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Zheng Y. Size-Independent Nucleation and Growth Model of Potassium Sulfate from Supersaturated Solution Produced by Stirred Crystallization. Molecules 2023; 29:141. [PMID: 38202723 PMCID: PMC10780298 DOI: 10.3390/molecules29010141] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 12/19/2023] [Accepted: 12/23/2023] [Indexed: 01/12/2024] Open
Abstract
This paper explores the kinetics of the crystallization of potassium sulfate in a stirred bed crystallizer through experimental investigation. Employing classical nucleation theory, the homogeneous and heterogeneous nucleation mechanisms of potassium sulfate were investigated. The induction time and critical nucleation parameters, including the surface tension (γ), critical nucleation radius (r*), critical nucleation free energy (ΔG*), and critical nucleation molecule number (i*), were meticulously determined under varying temperatures and supersaturation ratios. The experimental findings revealed that as the temperature and supersaturation ratio increased, the induction time, critical nucleation free energy, critical nucleation radius, and critical molecule number decreased whereas the nucleation rate increased. The crystalline shape remains relatively unaltered with respect to temperature and supersaturation ratio, yet the particle size (D10, D50, D90) increases as the supersaturation and temperature increase. The variations in the measured nucleation parameters align well with the predictions of classical nucleation theory. Furthermore, the kinetic equations of crystal nucleation and the growth rate in a stirred crystallization system were fitted using population balance equations. The results demonstrate that the growth rate increases with increasing supersaturation and stirring rates. Additionally, the effects of the parameters in the nucleation rate equation suggested that the suspension density exerted the greatest influence, followed by the supersaturation ratio and stirring rate. This extensive research provides invaluable theoretical guidance for optimizing the crystallization process and designing industrial crystallizers.
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Affiliation(s)
- Yayuan Zheng
- Department of Chemical Engineering, Sichuan University of Science & Engineering, Zigong 643000, China
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2
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Arcanjo AP, Liborio DO, Arias S, Carvalho FR, Silva JP, Ribeiro BD, Dias ML, Castro AM, Fréty R, Barbosa CMBM, Pacheco JGA. Chemical Recycling of PET Using Catalysts from Layered Double Hydroxides: Effect of Synthesis Method and Mg-Fe Biocompatible Metals. Polymers (Basel) 2023; 15:3274. [PMID: 37571167 PMCID: PMC10422272 DOI: 10.3390/polym15153274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 07/19/2023] [Accepted: 07/24/2023] [Indexed: 08/13/2023] Open
Abstract
The chemical recycling of poly(ethylene terephthalate) (PET) residues was performed via glycolysis with ethylene glycol (EG) over Mg-Fe and Mg-Al oxide catalysts derived from layered double hydroxides. Catalysts prepared using the high supersaturation method (h.s.c.) presented a higher surface area and larger particles, but this represented less PET conversion than those prepared by the low supersaturation method (l.s.c.). This difference was attributed to the smaller mass transfer limitations inside the (l.s.c.) catalysts. An artificial neural network model well fitted the PET conversion and bis(2-hydroxyethyl) terephthalate (BHET) yield. The influence of Fe in place of Al resulted in a higher PET conversion of the Mg-Fe-h.s.c. catalyst (~95.8%) than of Mg-Al-h.s.c. (~63%). Mg-Fe catalysts could be reused four to five times with final conversions of up to 97% with reaction conditions of EG: PET = 5:1 and catalyst: PET = 0.5%. These results confirm the Mg-Fe oxides as a biocompatible novel catalyst for the chemical recycling of PET residues to obtain non-toxic BHET for further polymerization, and use in food and beverage packaging.
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Affiliation(s)
- Ana P. Arcanjo
- Laboratory of Refining and Cleaner Technology (LabRefino-Lateclim), Department of Chemical Engineering, Institute for Petroleum and Energy Research (i-LITPEG), Federal University of Pernambuco, Recife 50740-550, PE, Brazil (S.A.)
| | - Denisson O. Liborio
- Laboratory of Refining and Cleaner Technology (LabRefino-Lateclim), Department of Chemical Engineering, Institute for Petroleum and Energy Research (i-LITPEG), Federal University of Pernambuco, Recife 50740-550, PE, Brazil (S.A.)
| | - Santiago Arias
- Laboratory of Refining and Cleaner Technology (LabRefino-Lateclim), Department of Chemical Engineering, Institute for Petroleum and Energy Research (i-LITPEG), Federal University of Pernambuco, Recife 50740-550, PE, Brazil (S.A.)
| | - Florival R. Carvalho
- Fuel Laboratory, Department of Chemical Engineering, Institute for Petroleum and Energy Research (i-LITPEG), Federal University of Pernambuco, Recife 50740-550, PE, Brazil
| | - Josivan P. Silva
- Laboratory of Refining and Cleaner Technology (LabRefino-Lateclim), Department of Chemical Engineering, Institute for Petroleum and Energy Research (i-LITPEG), Federal University of Pernambuco, Recife 50740-550, PE, Brazil (S.A.)
