Mo
Jiang
*ab and
Richard D.
Braatz
a
aDepartment of Chemical Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, E19-551, Cambridge, MA 02139, USA
bDepartment of Chemical and Life Science Engineering, Virginia Commonwealth University, Richmond, VA 23219, USA. E-mail: mjiang3@vcu.edu; Tel: +1 804 827 4001
First published on 29th April 2019
Crystallization is an effective, low-cost purification & formulation process widely applied to pharmaceuticals and fine chemicals. This review describes recent advances in research on lab-scale solution-based continuous crystallization, including (1) a 5-step general design procedure; (2) key design/operational parameters; (3) process intensification strategies; and (4) a case study. The continuous crystallizers reviewed include mixed-suspension mixed-product removal, fluidized beds, oscillatory baffled flow, and tubular laminar/segmented/slug-flow crystallizers. Their corresponding design and operational considerations are summarized in terms of general parameters (e.g., residence time), and crystallizer-specific parameters and strategies (e.g., mixing strategies). In-line nucleation and crystal modification methods are categorized, including use of micromixers, wet milling, ultrasonication, temperature cycling, and recycling selection (filtration, sedimentation). Throughout the article, links are drawn with extensive existing knowledge of batch crystallizers, to facilitate the understanding and design of continuous crystallizers.
Successful designs of continuous crystallization process are almost always based on good understanding of batch processes. For example, most existing crystallizations in the pharmaceutical industry are batch or semibatch,4,5,15,16 with significant existing expertise and knowledge on equipment design, process monitoring/control, and training of operating personnel. Batch crystallizers also handle process startup and control better, with flexible seeding choice, and less potential of clogging or fouling. Batch crystallizers are suited for slow to medium nucleation and growth kinetics. This article also discusses how to combine the strengths of both batch and continuous crystallizers, in section 2 (steps 2 and 3), sections 3 and 4 (the development of several continuous crystallizers and seeding methods), section 5 (the choice of crystallizer configuration for the case study), and section 6 (outlook).
Section 2 describes a 5-step design procedure (Fig. 1a) for continuous crystallizers based on the authors' own experience: (1) design the product specifications (e.g., solid forms) and process requirements (e.g., yield, residence time); (2) carry out batch crystallization experiments to obtain preliminary values of thermodynamic and kinetic parameters in step 1; (3) select the operational mode (batch or continuous) based on the requirements and characteristics in steps 1 and 2; (4) select the continuous crystallizer configuration based on steps 1–3 (e.g., stirred tank, column, or tube geometry, details in section 3), together with configuration-specific parameters (Table 1); and (5) design and improve the details for the selected crystallizer configuration, including seeding strategies (section 4) and all parameter values in steps 1–4. The steps 1–3 are applicable to the design of any crystallizer, whereas steps 4 and 5 are focused on continuous designs (with the same underlying principles applicable to both batch and continuous crystallization). As with any other guide, this approach serves as a starting point for suitable design and selection, and aims to inspire continuous improvement and new procedures.
Fig. 1 (a) Five steps (green box, justified in section 1) and corresponding key considerations (black bulleted lists) for continuous crystallizer design. The crystallizer design and improvement (steps 4 and 5) are further elaborated in sections 2 to 5. (b) Stirred-tank and tubular-flow categorization of continuous crystallizer configurations. Due to the page limit, only partial images of representative configurations are listed and shown here. The full images of each configuration are detailed in later figures (figure numbers labelled). Modified with permission from ref. 10, 14, 29, 41, 43, 53, 82 and 86, Copyright 2010, 2011, 2012, 2014, 2015 American Chemical Society, ref. 7, 30, 34, 35, 46, 72 and 77, with permission from Elsevier, and ref. 17 and 108, with permission from Wiley, respectively. Key qualities for these crystallizer configurations are compared in Table 1, with parameters summarized. |
Continuous crystallizers | MSMPRs | Fluidized bed crystallizers | Oscillatory baffled crystallizer | Unbaffled tubular flow crystallizers | Slug/segmented flow crystallizers |
---|---|---|---|---|---|
Crystallizer geometry | Tank | Conical shape tube | Baffled column/pipe | Tube | Tube |
Mixing strategy | Mechanical stirrer | Inlet slurry flow from bottom up | Oscillatory flow through baffled pipe | Inside tubing (static mixer, rotating cylinder, membrane hollow fiber), or coil tubing | Intrinsic recirculation within slugs |
Example process and/or equipment images | Fig. 2a–e | Fig. 2f | Fig. 3a and b | Fig. 3c–f | Fig. 4 |
Residence time examples | Residence time,65 flow rate53 | Feed/seed flow rate46 | Feed/seed flow rate,40,43 oscillatory Reynolds number40,43 | Residence time,9,80,81 total flow rate41,79,84,85 | Residence time,9,95 flow rate (or tubing length) |
Configuration-specific parameters | Stage volume,50,60 recycle ratio50,59 stirrer agitation rate53 (shear rate) | Recirculation velocity,16 collection height46 | Oscillation amplitude, baffle number,40 baffle spacing, open cross-sectional area,43 oscillatory frequency40 | Crystallizer/reactor temperature,81 anti-solvent injection points,41 cylinder rotation speed,82,83 membrane pore size,84,85 flow inverter designs91 | Slug size,10 segmenter configuration,17 in-line seeding (e.g., sonication amplitude,14 micromixer configuration10) |
Section 3 reviews the main classes of lab-scale continuous crystallizer configurations (Table 1 and Fig. 1b) studied since the last decade, with mixing strategies and key parameters categorized (Table 1). These crystallizers include: (a) multi-stage MSMPR crystallizers; (b) fluidized bed crystallizers; (c) baffled tubular crystallizers (aka oscillatory flow crystallizer); (d) unbaffled tubular crystallizers, with mixing enhancers (e.g., static mixers) inside or coiled tube; and (e) segmented/slug flow crystallizers. While many of the tubular continuous crystallizers were called “plug flow crystallizer” in existing literature, this review distinguishes them based on key design and physical features (e.g., flow or mixing). In addition, comparison and description are included for those continuous crystallizers with a batch mode (e.g., baffled tubular crystallizers) or batch-similar equipment (e.g., MSMPRs). The corresponding design and operational variables for all continuous crystallizers are summarized into general parameters (residence time) and crystallizer-specific parameters and mixing strategies. The parameters listed in Table 1 are mainly for residence time (flow rate) and mixing, both of which directly affect kinetics, with detailed analysis in section 3 on corresponding crystallizer configurations. The parameters that affecting process yield (solubility-based) are also important, such as the temperature and concentration sets,10 solvent to anti-solvent ratio, or reactant ratio.17 But these parameters have been well reviewed in crystallization textbooks/literature and discussed in step 2 of section 2, and not listed specifically in Table 1.
