1
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Li J, Zhang B, Shu Y. Simulation of gas-solid adsorption process considering particle-size distribution. Chin J Chem Eng 2022. [DOI: 10.1016/j.cjche.2022.02.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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2
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Rosenbaum T, Mbachu V, Mitchell NA, Gamble JF, Cho P, Engstrom JD. Comparison of One-Dimensional and Two-Dimensional Population Balance Models for Optimization of a Crystallization Process for a Needle-Shaped Active Pharmaceutical Ingredient. Org Process Res Dev 2022. [DOI: 10.1021/acs.oprd.1c00344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Tamar Rosenbaum
- Drug Product Science and Technology, Bristol-Myers Squibb, 1 Squibb Drive, New Brunswick, New Jersey 08903, United States
| | - Victoria Mbachu
- Drug Product Science and Technology, Bristol-Myers Squibb, 1 Squibb Drive, New Brunswick, New Jersey 08903, United States
| | - Niall Anthony Mitchell
- Process Systems Enterprise (PSE) − A Siemens Business, 6th Floor East, 26-28 Hammersmith Grove, London W6 7HA, United Kingdom
| | - John Francis Gamble
- Drug Product Science and Technology, Bristol-Myers Squibb, Moreton CH46 1QW, United Kingdom
| | - Patricia Cho
- Chemical and Synthetic Development, Bristol-Myers Squibb, 1 Squibb Drive, New Brunswick, New Jersey 08903, United States
| | - Joshua D. Engstrom
- Drug Product Science and Technology, Bristol-Myers Squibb, 1 Squibb Drive, New Brunswick, New Jersey 08903, United States
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3
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Camacho Corzo DM, Ma CY, Mahmud T, Roberts KJ. Digital Design of Batch Cooling Crystallization Processes: Computational Fluid Dynamics Methodology for Modeling Free-Surface Hydrodynamics in Agitated Crystallizers. Org Process Res Dev 2020. [DOI: 10.1021/acs.oprd.0c00240] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Diana M. Camacho Corzo
- Centre for the Digital Design of Drug Products, School of Chemical and Process Engineering, University of Leeds, Leeds LS2 9JT, U.K
| | - Cai Y. Ma
- Centre for the Digital Design of Drug Products, School of Chemical and Process Engineering, University of Leeds, Leeds LS2 9JT, U.K
| | - Tariq Mahmud
- Centre for the Digital Design of Drug Products, School of Chemical and Process Engineering, University of Leeds, Leeds LS2 9JT, U.K
| | - Kevin J. Roberts
- Centre for the Digital Design of Drug Products, School of Chemical and Process Engineering, University of Leeds, Leeds LS2 9JT, U.K
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4
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Shu YD, Liu JJ, Zhang Y, Wang XZ. Considering nucleation, breakage and aggregation in morphological population balance models for crystallization processes. Comput Chem Eng 2020. [DOI: 10.1016/j.compchemeng.2020.106781] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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5
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Jama MA, Zhao W, Ahmad W, Buffo A, Alopaeus V. Analytical time-stepping solution of the discretized population balance equation. Comput Chem Eng 2020. [DOI: 10.1016/j.compchemeng.2020.106741] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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6
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Abstract
In this paper, theories on anisotropic crystal growth and crystallization of atropisomers are reviewed and a model for anisotropic crystal growth from solution containing slow inter-converting conformers is presented. The model applies to systems with growth-dominated crystallization from solutions and assumes that only one conformation participates in the solute integration step and is present in the crystal lattice. Other conformers, defined as the wrong conformers, must convert to the right conformer before they can assemble to the crystal lattice. The model presents a simple implicit method for evaluating the growth inhibition effect by the wrong conformers. The crystal growth model applies to anisotropic growth in two main directions, namely a slow-growing face and a fast-growing face and requires the knowledge of solute crystal face integration coefficients in both directions. A parameter estimation algorithm was derived to extract those coefficients from data about temporal concentration and crystal size during crystallization and was designed to have a short run time, while providing a high-resolution estimation. The model predicts a size-dependent growth rate and simulations indicated that for a given seed size and solvent system and for an isothermal anti-solvent addition crystallization, the seed loading and the supersaturation at seeding are the main factors impacting the final aspect ratio. The model predicts a decrease of the growth inhibition effect by the wrong conformer with increasing temperature, likely due to faster equilibration between conformers and/or a decrease of the population of the wrong conformer, if of low energy, at elevated temperatures. Finally, the model predicts that solute surface integration becomes the rate-limiting mechanism for high solute integration activation energies, resulting in no impact of the WC on the overall crystal growth process.