- Engineering and Technology Center, Uninassau University, Paulista 53401-440, PE, Brazil
| | - Bernardo D. Ribeiro
- Biochemical Engineering Department, School of Chemistry, Federal University of Rio de Janeiro, Rio de Janeiro 21941-909, RJ, Brazil
| | - Marcos L. Dias
- Macromolecules Institute, Federal University of Rio de Janeiro, Rio de Janeiro 21941-598, RJ, Brazil
| | - Aline M. Castro
- Research, Development and Innovation Center (Cenpes), Petrobras, Rio de Janeiro 21941-915, RJ, Brazil
| | - Roger Fréty
- Laboratory of Refining and Cleaner Technology (LabRefino-Lateclim), Department of Chemical Engineering, Institute for Petroleum and Energy Research (i-LITPEG), Federal University of Pernambuco, Recife 50740-550, PE, Brazil (S.A.)
| | - Celmy M. B. M. Barbosa
- Laboratory of Refining and Cleaner Technology (LabRefino-Lateclim), Department of Chemical Engineering, Institute for Petroleum and Energy Research (i-LITPEG), Federal University of Pernambuco, Recife 50740-550, PE, Brazil (S.A.)
| | - Jose Geraldo A. Pacheco
- Laboratory of Refining and Cleaner Technology (LabRefino-Lateclim), Department of Chemical Engineering, Institute for Petroleum and Energy Research (i-LITPEG), Federal University of Pernambuco, Recife 50740-550, PE, Brazil (S.A.)
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3
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Korede V, Penha FM, de Munck V, Stam L, Dubbelman T, Nagalingam N, Gutta M, Cui P, Irimia D, van der Heijden AE, Kramer HJ, Eral HB. Design and Validation of a Droplet-based Microfluidic System To Study Non-Photochemical Laser-Induced Nucleation of Potassium Chloride Solutions. CRYSTAL GROWTH & DESIGN 2023; 23:6067-6080. [PMID: 37547880 PMCID: PMC10401630 DOI: 10.1021/acs.cgd.3c00591] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 07/03/2023] [Indexed: 08/08/2023]
Abstract
Non-photochemical laser-induced nucleation (NPLIN) has emerged as a promising primary nucleation control technique offering spatiotemporal control over crystallization with potential for polymorph control. So far, NPLIN was mostly investigated in milliliter vials, through laborious manual counting of the crystallized vials by visual inspection. Microfluidics represents an alternative to acquiring automated and statistically reliable data. Thus we designed a droplet-based microfluidic platform capable of identifying the droplets with crystals emerging upon Nd:YAG laser irradiation using the deep learning method. In our experiments, we used supersaturated solutions of KCl in water, and the effect of laser intensity, wavelength (1064, 532, and 355 nm), solution supersaturation (S), solution filtration, and intentional doping with nanoparticles on the nucleation probability is quantified and compared to control cooling crystallization experiments. Ability of dielectric polarization and the nanoparticle heating mechanisms proposed for NPLIN to explain the acquired results is tested. Solutions with lower supersaturation (S = 1.05) exhibit significantly higher NPLIN probabilities than those in the control experiments for all laser wavelengths above a threshold intensity (50 MW/cm2). At higher supersaturation studied (S = 1.10), irradiation was already effective at lower laser intensities (10 MW/cm2). No significant wavelength effect was observed besides irradiation with 355 nm light at higher laser intensities (≥50 MW/cm2). Solution filtration and intentional doping experiments showed that nanoimpurities might play a significant role in explaining NPLIN phenomena.
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Affiliation(s)
- Vikram Korede
- Process
and Energy Department, Delft University
of Technology, Leeghwaterstraat 39, 2628 CB Delft, The Netherlands
| | - Frederico Marques Penha
- Department
of Chemical Engineering, KTH Royal Institute
of Technology, Teknikringen 42, 114-28 Stockholm, Sweden
| | - Vincent de Munck
- Process
and Energy Department, Delft University
of Technology, Leeghwaterstraat 39, 2628 CB Delft, The Netherlands
| | - Lotte Stam
- Process
and Energy Department, Delft University
of Technology, Leeghwaterstraat 39, 2628 CB Delft, The Netherlands
| | - Thomas Dubbelman
- Process
and Energy Department, Delft University
of Technology, Leeghwaterstraat 39, 2628 CB Delft, The Netherlands
| | - Nagaraj Nagalingam
- Process
and Energy Department, Delft University
of Technology, Leeghwaterstraat 39, 2628 CB Delft, The Netherlands
| | - Maheswari Gutta
- Process
and Energy Department, Delft University
of Technology, Leeghwaterstraat 39, 2628 CB Delft, The Netherlands
| | - PingPing Cui
- School
of Chemical Engineering and Technology, State Key Laboratory of Chemical
Engineering, Tianjin University, 300072 Tianjin, People’s Republic of China
| | - Daniel Irimia
- Process
and Energy Department, Delft University
of Technology, Leeghwaterstraat 39, 2628 CB Delft, The Netherlands
| | | | - Herman J.M. Kramer
- Process
and Energy Department, Delft University
of Technology, Leeghwaterstraat 39, 2628 CB Delft, The Netherlands
| | - Hüseyin Burak Eral
- Process
and Energy Department, Delft University
of Technology, Leeghwaterstraat 39, 2628 CB Delft, The Netherlands
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Keestra H, Brouwer T, Schuur B, Lange JP. Entrainer Selection For The Extractive Distillation Of Acrylic Acid And Propionic Acid. Chem Eng Res Des 2023. [DOI: 10.1016/j.cherd.2023.02.049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/05/2023]
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5