Section 4 focuses on seeding strategies in continuous flow. As with batch crystallizers, seeding can reduce the maximum supersaturation level needed for nucleation18 and facilitate better product quality (e.g., higher purity and less aggregation). Based on existing practice, the strategies are categorized for seed generation, addition, and (optional) treatment, with two modes each: discrete (off-line) and continuous (in situ). Five in-line methods are elaborated, with principles and design/operation parameters in Table 2: micromixers, wet milling, ultrasonication, temperature cycling, and recycling selection method (filtration, sedimentation). All methods for the continuous mode can be used in an off-line or batch mode. The direct feedback control of nucleation in microscale flow can be more challenging than in batch crystallizers: the smaller volume makes the crystallizer less feasible for sensor installation. Also, while low supersaturation can evidently increase nucleation induction time, high supersaturation may promote undesired nucleation and even aggregation (and clogging). A more realistic goal is to be able to tune nucleation rate and crystal sizes in flow, through which to indirectly control the crystal number density and size distribution. Multiple in-line methods can also be used simultaneously on the same continuous crystallizer, such as in the case study in the next section.
In-line methods | Micromixers | Ultrasonication | High-shear wet milling | T cycling | Recycling selection method |
---|---|---|---|---|---|
Physical principle | Momentum of mixing streams8,28 | Accelerate nucleation and crystal breakage | High shear for crystal fracture and nucleation | Temperature-dependent solubility | Size-dependent permeability or sedimentation |
Crystal size change | + | −/− | +/− | +/− | +/− |
Representative lab equipment | Micromixers | Sonicators | Rotor stator mixers | Temperature control units | Filters, columns |
Equipment configurations | Jet/vortex/grid mixers (Fig. 4c and 5a–c) | Sonication probe (Fig. 6), sonication bath (Fig. 4b) | Mill head124 (Fig. 7) or tooth geometry (coarse, medium, fine, multi-stage) | Crystallizer jacket (Fig. 2a and b), circulation bath (Fig. 4b and c), heat exchanger (Fig. 3a and b) | Filters (Fig. 2d) (glass filter,64 filter paper, membranes), column (Fig. 2e) |
Parameter examples | Linear velocities7,42 (or flow rates29) Reynolds number105,108–110 Damkohler number,108,110 jet geometry (jet angle and internozzle spacing),28,42,105,108,110 seed load9,29 | Amplitude (energy, intensity),14,114,120,140,141 sonic exposure time12 (flow rate), frequency13 | Tip/rotational speed,54,122,124 turn over (or cycle) number and/per residence time55,124,126 | Residence time,10,104 T range and ramp,10,104 T cycle number104 | Recycle ratio,63,64 MSMPR recycle stage, flow rate, filter properties59 (MW cut off, hydrophobicity), seed size46 |
Continuous crystallizer examples | Tubular crystallizers (Fig. 3 and 4) | Tubular crystallizers (Fig. 4), fluidized bed (Fig. 2f) | MSMPR (Fig. 2c) | All (Fig. 2–4) | MSMPR (Fig. 2c–e), fluidized bed (Fig. 2f) |
Section 5 is a case study that further describes the procedure and strategies in sections 2–4, using a proof-of-concept millifluidic design for continuous cooling crystallization of a model compound, with multiple in-line methods for focused nucleation and crystal treatment. To avoid repetition with existing case studies of well-developed reactors/crystallizers and/or model compounds (e.g., in section 3 and references thereof), this case study is on cooling crystallization of an organic molecule, L-asparagine monohydrate (LAM), in gas–liquid segments/slugs at mesoscale. The development and application of segmented/slug flow in process crystallization are currently at an early stage, but the physical phenomena have been quickly recognized and adopted in microfluidic reactions, and increasingly in larger scales, to control quality of nanoparticles and/or nanocrystals.19–26 The slug flow tubular crystallizer also maintains useful operational properties of both batch (e.g., less clogging) and continuous crystallizers (e.g., scale up27), and improves crystal qualities in flow. Nucleation and growth subprocesses are uniquely controlled, by generating a localized region with high supersaturation, while reducing the overall supersaturation for the whole crystallizer.28 The solution is only in contact with tubing to minimize contamination.28 Detailed design process with key experimental details and pitfalls are included to accelerate further improvement and optimization. Besides LAM, other model compounds were also demonstrated in cited references for slug flow crystallizers, such as acetylsalicylic acid29 and succinic acid.30
Section 6 provides an outlook on the design of continuous crystallizers, including some ideas on where the field is probably going, how the process requirement is going to change, and other helpful elements such as process intensification strategies and process control.
