point is
considerably lower than the time needed to reach stationary conditions
with cycles of fixed amplitude. However, the final shape of the crystals
is still plate-like (without polymer) and rod-like (with polymer)
rather than diamond-like, as shown in Figure .
Figure 14
(a)
Microscopic image of crystals obtained from direct nucleation control
(DNC) experiment with set point 100 #/s and no additive; (b) microscopic
image of crystals obtained from DNC experiment with set point 50 #/s
and no additive; (c, d) microscopic images of crystals obtained from
DNC experiment with set point 50 #/s and additive in a 1:400 ratio.
(a)
Microscopic image of crystals obtained from direct nucleation control
(DNC) experiment with set point 100 #/s and no additive; (b) microscopic
image of crystals obtained from DNC experiment with set point 50 #/s
and no additive; (c, d) microscopic images of crystals obtained from
DNC experiment with set point 50 #/s and additive in a 1:400 ratio.Figure a,b shows the crystals obtained at the end
of the two DNC experiments carried out without additive. Crystals
grew larger and more homogeneous in shape compared to the early nucleated
crystals, but they still preserve mainly a plate-like shape (few diamond
shaped crystals were identified in the samples taken during the experiment
with 50 #/s set point). The shape of the crystals nucleated in the
presence of the polymer is rod-like, as observed in the previous runs.
It is clear that, despite reaching the target total counts/s in less
time compared to the static cycling experiments (Figures a, 8a, and 9a), the DNC strategy could not allow
a uniform diamond shape to be obtained, as observed in the static
cycling experiments. In order to reach this morphology, further temperature
cycling had to be applied to the crystals while still in suspension.Figure shows a few particles obtained after DNC
at 50 #/s set point followed by temperature cycling between 8.5 and
16 °C at a heating/cooling rate of ±0.3 °C/min for
28 h. Only the addition of temperature cycling after DNC allows the
diamond shape to be reached uniformly in the whole crystal population,
indicating that it is not possible to obtain the steady-state shape
by forcing the counts to decrease to their steady state value using
the feedback strategy alone.
Figure 15
(a–d) Microscopic images of crystals
obtained after direct nucleation control with set point 50 #/s followed
by cycling between 8.5 and 16 °C at a heating/cooling rate of
±0.3 °C/min for 28 h.
(a–d) Microscopic images of crystals
obtained after direct nucleation control with set point 50 #/s followed
by cycling between 8.5 and 16 °C at a heating/cooling rate of
±0.3 °C/min for 28 h.
Conclusions
Temperature cycling can modify the shape
and size of succinic acid crystals until a steady-state condition
(that can be detected using PAT tools) is reached. The type of cycling
and the presence of additives can dramatically change the characteristics
of the particles at steady-state condition as well as the time necessary
to reach them.In the absence of an additive the shape of succinic
acid crystals moves from plate-like, just after nucleation, to a diamond
shape after temperature cycling. Both PVM and FBRM statistics change
during the cycling and tend to reach steady-state values, which can
help determine the time of the transient state. In the presence of
Pluronic P123, succinic acid crystals do not change their shape during
cycling but they increase in size. Particles remained rod-like during
the whole process but grew until they reached a steady-state size
distribution, detectable by both PVM and FBRM statistics.It
was found that increasing the amplitude of the cycles or the heating/cooling
rates decreases the time necessary to reach a steady-state condition.
However, imposing converging cycles by DNC modified the size but not
the shape of the crystals, indicating the need for longer times for
the evolution of the shape.The ability to control the shape
of the particles at the end of a crystallization process is essential
for the improvement of downstream processes such as filtration, washing,
and drying. The results of this work show how crystal shape can be
modified by changes in temperature as well as by additives that are
not incorporated in the solid.[38] This gives
a further strategy that can produce optimized particles without compromising
the purity of the final product, offering routes to optimize successive
unit operations in a process and achieve a higher quality product.
Authors: Richard Dowling; Roger J Davey; Robin A Curtis; Guangjun Han; Sendhil K Poornachary; Pui Shan Chow; Reginald B H Tan Journal: Chem Commun (Camb) Date: 2010-07-02 Impact factor: 6.222
Authors: Rahimah Othman; Goran T Vladisavljević; Elena Simone; Zoltan K Nagy; Richard G Holdich Journal: Cryst Growth Des Date: 2017-11-13 Impact factor: 4.076
Authors: Zhuang Sun; Justin L Quon; Charles D Papageorgiou; Brahim Benyahia; Chris D Rielly Journal: Cryst Growth Des Date: 2022-07-19 Impact factor: 4.010