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Soares C, Gonçalves Y, Horta B, Barreto A, Tavares F. Revisiting the birth of NaCl crystals using molecular dynamics simulation. J Mol Graph Model 2022; 115:108202. [DOI: 10.1016/j.jmgm.2022.108202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2021] [Revised: 03/31/2022] [Accepted: 04/17/2022] [Indexed: 11/30/2022]
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Vollmer NI, Gernaey KV, Sin G. Conceptual Process Design of an Integrated Xylitol Biorefinery With Value-Added Co-Products. FRONTIERS IN CHEMICAL ENGINEERING 2022. [DOI: 10.3389/fceng.2022.838478] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
This manuscript describes the conceptual process design of an integrated xylitol biorefinery with value-added co-products. Based on an existing three-step framework, the main product of a second-generation integrated biorefinery is chosen in the first stage. Based upon this, other decisions as the feedstock and value-added co-products are made. All relevant unit operations for the process are introduced. An initial superstructure with all potential process alternatives is composed of all introduced models. In the second step of the framework, a global sensitivity analysis is performed, firstly with coarse sampling to determine all viable flowsheet options and secondly with fine sampling to determine the most sensitive operational variables. As a result of the sensitivity analysis, most of the flowsheet options in the initial superstructure are not feasible. Based on these results, flowsheet sampling with the five most sensitive operational variables is performed to create surrogate models. In the scope of this work, three types of surrogate models are benchmarked against each other. Regarding the results of the superstructure optimization, firstly, it becomes apparent that the production of biokerosene does not contribute significantly to the net present value of the biorefinery. Furthermore, reducing the number of unit operations in the downstream processing leads to lower capital expenditures, but it lowers the product yield. Lastly, most flowsheets are economically feasible, indicated by a positive net present value. Based on this result, the most promising candidate process topology is subjected to the third step of the framework, including uncertainty in capital expenditure and operational expenses according to their estimations and uncertainties in the product prices. As a result, the net present value of the flowsheet turns negative, indicating that the high uncertainties for the expenditure and the expenses do not allow for an economically feasible operation. Lastly, the analysis of conceptually designed process flowsheets based on Monte Carlo sampling shows failure rates, with the NPV falling below the break-even point, of around 60% probability or higher. Based on these results, an economically feasible construction and operation of a xylitol biorefinery seems unlikely. Further ways to improve the metrics are elucidated.
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7
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Effects of Various Precipitants on Iron Removal from a Zinc Concentrate Pressure Leaching Solution. MINERALS 2022. [DOI: 10.3390/min12010084] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Autoclave leaching of zinc concentrate (Sphalerite) is an environmentally friendly process compared to roasting, which discharges pollutants into the atmosphere. Due to the amount of iron in the final product, a study is proposed to evaluate different reagents for eliminating iron from the autoclave outcome, minimizing Zn losses. The colloid formation, zinc losses, iron removal, phase separation stage characteristics (sedimentation and filtering), and reagent costs were used to evaluate six-iron precipitating reagents: CaO, Na2CO3, CaCO3, NaOH, MgO, and Ca(OH)2. CaO shows 99.5% iron removal and 87% zinc recovery. Although CaO was one of the reagents with significant zinc recovery, it presented operational difficulties in the filtration stage due to the high viscosity of the mixtures. Finally, Ca(OH)2 is the reagent recommended due to its ease of use, zinc yield recovery, electrowinning efficiency, and iron precipitate filtration rate. Zinc recovery was above 80%, while the iron concentration in the solution was below 50 ppm.
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8
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Upper Critical Solution Temperature Polymer Phase Transition as a Tool for the Control of Inorganic Salt Crystallization Process. MATERIALS 2021; 14:ma14185373. [PMID: 34576596 PMCID: PMC8468619 DOI: 10.3390/ma14185373] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Revised: 09/09/2021] [Accepted: 09/13/2021] [Indexed: 11/25/2022]
Abstract
In this paper, the experimental research concerning the impact of the hydrophilic-hydrophobic transition of a polymer exhibiting the Upper Critical Solution Temperature (UCST) onto the crystallization process of inorganic salt is presented. A hypothesis was postulated that under favorable process conditions the sudden change of macromolecules properties and the resulting appearance of insoluble particles will induce the nucleation process of the salt. Since the transition point parameters may be precisely designed, the described mechanism would eliminate the stochastic nature of the crystallization process. Although performed experiments proved that the postulated process mechanism was incorrect, the presence of macromolecules had a significant impact on the crystallization course. The stochastic nature of the process was not eliminated; nevertheless, it seems that a specific point of nucleation was created which was independent of the cloud point temperature (TCP) of the polymer. Moreover, the surface morphology of crystals was changed.