Step 2 is to collect thermodynamic and kinetic data. A large number of parallel small-scale screening experiments should be carried out to select the solvent(s), the compound composition31 (e.g., single component or cocrystal34), and the specific polymorphic form.35 These screening experiments enable the exploration of a wide range of solvents, solvent mixtures, evaporation rates, cooling rates, and pH shifts. Although such data collection can be carried out in continuous flow,5 batch screening experiments are much more efficient in materials use.36,37 The data from these screening experiments should be reviewed to identify any potential processing issues such as aggregation, solvent inclusions, or undesired crystal shapes.33 Detailed process technology for solid form selection and generation has been well reviewed.5,15,35
Then the solubility is better quantified, again usually in batch crystallizers.38 The solubility profile is used to choose the crystallization methods, including cooling, evaporation, anti-solvent (“drowning-out”), pH shift, or reaction (“precipitation”) crystallizations. For example, cooling crystallization requires strong temperature-dependence of solubility. Anti-solvent, pH shift, and reaction have to consider possible non-ideal mixing of solutions of different compositions. Sometimes several methods are combined (e.g., cooling followed by anti-solvent or evaporation), usually for the purpose of increasing yield.5,16,39 The yield can be estimated by the solubility difference between starting and ending conditions in the crystallizer. Note that solubility is affected by the impurity profile in the solvent, which at the early stage can be very different from the final manufacturing process.33
Step 3 is to select the operational mode for the process scale, that is, batch/semi-batch or continuous. The preferred operational mode depends on the goals in step 1 – especially on purity, yield, and throughput – together with operational considerations. The advantages for batch and continuous crystallizers have been compared in section 1. The former has been thoroughly reviewed elsewhere,4,5,15,16 and the latter is described in this article such as in step 4. Many times business decisions play an important role, such as deadlines and/or staff recruitment/training time.
Crystal properties such as solid forms and purity largely depend on the operational trajectory on the crystallization phase diagram. The operational trajectory indirectly specifies the time or spatial profile of supersaturation, by specifying the time or spatial profile of temperature (using tanks10 or water jackets40), solvent/anti-solvent ratio,41 and/or the amount of solvent evaporated.4,16 Operational trajectories of low supersaturation (e.g., the solution concentration near the solubility curve) tend to produce crystals of the highest molecular purity. Operational trajectories of high supersaturation can be allowed when the molecular impurities have a low tendency to be incorporated into the crystals. High supersaturation not only promotes nucleation and growth,4,16 but also possible agglomeration,31 or even the formulation of a liquid–liquid dispersion.39 The maximum theoretical yield of a continuous crystallization process is the same as a batch process with the same beginning and end conditions (e.g., temperature and/or composition, and concentration). Usually it is desired to maximize the yield, while maintaining acceptable crystal characteristics42 within the operation limit, such as preventing undesired solvent evaporation and boiling,42 and compound decomposition at high temperatures. A poorly designed continuous crystallizer can reduce the yield, such as by fouling (e.g., early precipitation) on the interior walls of tubular crystallizer or having the solution leaving the crystallizer still being supersaturated.
As with any technology, continuous crystallizers have their own intrinsic challenges to solve. For example, if the main objective was to control the crystal size distribution, then ideal tubular plug flow with a uniform velocity profile is desired,43 due to its consistent hydrodynamics and enhanced heat/mass transfer from strong radial mixing and negligible axial mixing, and a nonzero velocity close to the wall reduces the potential for fouling and clogging. In reality, the velocity profile in a tube/pipe is parabolic, which can result in a very wide residence time distribution:44 some crystals in the tube center quickly move through the tube and are smaller, whereas some crystals near the walls tend to stay in the tube for very long times and grow, and/or even foul or clog the tube. Tubular crystallizers investigated in recent years have been designed to approach ideal plug flow while being practically implementable, as reviewed in section 3.
Step 4 is to select a continuous crystallizer configuration and corresponding parameters. Crystallizers in research laboratories (Table 1) can be roughly placed within one of two categories (Fig. 1b): mixed tanks and plug-flow-like tubular crystallizers. General advantages of these crystallizer are summarized here, with descriptions and parameters detailed in section 3 for further information.
Mixed-tank crystallizers have the advantages of (i) longer residence time and higher spatially averaged crystal area, which allows operation at lower supersaturation and so higher molecular purity, and (ii) easier to reconfigure existing batch/semibatch crystallizer equipment, at least for some designs. The use of multiple stages allows the supersaturation to be nearly zero at the exit of the last mixed tank, which maximizes the yield. The simplest mixed-tank design, known as mixed-suspension mixed-product removal (MSMPR, Fig. 2a–e), uses an appropriate designed mixer to provide sufficient mixing that the slurry is nearly spatially homogeneous in each tank, so that slurry that continuously leaves each tank has the same crystal size distribution as the spatially averaged CSD. MSMPRs are simple crystallizers to build and model. An alternative mixed-tank design is the fluidized bed crystallizer (Fig. 2f), which uses an uplifting fluid flow to suspend the crystals and generate mixing. The lack of a mixing blade reduces fluid shear and crystal breakage,45,46 and the extent of mixing can be tuned by varying the aspect ratio of the bed and the rate in which liquid is recycled through the column. The fluidized bed crystallizer can be designed so that the larger crystals can be preferentially removed, which results in a narrower product crystal size distribution than achievable using an MSMPR.