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7
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Solvent-mediated morphology selection of the active pharmaceutical ingredient isoniazid: Experimental and simulation studies. Chem Eng Sci 2019. [DOI: 10.1016/j.ces.2018.10.022] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
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8
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Lapidot T, Matar OK, Heng JY. Calcium sulphate crystallisation in the presence of mesoporous silica particles: Experiments and population balance modelling. Chem Eng Sci 2019. [DOI: 10.1016/j.ces.2019.02.045] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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9
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Morphological population balance modelling of the effect of crystallisation environment on the evolution of crystal size and shape of para-aminobenzoic acid. Comput Chem Eng 2019. [DOI: 10.1016/j.compchemeng.2019.04.019] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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10
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Kovačević T, Briesen H. Simulations of crystal aggregation and growth: Towards correct crystal area. AIChE J 2019. [DOI: 10.1002/aic.16525] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Tijana Kovačević
- Technical University of MunichChair of Process Systems Engineering Freising, 85354 Germany
| | - Heiko Briesen
- Technical University of MunichChair of Process Systems Engineering Freising, 85354 Germany
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11
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Shu YD, Liu JJ, Zhang Y, Wang XZ. A multi-stage multi-component transfer rate morphological population balance model for crystallization processes. CrystEngComm 2019. [DOI: 10.1039/c9ce00438f] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
A model was proposed for modeling the non-equilibrium crystal growth of single crystals (Y. D. Shu, Y. Li, Y. Zhang, J. J. Liu and X. Z. Wang, CrystEngComm, 2018, 20, 5143–5153).
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Affiliation(s)
- Yi D. Shu
- School of Chemistry and Chemical Engineering
- South China University of Technology
- Guangzhou
- China
| | - Jing J. Liu
- School of Chemistry and Chemical Engineering
- South China University of Technology
- Guangzhou
- China
| | - Yang Zhang
- School of Chemistry and Chemical Engineering
- South China University of Technology
- Guangzhou
- China
| | - Xue Z. Wang
- Personal Chair in Intelligent Measurement and Control
- School of Chemical and Process Engineering
- University of Leeds
- Leeds LS2 9JT
- UK
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12
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Ma CY, Roberts KJ. Combining Morphological Population Balances with Face-Specific Growth Kinetics Data to Model and Predict the Crystallization Processes for Ibuprofen. Ind Eng Chem Res 2018. [DOI: 10.1021/acs.iecr.8b02140] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- C. Y. Ma
- Centre for the Digital Design of Drug Products, School of Chemical and Process Engineering, University of Leeds, Leeds, LS2 9JT, United Kingdom
| | - K. J. Roberts
- Centre for the Digital Design of Drug Products, School of Chemical and Process Engineering, University of Leeds, Leeds, LS2 9JT, United Kingdom
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13
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Integrating crystallization with experimental model parameter determination and modeling into conceptual process design for the purification of complex feed mixtures. Chem Eng Res Des 2018. [DOI: 10.1016/j.cherd.2018.03.029] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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14
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Shu YD, Li Y, Zhang Y, Liu JJ, Wang XZ. A multi-component mass transfer rate based model for simulation of non-equilibrium growth of crystals. CrystEngComm 2018. [DOI: 10.1039/c8ce00639c] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
A new model based on multi-component mass transfer allows the multi-component composition in crystals in any spatial location at any time during a crystallization process to be simulated. It can be applied to the estimation of the impurity content and to assessing the stability of crystalline pharmaceuticals.