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9
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Fang L, Gao Z, Wu S, Jia S, Wang J, Rohani S, Gong J. Ultrasound-assisted solution crystallization of fotagliptin benzoate: Process intensification and crystal product optimization. ULTRASONICS SONOCHEMISTRY 2021; 76:105634. [PMID: 34218067 PMCID: PMC8261672 DOI: 10.1016/j.ultsonch.2021.105634] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/15/2021] [Revised: 05/07/2021] [Accepted: 06/15/2021] [Indexed: 06/06/2023]
Abstract
The ultrasound-assisted crystallization process has promising potentials for improving process efficiency and modifying crystalline product properties. In this work, the crystallization process of fotagliptin benzoate methanol solvate (FBMS) was investigated to improve powder properties and downstream desolvation/drying performance. The direct cooling/antisolvent crystallization process was conducted and then optimized with the assistance of ultrasonic irradiation and seeding strategy. Direct cooling/antisolvent crystallization and seeding crystallization processes resulted in needle-like crystals which are undesirable for downstream processing. In contrast, the ultrasound-assisted crystallization process produced rod-like crystals and reduced the crystal size to facilitate the desolvation of FBMS. The metastable zone width (MSZW), induction time, crystal size, morphology, and process yield were studied comprehensively. The results showed that both the seeding and ultrasound-assisted crystallization process (without seeds) can improve the process yield and the ultrasound could effectively reduce the crystal size, narrow the MSZW, and shorten the induction time. Through comparing the drying dynamics of the FBMS, the small rod-shaped crystals with a mean size of 9.6 μm produced by ultrasonic irradiation can be completely desolvated within 20 h, while the desolvation time of long needle crystals with an average size of about 157 μm obtained by direct cooling/antisolvent crystallization and seeding crystallization processes is more than 80 h. Thus the crystal size and morphology were found to be the key factors affecting the desolvation kinetics and the smaller size produced by using ultrasound can benefit the intensification of the drying process. Overall, the ultrasound-assisted crystallization showed a full improvement including crystal properties and process efficiency during the preparation of fotagliptin benzoate desolvated crystals.
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Affiliation(s)
- Lan Fang
- School of Chemical Engineering and Technology, State Key Laboratory of Chemical Engineering, Tianjin University, The Co-Innovation Center of Chemistry and Chemical Engineering of Tianjin, Tianjin 300072, PR China
| | - Zhenguo Gao
- School of Chemical Engineering and Technology, State Key Laboratory of Chemical Engineering, Tianjin University, The Co-Innovation Center of Chemistry and Chemical Engineering of Tianjin, Tianjin 300072, PR China.
| | - Songgu Wu
- School of Chemical Engineering and Technology, State Key Laboratory of Chemical Engineering, Tianjin University, The Co-Innovation Center of Chemistry and Chemical Engineering of Tianjin, Tianjin 300072, PR China
| | - Shengzhe Jia
- School of Chemical Engineering and Technology, State Key Laboratory of Chemical Engineering, Tianjin University, The Co-Innovation Center of Chemistry and Chemical Engineering of Tianjin, Tianjin 300072, PR China
| | - Jingkang Wang
- School of Chemical Engineering and Technology, State Key Laboratory of Chemical Engineering, Tianjin University, The Co-Innovation Center of Chemistry and Chemical Engineering of Tianjin, Tianjin 300072, PR China
| | - Sohrab Rohani
- Department of Chemical and Biochemical Engineering, The University of Western Ontario, London, Ontario N6A 5B9, Canada
| | - Junbo Gong
- School of Chemical Engineering and Technology, State Key Laboratory of Chemical Engineering, Tianjin University, The Co-Innovation Center of Chemistry and Chemical Engineering of Tianjin, Tianjin 300072, PR China
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10
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Bosits MH, Szalay Z, Pataki H, Marosi G, Demeter Á. Development of a Continuous Crystallization Process of the Spironolactone Hydrate Form with a Turbidity-Based Level Control Method. Org Process Res Dev 2021. [DOI: 10.1021/acs.oprd.0c00409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Affiliation(s)
- Miklós H. Bosits
- Polymorphism Research Division, Gedeon Richter Plc., P.O. Box 27, Budapest H-1475, Hungary
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, Műegyetem rkp. 3, Budapest H-1111, Hungary
| | - Zsófia Szalay
- Polymorphism Research Division, Gedeon Richter Plc., P.O. Box 27, Budapest H-1475, Hungary
| | - Hajnalka Pataki
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, Műegyetem rkp. 3, Budapest H-1111, Hungary
| | - György Marosi
- Department of Organic Chemistry and Technology, Budapest University of Technology and Economics, Műegyetem rkp. 3, Budapest H-1111, Hungary
| | - Ádám Demeter
- Polymorphism Research Division, Gedeon Richter Plc., P.O. Box 27, Budapest H-1475, Hungary
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Marques Júnior JE, Rocha MVP. Development of a purification process via crystallization of xylitol produced for bioprocess using a hemicellulosic hydrolysate from the cashew apple bagasse as feedstock. Bioprocess Biosyst Eng 2021. [PMID: 33387004 DOI: 10.1007/s00449-020-02480-9/figures/9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/31/2023]
Abstract
Xylitol was biotechnologically produced by Kluyveromyces marxianus ATCC36907 using the hemicellulosic hydrolysate of the cashew apple bagasse (CABHH). Sequentially, the present study investigated the recovery and purification of xylitol evaluating different antisolvents [ethanol, isopropanol and the ionic liquid 2-hydroxyl-ethylammonium acetate (2-HEAA)], their proportion in the medium (10-90% v/v), and their cooling rate (VC 0.25-0.50 °C/min). These processes were contrasted with the crystallization process of commercial xylitol. This study is the first to assess xylitol crystallization using a protic ionic liquid. The hydrolysate obtained from a mild treatment with sulfuric acid contained mainly glucose and xylose at concentrations of 15.7 g/L and 11.9 g/L, respectively. With this bioprocess, a maximum xylitol production of 4.5 g/L was achieved. The performance of the investigated antisolvents was similar in all conditions evaluated in the crystallization process of the commercial xylitol, with no significant difference in yields. For the crystallization processes of the produced xylitol, the best conditions were: 50% (v/v) isopropanol as antisolvent, cooling rate of 0.5 °C/min, with a secondary nucleation of yield and purity of 69.7% and 84.8%, respectively. Under the same linear cooling rate, using ethanol, isopropanol or the protic ionic liquid 2-hydroxyl-ethylammonium acetate (2-HEAA), crystallization did not occur, probably due to the presence of carbohydrates not metabolized by the yeast in the broth, which influences the solubility curve of xylitol. With the results of this work, a possible economical and environmentally friendly process of recovery and purification of xylitol from CABHH could be proposed.