Fig. 2 (a) Two configurations of two-stage MSMPR that allow cooling, anti-solvent, and combined crystallization.6 All vessels have controlled temperature for cooling. Reprinted with permission from ref. 6, Copyright 2012 American Chemical Society. (b) Two-stage MSMPR combining anti-solvent crystallization and spherical agglomeration.53 Reprinted with permission from ref. 53, Copyright 2015 American Chemical Society. (c) Two-stage MSMPR with wet milling for (upper) nucleation and for (lower) crystal size reduction.55 Reprinted with permission from ref. 55, Copyright 2015 American Chemical Society. (d) Single-stage MSMPR with a filtration recycling loop.64 Reprinted with permission from ref. 64, Copyright 2012 American Chemical Society. (e) Two-stage MSMPR with solids recycling to (upper left) the second stage and (lower left) both stages; (Right) column separator for selecting solids from mother liquor.63 Reprinted with permission from ref. 63, Copyright 2016 American Chemical Society. In (a) to (e), each stage of the MSMPR setup can be very similar to a batch crystallizer (e.g., a jacketed crystallizer with an overhead stirrer6 and process analytical technology53) except for the continuous inlet and outlet flows. (f) Diagram (left) and photo (right) of a fluidized bed crystallizer for isomeric separation with cooling crystallization.46 Saturated solution is continuously drawn from the feed tank to the bottom of the crystallizer, where part of slurry is drawn and comminuted in an ultrasonication bath before being sent back.8,46 Part of the solution exits at the top of the crystallizer back into the feed tank.8,46 Reprinted from ref. 46, with permission from Elsevier. |
The plug-flow-like tubular crystallizers have the advantages of (i) narrower residence time distribution and increased uniformity and control of the crystal size distribution, (ii) improved external heat transfer43 and temperature control due to large surface area/volume ratio, and (iii) lower shear. Among these crystallizers, oscillatory baffled crystallizers (Fig. 3a and b) approximate many stirred-tank in series and allow for the longest residence time and flexible flow/mixing patterns and operation modes (periodic motion of baffles or fluid).43 Tubular crystallizers with internal mixing enhancers (e.g., static mixers, a rotating cylinder, membrane fibers) or coiled packing is a simpler approach that creates radial mixing without requiring any external moving parts (Fig. 3c–f). Segmented/slug-flow crystallizer (Fig. 4) is a configuration that benefits from the existing experience and advantages of both batch and continuous crystallizers, such as low potential for clogging when designed and operated properly (e.g., have no constrictions), and easy to set up with low cost.
Fig. 3 (a) Continuous oscillatory baffled crystallizer for cooling crystallization (with chiller and temperature control units) and co-crystallization.43 Reprinted with permission from ref. 43, Copyright 2015 American Chemical Society. (b) Continuous oscillatory baffled crystallizer for anti-solvent crystallization.72 In both (a) and (b), baffles were placed periodically along the length of the crystallizer include bends.40 Reprinted from ref. 72, with permission from Elsevier. (c) Continuous crystallizer with static mixers inside.41 The numbers 1 to 4 indicate the injection points of antisolvent. The mixers (e.g., Kenics type) split and guide the total flow (solution and antisolvent) to homogenize the fluid.41 Reprinted with permission from ref. 41, Copyright 2010 American Chemical Society. (d) Continuous Couette–Taylor crystallizer.82 The Taylor vortices are generated by the rotating inner cylinder inside the stationary outer cylinder. Reprinted with permission from ref. 82, Copyright 2011 American Chemical Society. (e) Continuous crystallizer with membrane hollow fibers inside.86 Antisolvent permeate through the membrane pores and mix with the solution stream. Reprinted with permission from ref. 86, Copyright 2014 American Chemical Society. (f) Continuous tubular crystallizer with coiled flow inverters.79,91 The complete setup includes multiple plates, with each plate (containing coiled tube and connection) shown in the upper right-hand side.79 Reprinted from ref. 79, with permission from Wiley. |
Fig. 4 (a) Segmented-flow crystallizer for reaction precipitation, with segments generated by a segmenter.17 Reprinted from ref. 17, with permission from Wiley. (b) Segmented/slug-flow crystallizer for cooling crystallization,29 with slugs generated by air inlet. A sonication bath is used for generating seeds, which are then mixed with saturated solution at a high temperature before slug formation. Reprinted with permission from ref. 29, Copyright 2012 American Chemical Society. (c) A slug-flow continuous crystallizer design with decoupled sub-processes (crystal nucleation, slug formation, and crystal growth). Each sub-process has the photos of corresponding key equipment shown in the bottom part of the figure, and the key design considerations listed then elaborated in section 2. For example, stable slugs in the slug-formation sub-process refers to slugs that do not combine nor separate after formation, which affects the recirculation mixing pattern within slugs and the control of crystal size distribution inside the slugs. The supersaturation could be generated from cooling, antisolvent, and/or reaction crystallization. Although the nucleation method shown in the figure uses micromixers, other methods can be used (e.g., ultrasonication in Fig. 6). Modified with permission from ref. 10, Copyright 2014 American Chemical Society. (d) (upper right) In-line video snapshot of a representative liquid slug (boundaries in green, internal fluid motion in white arrows), separated by two air slugs inside a tube (inner walls in yellow).134 The whole crystallizer is composed of a series of identical liquid slugs where crystallization occurs. Modified with permission from ref. 10, Copyright 2014 American Chemical Society. (Bottom) Off-line microscope image of product crystals from a representative slug. Experimental conditions are detailed in ref. 10. |
Step 5 is to design the details of the selected crystallizer configuration. One common parameter for all continuous-flow crystallizers is the flow hydrodynamics (or mixing). For any specific crystallizer geometry, the flow rate not only needs to be designed before experiments, but also can serve as an intrinsic degree of freedom to facilitate quality control. For example, a high flow rate in a tubular crystallizer improves mixing through enhanced heat and mass transfer, for more uniform temperature and concentrations spatially for crystallization phenomena. But if the flow rate is too high, then the residence time can be too short, which leads to possibly lower yield. Other typical design considerations are to avoid unexpected or uncontrolled temperature variations,47 and to take into account the heat of mixing and solvent separation for anti-solvent crystallization. Key parameters for specific crystallizer configurations (include mixers) are listed in Table 1, with details in section 3. The details for nucleation in continuous flow are elaborated in section 4.
The agitation rate is set based on the purpose of the specific stage. Low to moderate agitation rate is used to limit secondary nucleation and reduce aggregation.4,53 The higher the residence time (e.g., from using a larger operating volume), the more time for crystal nucleation/growth (higher yield6) and aggregation maturation in the vessel.53 Simulation models based on population balance and solute and solvent mass balances51,67 (possibly including an energy balance60) indicate that: (1) the higher the temperature or the lower the volume of the final stage, the lower the yield and the higher the purity of final product crystals.6,50 (2) the higher the recycle ratio, the higher the yield (and the lower the purity).50 Startup modes are also suggested to quickly achieve steady state and reduce fouling, including beginning with the crystallizer filled with solution or slurry, instead of a dry crystallizer;68 higher temperature in the feed line;12 and adopting dynamic operational profile and process control strategies.50–57
The lower the height for sample collection within the same crystallizer, the larger the crystal size.46 The recirculation velocity (or feed flow rate) has upper and lower bounds, due to requirement of internal agitation, thermal exchange, and avoiding high supersaturation that would promote encrustation.16 Within the operation range, the larger average particle size at a higher feed flow rate has been explained by larger particle interactions (aggregation).46
In a continuous OBC, higher agitation generates more radial mixing73 from a combined effect of larger oscillation amplitude and/or number of baffles, generates smaller crystals, and reduces aggregation.40 Other operational parameters (Table 1) have been evaluated in batch OBCs, including baffle designs (e.g., baffle shape,74 spacing, open cross-sectional area43) and oscillation amplitude and frequency,40 which all affect flow patterns thus mixing intensities and eddy propagation.73 The effect of these parameters can be quantified by the oscillatory Reynolds number to characterize mixing intensity and the Strouhal number (the ratio of column diameter to amplitude) to characterize effective eddy propagation.43,73,74
(1) Static mixers44,81 can be placed inside the tube (Fig. 3c), to enhance the mixing of solution and antisolvent41 or precipitants80 to keep particles in suspension and to narrow the crystal size distribution.41 For antisolvent crystallization, the number of antisolvent injection points41 which directly impacts the supersaturation profile and the total flow rate41,80 which directly impacts the mixing intensity and residence time affect the final crystal size distribution, with the extent depending on the specific solute/solvent system.41
(2) A rotational cylinder can be placed inside a stationary cylinder to generate periodic Taylor vortices between the two cylinder surfaces for enhanced radial mixing (Fig. 3d).82,83 Crystallization occurs in the vortices, and the temperatures of both cylinder surfaces in contact with the vortices are controllable. The higher the rotation speed, the larger the energy dissipation and mass transfer coefficient, and the smaller the crystal size.82,83
(3) Membranes (porous hollow fiber) can also be placed inside a tube to continuously facilitate nanocrystal generation from antisolvent crystallization (Fig. 3e).84–87 Among different designs, fouling can be reduced by placing the membrane-permeable antisolvent in the tube (non-permeable solution in the shell), so that crystallization (and the mixing zone87) occurs at the shell side, with multiple inlet antisolvent flows through pores.84,85 The membrane pore size is an important factor for mixing and crystallization.
(4) Even without any inside structure addition, the tubing packing itself can be changed, from a straight line to coils88,89 or helical coils,9,90 to narrow residence time distribution, with possible further mixing enhancement from coiled flow inverters.79,91,92 Again the residence time (flow rate) directly affects the final crystal mean size.9 There are also design parameters belonging to the coiled flow inverters, such as coil diameter and number of bends.79,91 The coil geometry (e.g., Fig. 3f) has also been used in advanced segmented/slug-flow crystallizers discussed below.
The sizes of these segments/slugs can be tuned to improve the recirculation flow pattern (e.g., Fig. 4d), and the crystal size distribution within each slug.10 For example, the small volume allows uniform spatial distribution of temperature and concentration within each slug, and a slug with an aspect ratio close to 1 also favors uniform distribution of crystals inside.10 The shorter the residence time,95 and/or the larger the seed load, the smaller the mean size increase of the product crystals.29 The scale-up for the slug flow crystallizer can be achieved without increasing the tubing diameter nor length: (1) by simply running the experiment for a longer time to generate more slugs;10,14 and/or (2) by lining up parallel tubular crystallizers at the same operating conditions.94 Using a process with residence time of 6 minutes as an example, scaling up 10 times the total production means running the crystallization process continuously for 60 minutes, at the same operational conditions (e.g., residence time, temperature profile) and in the same equipment. A case study for the slug-flow process with design strategies are discussed in section 5.
(1) Off-line seed generation
The seed crystals come from a previous process (e.g., batch) and are treated (e.g., milling or sieving) before seeding continuously to the current process. Most current continuous crystallizer configurations have adopted this strategy, including the first stage of MSMPRs, oscillatory baffled crystallizers, and some fluidized bed crystallizers.69 All existing crystallizer configurations can be used to generate crystals as off-line seeds, especially varieties of batch crystallizer with controlled crystal polymorph, size, and morphology. The treatment of those off-line seeds for designed seed size are discussed in the off-line seed treatment in a later subsection.
(2) In situ seed generation
The seed crystals can be continuously generated in the flow. This strategy has been adopted by segmented/slug flow crystallizers,10,14,27,104 laminar flow unbaffled crystallizers,41 micromixer crystallizers, multi-stage MSMPRs, and fluidized bed crystallizers.46 For example, in tubular crystallizer with an internal mixer inside tubing, antisolvent can be injected at various ports along tubing to continuously induce nucleation and growth.41 In multi-stage MSMPRs, upstream tanks (usually require off-line seed generation) can serve as in situ seed generators for downstream tanks. Three continuous seeding methods that originated from batch experiments are reviewed below.
Micromixers† have been used to generate seeds for batch, semi-batch, and tubular continuous crystallizers (e.g., laminar flow and segmented/slug flow crystallizers). Sometimes micromixers are called T mixer, Y mixer, or impinging jet mixers as compared in the next paragraph. Through rapid micromixing, homogeneous composition of supersaturated solution was created, for generating small nuclei in flow,42,105,106 mainly from anti-solvent7,42,107 (possibly combined with cooling) or reaction42,105,108 crystallizations. Recently cooling micromixers were developed, which continuously generate uniform crystals (Fig. 5c) by mixing two solutions of the same solvent at different temperatures and concentrations, under laminar flow.10,47 Unlike anti-solvent micromixers, complete composition mixing is not necessary or undesired for primary nucleation in cooling micromixers.28 The reason is that supersaturation for primary nucleation28 was generated from the difference in kinetics between thermal mixing (faster) and composition mixing (slower). In most micromixers, the solution streams are only in contact mainly with tubing, which minimizes the potential for contamination.