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Affiliation(s)
- José Edvan Marques Júnior
- Departament of Chemical Engineering, Federal University of Ceara, Campus do Pici, Bloco 709, Fortaleza, CE, 60455-760, Brazil
| | - Maria Valderez Ponte Rocha
- Departament of Chemical Engineering, Federal University of Ceara, Campus do Pici, Bloco 709, Fortaleza, CE, 60455-760, Brazil.
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Mamuad RY, Caparanga AR, Choi AES, Lu MC. Remediation of oxalate in a homogeneous granulation process in the frame of crystallization. CHEM ENG COMMUN 2021. [DOI: 10.1080/00986445.2021.1887152] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Affiliation(s)
- Roselle Y. Mamuad
- Department of Chemical Engineering, Mariano Marcos State University, Batac City, Philippines
- School of Graduate Studies, Mapua University, Manila, Philippines
| | - Alvin R. Caparanga
- School of Chemical, Biological, and Materials Engineering and Sciences, Mapua University, Manila, Philippines
| | - Angelo Earvin Sy Choi
- Chemical Engineering Department, De La Salle University, Malate, Manila, Philippines
| | - Ming-Chun Lu
- Department of Environmental Engineering, National Chung Hsing University, Taichung 40227, Taiwan
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13
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Development of a purification process via crystallization of xylitol produced for bioprocess using a hemicellulosic hydrolysate from the cashew apple bagasse as feedstock. Bioprocess Biosyst Eng 2021; 44:713-725. [PMID: 33387004 DOI: 10.1007/s00449-020-02480-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2020] [Accepted: 11/10/2020] [Indexed: 12/29/2022]
Abstract
Xylitol was biotechnologically produced by Kluyveromyces marxianus ATCC36907 using the hemicellulosic hydrolysate of the cashew apple bagasse (CABHH). Sequentially, the present study investigated the recovery and purification of xylitol evaluating different antisolvents [ethanol, isopropanol and the ionic liquid 2-hydroxyl-ethylammonium acetate (2-HEAA)], their proportion in the medium (10-90% v/v), and their cooling rate (VC 0.25-0.50 °C/min). These processes were contrasted with the crystallization process of commercial xylitol. This study is the first to assess xylitol crystallization using a protic ionic liquid. The hydrolysate obtained from a mild treatment with sulfuric acid contained mainly glucose and xylose at concentrations of 15.7 g/L and 11.9 g/L, respectively. With this bioprocess, a maximum xylitol production of 4.5 g/L was achieved. The performance of the investigated antisolvents was similar in all conditions evaluated in the crystallization process of the commercial xylitol, with no significant difference in yields. For the crystallization processes of the produced xylitol, the best conditions were: 50% (v/v) isopropanol as antisolvent, cooling rate of 0.5 °C/min, with a secondary nucleation of yield and purity of 69.7% and 84.8%, respectively. Under the same linear cooling rate, using ethanol, isopropanol or the protic ionic liquid 2-hydroxyl-ethylammonium acetate (2-HEAA), crystallization did not occur, probably due to the presence of carbohydrates not metabolized by the yeast in the broth, which influences the solubility curve of xylitol. With the results of this work, a possible economical and environmentally friendly process of recovery and purification of xylitol from CABHH could be proposed.
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14
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Mou M, Jiang M. Fast Continuous Non-Seeded Cooling Crystallization of Glycine in Slug Flow: Pure α-Form Crystals with Narrow Size Distribution. J Pharm Innov 2020. [DOI: 10.1007/s12247-020-09438-0] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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15
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Ma Y, Wu S, Macaringue EGJ, Zhang T, Gong J, Wang J. Recent Progress in Continuous Crystallization of Pharmaceutical Products: Precise Preparation and Control. Org Process Res Dev 2020. [DOI: 10.1021/acs.oprd.9b00362] [Citation(s) in RCA: 37] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Affiliation(s)
- Yiming Ma
- School of Chemical Engineering and Technology, State Key Laboratory of Chemical Engineering, Tianjin University, Tianjin 300072, People’s Republic of China
- Co-innovation Center of Chemistry and Chemical Engineering of Tianjin, Tianjin 300072, People’s Republic of China
| | - Songgu Wu
- School of Chemical Engineering and Technology, State Key Laboratory of Chemical Engineering, Tianjin University, Tianjin 300072, People’s Republic of China
- Co-innovation Center of Chemistry and Chemical Engineering of Tianjin, Tianjin 300072, People’s Republic of China
| | - Estevao Genito Joao Macaringue
- School of Chemical Engineering and Technology, State Key Laboratory of Chemical Engineering, Tianjin University, Tianjin 300072, People’s Republic of China
- Co-innovation Center of Chemistry and Chemical Engineering of Tianjin, Tianjin 300072, People’s Republic of China