Fig. 5 (a) Diagrams of (left) confined submerged dual-impinging-jet (DIJ) micromixers;108 and (right) a vortex mixer.77 The centerlines for the two inlet jets align for DIJ, and are not aligned for vortex mixers. Reprinted from ref. 77 and 108, with permission from Wiley and Elsevier, respectively. (b) Diagram (left) and photo (right) of confined Y-shaped DIJ micromixers.7 Two jets collide onto each other for rapid mixing. The jet velocity is adjustable by varying the inner diameters of micromixers.7 Modified from ref. 7, with permission from Elsevier. (a) and (b) are for anti-solvent and reaction crystallizations. (c) Diagram and photo (left) of representative DIJ micromixers for cooling crystallization and the crystals produced (right).7,28,47 Saturated solutions of different temperatures impinge onto each other from two opposed jets. Due to the flow symmetry, the impingement plane is in a circular shape.28 The tiny black dots on the background are the pores (size 2 μm) of the membrane filters where crystals were filtered.47 Modified from ref. 30, 34 and 35, with permission from Elsevier. |
There are multiple types of micromixers used for production scale (e.g., Fig. 5a–c), including impinging jet mixers7,42,105,108 and vortex mixers.77,109 Impinging jet mixers can be submerged or not submerged,108 T or Y shaped,7 sometimes with grids inside the mixing chamber to induce turbulence.105 Vortex mixers (Fig. 5a) allow unequal volumetric flow rates from inlets. For a specific micromixer configuration, a higher jet velocity leads to higher mixing intensity, which affects the reaction product conversion105,108,109 and particle size distribution,7 provided that the mixing time is slower than nucleation induction time (Damkohler number > 1).105 The larger the Damkohler number (relatively slower mixing compared to nucleation), the larger the mean particle size.110
Ultrasonication has been applied to batch, tubular laminar flow, and segmented/slug flow crystallizers for seeding.8,14,33,88,111–113 It can facilitate continuous crystallization by accelerating nucleation rate29,70 (with reduced induction time and metastable zone width114), and generate micron-size crystals (cf.Fig. 6)8,14,33 or nanocrystals115 (e.g., spraying fine droplets into an anti-solvent stream). Although the exact physical mechanisms for aiding crystallization are not fully known, cavitation (microbubble growth and collapse116) is believed to play a crucial role.114 Most sonication parameters have been evaluated in batch crystallizers, such as the solution composition, sonication exposure time,12 frequency, and sonication intensity/energy (also studied in continuous crystallizers, as described in the next paragraph).
Fig. 6 (left) The focused indirect ultrasonication14 setup for flow nucleation, and microscope (with polarizers) images of crystals produced from the setup at 40% (upper right) and 50% (lower right) sonication amplitudes, respectively, without changing the flow rate nor other conditions. The ultrasonic probe is placed tightly against the outer wall of the silicone tubing inside which the solution flows, to generate a small nucleation zone118 (red ellipsoid) right below the probe tip. The heat generated from ultrasonication is removed by water in the water bath whose temperature was kept constant.14 The tiny black dots on the background are the pores of the membrane filters where nuclei were filtered.14 Reprinted with permission from ref. 14, Copyright 2015 American Chemical Society. Other sonication horns (e.g., flow-through ultrasonic horn115) or conventional use of a regular sonication probe (in direct contact with the solution) in interesting systems (e.g., near the jet outlet140 or in the side stream33) are elaborated in detail in the cited references. |
There are two main types of ultrasonication equipment for continuous crystallization: (1) baths15,17,29,46 are convenient to use, and can prevent direct contact of metal equipment with the solution, which lower the potential for contamination and sample thermal degradation, and (2) probes12,115,117 allow higher and adjustable intensity with more options of probe shapes. Various configurations have been built and designed based on each of these equipment types, including focused indirect sonication14,118 (Fig. 6) that combines the advantages of both indirect contact and adjustable intensity within a small focused zone. Within a reasonable range,119 the higher the sonication amplitude (intensity/energy), the smaller the induction time120 and crystal size14 (e.g., as in Fig. 6). Recent studies on the direct consequence of ultrasonication into liquid, which are pressure waves, showed that the effective sonication intensity received by the samples is spatially heterogeneous,13,118 thus the placement of ultrasound source (e.g., a probe, or the transducer(s) in a sonication bath) with respect to the samples have a strong effect on the nucleation outcome.
Although mainly used for reducing crystal size, high-shear wet milling has also been applied to MSMPR crystallizers for in-line nucleation from solution (Fig. 2c), with fast kinetics for process control.54–57,121 Primary and secondary nucleation are accelerated when the solution goes through the wet mill with high shear.54–57,121 Toothed rotor-stator mixers (Fig. 7) are used as wet mills for nucleation, with multiple tooth configurations (coarse, medium, fine, multi-stage).57,122 Compared to impinging jet micromixers which are easy to implement in continuous flow, the rotor-stator mixers have industrial-scale equipment readily available, and do not need to balance the momentum of two streams.121 For high primary nucleation, a small turnover number per residence time (defines how frequently the slurry in MSMPR is milled) within the wet mill is preferred (e.g., no recycle).57 Other design parameters of wet milling are discussed in post-addition seed treatment subsection later.