| | - Teng Zhang
- School of Chemical Engineering and Technology, State Key Laboratory of Chemical Engineering, Tianjin University, Tianjin 300072, People’s Republic of China
- Co-innovation Center of Chemistry and Chemical Engineering of Tianjin, Tianjin 300072, People’s Republic of China
| | - Junbo Gong
- School of Chemical Engineering and Technology, State Key Laboratory of Chemical Engineering, Tianjin University, Tianjin 300072, People’s Republic of China
- Co-innovation Center of Chemistry and Chemical Engineering of Tianjin, Tianjin 300072, People’s Republic of China
| | - Jingkang Wang
- School of Chemical Engineering and Technology, State Key Laboratory of Chemical Engineering, Tianjin University, Tianjin 300072, People’s Republic of China
- Co-innovation Center of Chemistry and Chemical Engineering of Tianjin, Tianjin 300072, People’s Republic of China
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16
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Abd Samad NA, Lai CW, Johan MR. Chemical studies of metal oxide powders. METAL OXIDE POWDER TECHNOLOGIES 2020:17-29. [DOI: 10.1016/b978-0-12-817505-7.00002-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/01/2023]
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17
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Zheng D, Zou W, Yan J, Peng C, Fu Y, Li B, Zeng L. A comparative study on the nucleation, growth, and agglomeration kinetics of potassium dihydrogen phosphate crystal in circulating fluidized‐bed crystallizer. ASIA-PAC J CHEM ENG 2019. [DOI: 10.1002/apj.2381] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Dan Zheng
- Department of Chemical EngineeringSichuan University of Science & Engineering Zigong Sichuan 643000 China
| | - Wei Zou
- Department of Chemical EngineeringSichuan University of Science & Engineering Zigong Sichuan 643000 China
| | - Jie Yan
- Department of Chemical EngineeringSichuan University of Science & Engineering Zigong Sichuan 643000 China
| | - Chuanfeng Peng
- Sichuan Key Laboratory of Rock and Well SaltLight Industry Design And Research Institute Zigong Sichuan 643000 China
| | - Yuhang Fu
- Sichuan Key Laboratory of Rock and Well SaltLight Industry Design And Research Institute Zigong Sichuan 643000 China
| | - Bo Li
- Sichuan Key Laboratory of Rock and Well SaltLight Industry Design And Research Institute Zigong Sichuan 643000 China
| | - Li Zeng
- Sichuan Key Laboratory of Rock and Well SaltLight Industry Design And Research Institute Zigong Sichuan 643000 China
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18
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Belca LM, Ručigaj A, Teslič D, Krajnc M. The use of ultrasound in the crystallization process of an active pharmaceutical ingredient. ULTRASONICS SONOCHEMISTRY 2019; 58:104642. [PMID: 31450288 DOI: 10.1016/j.ultsonch.2019.104642] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/05/2019] [Revised: 06/02/2019] [Accepted: 06/14/2019] [Indexed: 06/10/2023]
Abstract
In this research, ultrasound was used in the crystallization process as an alternative to conventional spontaneous crystallization and seeding crystallization. The study was implemented on an active pharmaceutical ingredient ticagrelor, where the influence of ultrasound on its physical properties was evaluated. Process parameters of spontaneous crystallization, seeding crystallization and ultrasound-assisted crystallization were extensively studied while the pros and cons of each were adequately exposed. Compared to spontaneous crystallization and seeding crystallization ultrasound-assisted crystallization has significantly improved fundamental crystallization parameters: nucleation, the growth of crystals and filtration time. At the same time, the tendency of particles to agglomerate was reduced, which lead to the avoidance of energy and time-consuming process of final product deagglomeration, often problematic in conventional crystallization. In addition, different physical properties of ticagrelor were reached and evaluated, for instance, morphology, particle size distribution and different polymorphic forms. Polymorphic forms I, II and III were efficiently produced in a repeatable, robust and optimal way. Ultrasound-assisted crystallization was proved to have a beneficial effect on the crystallization process of API, even on the industrial scale, and can successfully replace spontaneous crystallization and seeding crystallization.
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Affiliation(s)
- Lucija Majal Belca
- University of Ljubljana, Faculty of Chemistry and Chemical Technology, Večna pot 113, SI-1000 Ljubljana, Slovenia; Lek d.d., Verovškova 57, SI-1526 Ljubljana, Slovenia
| | - Aleš Ručigaj
- University of Ljubljana, Faculty of Chemistry and Chemical Technology, Večna pot 113, SI-1000 Ljubljana, Slovenia
| | - Dušan Teslič
- Lek d.d., Verovškova 57, SI-1526 Ljubljana, Slovenia
| | - Matjaž Krajnc
- University of Ljubljana, Faculty of Chemistry and Chemical Technology, Večna pot 113, SI-1000 Ljubljana, Slovenia.