Fig. 7 Schematic view of the tooth geometry of a typical rotor-stator mill.124 The slots in the rotor and stator and their heights can vary. Reprinted with permission from ref. 124, Copyright 2013 American Chemical Society. |
(1) Discrete seed addition
Discrete seed addition occurs after off-line seed generation. Usually off-line seeds are added at the start-up of (and sometimes also periodically during49) the continuous process, then secondary nucleation will continue to provide the seeds to keep the process going. These seeds come from a previous process as discussed in the off-line seeding subsection earlier. This addition mode is adopted by most MSMPRs, fluidized bed crystallizers,62,69 and some other crystallizers. The seed load, size, and timing of these off-line seeds may follow the same design criteria5,16 for batch crystallizers, with consideration of the process difference, such as on residence time and clogging. Due to the equipment similarity, MSMPRs can have very similar seeding addition location as in batch crystallizers, and can use similar seeding strategies during their startup.52,66
(2) Continuous seed addition
Continuous seed addition occurs after seed generation, for both off-line and in situ seed generation. Almost all continuous crystallizers can adopt continuous seed addition mode, including some discussed in the discrete addition mode. While most MSMPRs adopt off-line seeds (e.g., at the first tank), downstream tanks of these multi-stage MSMPRs adopt continuous seed addition at the same time. A few segmented flow crystallizers have adopted off-line seeds, while the majority used seeds generated in real time, for most segmented/slug flow crystallizers10,14,29 and micromixer crystallizers. Regardless of which continuous crystallizer configuration, the addition of seed slurry can use the same equipment (e.g., pump and tubing) in the same way as in the addition of solution. No additional equipment is needed, and all equipment associated with the in situ nucleation method described in the subsection 5.1 applies here. For example, tubular crystallizers receive seeds from flow along the tubing (e.g., through T or Y mixers), and downstream MSMPR tanks receive seeds from upstream tanks through their regular tank-to-tank transfer lines. Note that sometimes the total mass of seeds and number density from in situ methods can be difficult to control due to the tiny mass of nuclei, but usually the main process consideration is to minimize the potential for clogging.
(1) Off-line treatment (pre-addition)
Off-line seed treatment occurs after off-line seed generation and before off-line seed addition. All existing methods developed for batch crystallization can be used to tune seed crystal size off-line. For example, milling,46,121,124–126 sonication, and heating the slurry38 can be used to reduce crystal size or improve uniformity. These methods are also useful for in situ mode. Sieving46 or filtration can be used to select seed crystals of a desired size range.
(2) In-line treatment (post addition)
In-line seed treatment occurs after in-line seed addition (for both modes of seed generation), to continuously provide small seed crystals. Recycling small seeds back to the main crystallizer for further growth has been effective in keeping growth rate high while controlling product crystal qualities. High shear wet milling has often been used to reduce average crystal size downstream of MSMPR crystallizers, mainly through mass fracture, attrition, and secondary nucleation.54–57,121,125,126 Compared to the industrial tradition of reducing particle size using dry milling (e.g., pin, jet), wet milling can avoid many operational issues (e.g., stability, dusting), and improves process integration by combining with crystallization unit operation.54–57,121 Most parameters of rotor stator wet mills have been evaluated for batches. Generally speaking, the larger the energy output (e.g., normalization through an energy factor and a probability factor), or the finer the tooth geometry (e.g., fine vs. coarse), the smaller the particle size.57,126,127 For a defined mill head (tooth) geometry, larger tip (rotational) speed leads to larger recycling flow rate (and cycle number, or turnover number per residence time), and usually more secondary nucleation and crystal breakage (smaller average crystal size).55,126 Besides high shear wet milling, wet media milling (using milling beads) has also been used in continuous recirculation mode for reducing drug particle size in suspensions to nanoparticle scale (details described elsewhere128,129). Similarly, ultrasonication has been used in fluidized bed crystallizers to generate smaller seed crystals by breaking larger crystals and secondary nucleation,33,46,62,69 or used in tubular crystallizers to reduce wall encrustation.12 These seeds have more surface area for growth per unit volume compared with crystals before breakage. Both methods (wet milling and ultrasonication) have been described in detail earlier in this section on in-line nucleation.
Temperature cycling (sometimes referred to as fines dissolution) can selectively remove tiny crystals of those compounds with temperature-dependent solubility.10,29,33,104,130 The T cycling method can be used to narrow the CSD in various tubular crystallizers and in the recycle line of MSMPRs,10,131 and to reduce fouling from tubular crystallizers (e.g., with feedback control on temperature131). The cycling method can also be used together with other in-line methods discussed earlier, such as micromixers10 or wet milling.125 A typical T cycle is composed of the heating dissolution and the cooling growth (recrystallization) sub-processes. From total solute mass balance, each existing crystal (especially the larger crystals) will become larger after temperature cycles, as the total number of crystals is reduced in the heating sub-process (fines removal).38 The temperature zones are usually generated by convection (e.g., water) or conduction (e.g., metal), such as jackets for MSMPRs (e.g., Fig. 2a and b), or heat exchangers132 (e.g., Fig. 3a and b) and circulation baths10 (e.g., Fig. 4b and c) for tubing (tubular crystallizer, or the recycle line of MSMPRs). Usually heating can be fast but cooling needs to be slower, to dissolve smaller crystals and grow larger crystals without secondary nucleation.10,131 The total number of cycles can be determined by both the final CSD requirement and the size dependence of growth and dissolution kinetics.104 For example, multiple cycles are preferred to a single cycle if such size dependence exists.104
Besides reducing the size of large crystals as discussed earlier, the small seed crystals can also be selected in real time from the product crystal slurry to recycle back into the original crystallizer for higher yield and faster kinetics.68 There are two common in-line recycling selection methods: crystal filtration and gravity sedimentation,63 both mainly used for MSMPR crystallizers. The in-line filtration method has been also used in fluidized bed crystallization for seeding,69 and in slug flow crystallization for carrier fluid recycling30 as well. The selection/separation mechanism for filtration is crystal size. The in-line filtration method allows crystals with sizes smaller than the filter pore size to pass through and be recycled, while larger crystals are retained by the filter. As with off-line filtration, the common equipment includes membrane or glass filters, or filter paper (Fig. 2c). The crystals that are selected depend on the filter properties, such as molecular weight cut-off, hydrophobicity, and polymer type.59 The selection/separation mechanism for sedimentation is centrifugal force or gravity. One sedimentation method separates crystals from clear mother liquor in a column separator (Fig. 2d), before recycling crystals back to the MSMPR crystallizers. This approach not only enhanced the yield with reduced residence time, but also maintained the crystal purity.63 As the recycling selection method is part of the recycle loop, the recycle ratio63,64 and flow rate for the recycle stream are also important parameters.