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19
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Sanzida N, Nagy ZK. Strategic evaluation of different direct nucleation control approaches for controlling batch cooling crystallisation via simulation and experimental case studies. Comput Chem Eng 2019. [DOI: 10.1016/j.compchemeng.2019.106559] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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20
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Schall JM, Capellades G, Mandur JS, Braatz RD, Myerson AS. Incorporating Solvent-Dependent Kinetics To Design a Multistage, Continuous, Combined Cooling/Antisolvent Crystallization Process. Org Process Res Dev 2019. [DOI: 10.1021/acs.oprd.9b00244] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Jennifer M. Schall
- Department of Chemical Engineering, Massachusetts Institute of Technology, E19-502D, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139-4307, United States
| | - Gerard Capellades
- Department of Chemical Engineering, Massachusetts Institute of Technology, E19-502D, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139-4307, United States
| | - Jasdeep S. Mandur
- Department of Chemical Engineering, Massachusetts Institute of Technology, E19-502D, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139-4307, United States
| | - Richard D. Braatz
- Department of Chemical Engineering, Massachusetts Institute of Technology, E19-502D, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139-4307, United States
| | - Allan S. Myerson
- Department of Chemical Engineering, Massachusetts Institute of Technology, E19-502D, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139-4307, United States
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21
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Darmali C, Mansouri S, Yazdanpanah N, Woo MW. Mechanisms and Control of Impurities in Continuous Crystallization: A Review. Ind Eng Chem Res 2018. [DOI: 10.1021/acs.iecr.8b04560] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Christine Darmali
- Department of Chemical Engineering, Monash University, Clayton, Victoria 3800, Australia
| | - Shahnaz Mansouri
- Department of Chemical Engineering, Monash University, Clayton, Victoria 3800, Australia
| | - Nima Yazdanpanah
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
| | - Meng W. Woo
- Department of Chemical Engineering, Monash University, Clayton, Victoria 3800, Australia
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22
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Scale-up Modeling of a Pharmaceutical Crystallization Process via Compartmentalization Approach. ACTA ACUST UNITED AC 2018. [DOI: 10.1016/b978-0-444-64241-7.50025-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/05/2023]
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23
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Gielen B, Claes T, Janssens J, Jordens J, Thomassen LCJ, Gerven TV, Braeken L. Particle Size Control during Ultrasonic Cooling Crystallization of Paracetamol. Chem Eng Technol 2017. [DOI: 10.1002/ceat.201600647] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Bjorn Gielen
- KU Leuven; Department of Chemical Engineering; Celestijnenlaan 200 F, box 2424 3001 Leuven Belgium
- KU Leuven; Faculty of Engineering Science, Lab4U; Agoralaan building B box 8 3590 Diepenbeek Belgium
| | - Thomas Claes
- KU Leuven; Department of Chemical Engineering; Celestijnenlaan 200 F, box 2424 3001 Leuven Belgium
| | - Jonas Janssens
- KU Leuven; Faculty of Engineering Science, Lab4U; Agoralaan building B box 8 3590 Diepenbeek Belgium
| | - Jeroen Jordens
- KU Leuven; Department of Chemical Engineering; Celestijnenlaan 200 F, box 2424 3001 Leuven Belgium
- KU Leuven; Faculty of Engineering Science, Lab4U; Agoralaan building B box 8 3590 Diepenbeek Belgium
| | - Leen C. J. Thomassen
- KU Leuven; Department of Chemical Engineering; Celestijnenlaan 200 F, box 2424 3001 Leuven Belgium
- KU Leuven; Faculty of Engineering Science, Lab4U; Agoralaan building B box 8 3590 Diepenbeek Belgium
| | - Tom Van Gerven
- KU Leuven; Department of Chemical Engineering; Celestijnenlaan 200 F, box 2424 3001 Leuven Belgium
| | - Leen Braeken
- KU Leuven; Department of Chemical Engineering; Celestijnenlaan 200 F, box 2424 3001 Leuven Belgium
- KU Leuven; Faculty of Engineering Science, Lab4U; Agoralaan building B box 8 3590 Diepenbeek Belgium
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24
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Agglomeration Control during Ultrasonic Crystallization of an Active Pharmaceutical Ingredient. CRYSTALS 2017. [DOI: 10.3390/cryst7020040] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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25
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Mondal M, Roy S, Mukhopadhyay M. Engineering Micro/Nanoparticles by PPRGEL Process through Parametric Analysis. Ind Eng Chem Res 2015. [DOI: 10.1021/ie504960u] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Mriganka Mondal
- Department
of Chemical Engineering, IIT Bombay, Mumbai 400076, India
| | - Sandip Roy
- Department
of Chemical Engineering, IIT Bombay, Mumbai 400076, India
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26
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de Paiva Lacerda S, Espitalier F, Hoffart V, Ré MI. Liquid anti-solvent recrystallization to enhance dissolution of CRS 74, a new antiretroviral drug. Drug Dev Ind Pharm 2015; 41:1910-20. [PMID: 25792230 DOI: 10.3109/03639045.2015.1020812] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
This study concerns a new compound named CRS 74 which has the property of inhibiting Human Immunodeficiency Virus (HIV) protease, an essential enzyme involved in HIV replication process. It is proved in this study that the original CRS 74 exhibits poor aqueous solubility and a very low dissolution rate, which can influence its bioavailability and clinical response. In an attempt to improve the dissolution rate, CRS 74 was recrystallized by liquid anti-solvent (LAS) crystallization. Ethanol was chosen as solvent and water as the anti-solvent. Recrystallized solids were compared with the original drug crystals in terms of physical and dissolution properties. Recrystallization without additives did not modify the CRS 74 dissolution profile compared to the original drug. CRS 74 was then recrystallized using different additives to optimize the process and formulate physicochemical properties. Steric stabilizer in organic phase ensured size-controlling effect, whereas electrostatic stabilizer in aqueous phase decreased particle agglomeration. Cationic additives avoided drug adsorption onto stainless steel T-mixer. In general, additive improved drug dissolution rate due to improvement of wetting properties by specific interactions between the drug and the additives, and ensured continuous production of CRS 74 by electrostatic repulsion.