LAM's aqueous solubility28 increases super-linearly with temperature increase, very similar to many pharmaceuticals in good solvents. An accurate solubility curve was measured in a batch crystallizer, based on the absorbance spectra from attenuated total reflectance-Fourier transform infrared (ATR-FTIR) spectroscopy and chemometrics calibration model.47 The starting and final temperatures for cooling crystallization were also set based on the solubility curve and operational considerations. For example, the final (low) temperature was set as the ambient temperature, as the LAM solubility in aqueous solution is low (e.g., ∼3 wt%), and only a moderate increase in yield would result from lowering the temperature further. The starting (high) temperature was set at 70 °C to achieve high yield, which is also low enough that LAM has insignificant chemical degradation. The yield could be increased by increasing the starting cooling and/or by combining temperature with anti-solvent crystallization.5,7,16,104
The rough time scale for the crystal growth process was estimated in sub-liter-scale batch crystallizations. For example, a seeded batch crystallization in a stirred tank was completed within one hour, even at low relative supersaturation (e.g., 1.05 to 1.15) and non-optimized seed conditions. Potential difficulty in operation was also observed, which was the tendency to aggregate, and secondary nucleation at higher supersaturation.47
For scaling up, most continuous processes need additional experiments and troubleshooting in larger scale equipment (e.g., larger diameter tubing). For slug-flow tubular crystallizers, the flow pattern remains the same for larger production rates. The scale-up of production rate is to increase the number of slugs with exactly the same equipment and process, by using a longer tube rather than by increasing the tube diameter. In this way, laboratory-scale experiments may directly indicate manufacturing-scale performance. The equipment needs are simple, which are standard peristaltic pumps and disposable tubing.
Various in situ seeding methods were evaluated. Direct cooling of hot LAM aqueous solution moving in tubing without slugs results in aggregation and crystal size variation.10 Such phenomena of aggregation and clogging are typical, usually indicating too high supersaturation. Then nucleation methods were evaluated that maintain a localized region with high supersaturation (for nucleation) while reducing the overall supersaturation.28 Micromixers and sonication are such two methods, reviewed in section 4, that can avoid clogging when connected to a slug-flow crystallization process:10,14
(1) Focused micromixer nucleation is achieved by combining hot and cold saturated solutions through micromixers. The average supersaturation of the two streams is low, while the high supersaturation region is located on the hot stream side, and close to the hot–cold stream interface. Experiments using various configurations of such micromixers result in crystals of improved size uniformity and reduced aggregation (Fig. 5c).10 Among common configurations, the dual-impinging jet (DIJ, Fig. 5) has higher mixing intensity due to nonzero jet angles; whereas the coaxial mixer with parallel streams (e.g., Fig. 4c) has lower clogging probability, as high supersaturation occurs near the tube center and far from the wall where the velocity is low. The flow rates are chosen based on consideration of both the production rate (and waste production rate) and mixing intensity.7,105
(2) Focused nucleation aided with sonication is achieved by placing the sonication probe against the outer wall of tubing under temperature control (Fig. 6). Inside the tube filled with solution, the highest sonication intensity is received right under the probe tip,118 and the intensity rapidly decays even a small distance upstream and downstream. This design narrows the spatial variation on sonication intensity by localizing the nucleation zone to only a small portion of the tubing (the sonication zone marked in Fig. 6). The sonication increases the nucleation rate even at a smaller degree of cooling (supersaturation), which is usually insufficient for nucleation without sonication. Additional tuning capability is gained by additional degree of freedom from sonication such as the applied power. The power was chosen to produce a strong enough excitation to promote nucleation while not too high to increase the localized temperature (which would dissolve some nuclei).14 In this way, nucleation rate can be varied without changing the production rate (flow rate).14
Post-nucleation treatment is applied when the average size of product crystals needs to be increased, and/or the amount of fine crystals to be reduced.10 For this compound (LAM) with temperature-dependent solubility, spatially varying temperature profiles along the tube can be applied for controlled dissolution and growth processes. The T profile is also specified (e.g., in Fig. 4b–d) so that no sudden drop in temperature occurs which could generate too many solids in a short time. The post-nucleation treatment can be easier when the nuclei is under good control. For example, when sonication-aided focused nucleation was used, even natural cooling through tubing wall (usually not an optimized cooling profile) was sufficient during the growth stage.14 The experimental observations indicated minimal aggregation and no clogging, with tunable crystal sizes (e.g., Fig. 4d).134
These design improvements may benefit from advanced process monitoring and control tools3,47,54,56,131,135 (with suitable in-line process analytical technology32,58,136) and predictive models6,49,58,60,61,67,68,133,137,138 (based on deeper mechanistic understanding of the physical chemical phenomena). Process intensification strategies from existing crystallizers1–11,139 (batch or continuous) can also be helpful for future improvement, including: (1) decoupling nucleation and growth; (2) exploiting multiphase hydrodynamics for enhanced mixing (Table 1 and section 3), e.g., oscillatory flow, Taylor flow, or slug flow with recirculation;10 and (3) enhancing seeding control (section 4) and growth control (section 5), e.g., control crystal size in flow with wet milling, ultrasonication, micromixers, temperature cycling (fines removal),10,29 and recycling method selection. Further development and additional methods are also expected for advanced nucleation control.
Footnote |
† Readers interested in micromixers in smaller scale microchannels/microreactors are directed elsewhere;19,20 this article is focused on micromixers that are large enough to be practically used for crystallization at the manufacturing scale. |
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