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Affiliation(s)
- Suênia de Paiva Lacerda
- a Mines Albi, CNRS, Centre RAPSODEE, Université de Toulouse , Albi , France and.,b "Conception, Ingénierie et Développement de l'Aliment et du Médicament" (EA CIDAM), UFR Pharmacie, Université d'Auvergne , Clermont-Ferrand , France
| | - Fabienne Espitalier
- a Mines Albi, CNRS, Centre RAPSODEE, Université de Toulouse , Albi , France and
| | - Valérie Hoffart
- b "Conception, Ingénierie et Développement de l'Aliment et du Médicament" (EA CIDAM), UFR Pharmacie, Université d'Auvergne , Clermont-Ferrand , France
| | - Maria Inês Ré
- a Mines Albi, CNRS, Centre RAPSODEE, Université de Toulouse , Albi , France and
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27
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Soare A, Pérez Escobar SA, Stankiewicz AI, Rodriguez Pascual M, Kramer HJM. 2-D Flow and Temperature Measurements in a Multiphase Airlift Crystallizer. Ind Eng Chem Res 2013. [DOI: 10.1021/ie4006723] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Anamaria Soare
- Intensified Reaction and Separation Systems, Delft University of Technology, 2628 CA Delft, The
Netherlands
| | - Sergio A. Pérez Escobar
- Intensified Reaction and Separation Systems, Delft University of Technology, 2628 CA Delft, The
Netherlands
| | - Andrzej I. Stankiewicz
- Intensified Reaction and Separation Systems, Delft University of Technology, 2628 CA Delft, The
Netherlands
| | - Marcos Rodriguez Pascual
- Intensified Reaction and Separation Systems, Delft University of Technology, 2628 CA Delft, The
Netherlands
| | - Herman J. M. Kramer
- Intensified Reaction and Separation Systems, Delft University of Technology, 2628 CA Delft, The
Netherlands
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28
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Jim KM, Kim KJ, Jang YN. Effect of Supersaturation on the Particle Size of Ammonium Sulfate in Semibatch Evaporative Crystallization. Ind Eng Chem Res 2013. [DOI: 10.1021/ie4007968] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Kabenla Mensah Jim
- Crystallization Process and
Engineering Laboratory, Hanbat National University, San 16-1, Dukmyung-dong, Yuseong, Daejeon 305-719, South Korea
| | - Kwang-Joo Kim
- Crystallization Process and
Engineering Laboratory, Hanbat National University, San 16-1, Dukmyung-dong, Yuseong, Daejeon 305-719, South Korea
| | - Young-Nam Jang
- Korea Institute of Geoscience and Mineral Resources (KIGAM), 92 Gwahang-no,
Yuseong-gu, Daejeon 305-350, South Korea
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29
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Falola A, Borissova A. crystSim: A software environment for modelling industrial batch cooling crystallization. Comput Chem Eng 2012. [DOI: 10.1016/j.compchemeng.2011.10.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/15/2022]
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30
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Wei J, Yuan Q, Wang T, Wang L. Purification and crystallization of xylitol from fermentation broth of corncob hydrolysates. ACTA ACUST UNITED AC 2010. [DOI: 10.1007/s11705-009-0295-1] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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31
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Kongsombut B, Tsutsumi A, Suankaew N, Charinpanitkul T. Encapsulation of SiO2 and TiO2 Fine Powders with Poly(dl-lactic-co-glycolic acid) by Rapid Expansion of Supercritical CO2 Incorporated with Ethanol Cosolvent. Ind Eng Chem Res 2009. [DOI: 10.1021/ie900690v] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Benjapol Kongsombut
- Center of Excellence in Particle Technology, Faculty of Engineering, Chulalongkorn University, Patumwan, Bangkok 10330 Thailand, and Department of Chemical System Engineering, The University of Tokyo, Bunkyo-ku, Tokyo 113-8656 Japan
| | - Atsushi Tsutsumi
- Center of Excellence in Particle Technology, Faculty of Engineering, Chulalongkorn University, Patumwan, Bangkok 10330 Thailand, and Department of Chemical System Engineering, The University of Tokyo, Bunkyo-ku, Tokyo 113-8656 Japan
| | - Nara Suankaew
- Center of Excellence in Particle Technology, Faculty of Engineering, Chulalongkorn University, Patumwan, Bangkok 10330 Thailand, and Department of Chemical System Engineering, The University of Tokyo, Bunkyo-ku, Tokyo 113-8656 Japan
| | - Tawatchai Charinpanitkul
- Center of Excellence in Particle Technology, Faculty of Engineering, Chulalongkorn University, Patumwan, Bangkok 10330 Thailand, and Department of Chemical System Engineering, The University of Tokyo, Bunkyo-ku, Tokyo 113-8656 Japan
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32
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Mekmene O, Quillard S, Rouillon T, Bouler JM, Piot M, Gaucheron F. Effects of pH and Ca/P molar ratio on the quantity and crystalline structure of calcium phosphates obtained from aqueous solutions. ACTA ACUST UNITED AC 2009. [DOI: 10.1051/dst/2009019] [Citation(s) in RCA: 86] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
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33
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Formation of deagglomerated PLGA particles and PLGA-coated ultra fine powders by rapid expansion of supercritical solution with ethanol cosolvent. KOREAN J CHEM ENG 2008. [DOI: 10.1007/s11814-008-0139-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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34
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Hounslow MJ, Lewis AE, Sanders SJ, Bondy R. Generic crystallizer model: I. A model framework for a well-mixed compartment. AIChE J 2005. [DOI: 10.1002/aic.10535] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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