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Affiliation(s)
- Yi D. Shu
- School of Chemistry and Chemical Engineering
- South China University of Technology
- Guangzhou
- China
| | - Yang Li
- School of Chemistry and Chemical Engineering
- South China University of Technology
- Guangzhou
- China
| | - Yang Zhang
- School of Chemistry and Chemical Engineering
- South China University of Technology
- Guangzhou
- China
| | - Jing J. Liu
- School of Chemical and Process Engineering
- University of Leeds
- Leeds LS2 9JT
- UK
| | - Xue Z. Wang
- School of Chemical and Process Engineering
- University of Leeds
- Leeds LS2 9JT
- UK
- School of Chemistry and Chemical Engineering
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15
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Zhang R, Ma CY, Liu JJ, Zhang Y, Liu YJ, Wang XZ. Stereo imaging camera model for 3D shape reconstruction of complex crystals and estimation of facet growth kinetics. Chem Eng Sci 2017. [DOI: 10.1016/j.ces.2016.11.029] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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16
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Shaikh LJ, Bari AH, Ranade VV, Pandit AB. Generic Framework for Crystallization Processes Using the Population Balance Model and Its Applicability. Ind Eng Chem Res 2015. [DOI: 10.1021/acs.iecr.5b01421] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Latif J. Shaikh
- Chemical
Engineering Department, Institute of Chemical Technology, Mumbai 400019, India
- CEPD
Division, National Chemical Laboratory, Pune 411008, India
| | - Atul H. Bari
- Chemical
Engineering Department, Institute of Chemical Technology, Mumbai 400019, India
| | - Vivek V. Ranade
- CEPD
Division, National Chemical Laboratory, Pune 411008, India
| | - Aniruddha B. Pandit
- Chemical
Engineering Department, Institute of Chemical Technology, Mumbai 400019, India
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17
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Affiliation(s)
- Cai Y. Ma
- Institute of Particle Science and Engineering, School of Chemical and Process Engineering; University of Leeds; Leeds LS2 9JT U.K
| | - Jing J. Liu
- School of Chemistry and Chemical Engineering; South China University of Technology; Guangzhou 510640 P.R. China
| | - Xue Z. Wang
- Institute of Particle Science and Engineering, School of Chemical and Process Engineering; University of Leeds; Leeds LS2 9JT U.K
- School of Chemistry and Chemical Engineering; South China University of Technology; Guangzhou 510640 P.R. China
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18
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Affiliation(s)
- Kanjakha Pal
- Department of Chemical Engineering, Indian Institute of Technology Kharagpur, Kharagpur, West Bengal 721302, India
| | - Jayanta Chakraborty
- Department of Chemical Engineering, Indian Institute of Technology Kharagpur, Kharagpur, West Bengal 721302, India
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19
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Reinhold A, Briesen H. High dimensional population balances for the growth of faceted crystals: Combining Monte Carlo integral estimates and the method of characteristics. Chem Eng Sci 2015. [DOI: 10.1016/j.ces.2015.01.035] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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20
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Two dimensional population balance modelling of crystal growth behaviour under the influence of impurities. ADV POWDER TECHNOL 2015. [DOI: 10.1016/j.apt.2015.01.001] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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21
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Shaikh LJ, Ranade VV, Pandit AB. Crystal Shape Evolution Using Polyhedral Population Balance. Ind Eng Chem Res 2014. [DOI: 10.1021/ie501039c] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Latif J. Shaikh
- Chemical Engineering Department, Institute of Chemical Technology, Mumbai 400019, India
- CEPD Division, National Chemical Laboratory, Pune 411008, India
| | - Vivek V. Ranade
- CEPD Division, National Chemical Laboratory, Pune 411008, India
| | - Aniruddha B. Pandit
- Chemical Engineering Department, Institute of Chemical Technology, Mumbai 400019, India
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22
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Abstract
Population balance modeling is undergoing phenomenal growth in its applications, and this growth is accompanied by multifarious reviews. This review aims to fortify the model's fundamental base, as well as point to a variety of new applications, including modeling of crystal morphology, cell growth and differentiation, gene regulatory processes, and transfer of drug resistance. This is accomplished by presenting the many faces of population balance equations that arise in the foregoing applications.
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Affiliation(s)
| | - Meenesh R. Singh
- School of Chemical Engineering, Purdue University, West Lafayette, Indiana 47907
- Department of Chemical and Biomolecular Engineering, University of California, Berkeley, California 94704
- Joint Center for Artificial Photosynthesis, Lawrence Berkeley National Laboratory, Berkeley, California 94720
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23
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24
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Jiang M, Zhu X, Molaro MC, Rasche ML, Zhang H, Chadwick K, Raimondo DM, Kim KKK, Zhou L, Zhu Z, Wong MH, O’Grady D, Hebrault D, Tedesco J, Braatz RD. Modification of Crystal Shape through Deep Temperature Cycling. Ind Eng Chem Res 2014. [DOI: 10.1021/ie400859d] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Mo Jiang
- Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts, 02139, United States
| | - Xiaoxiang Zhu
- Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts, 02139, United States
| | - Mark C. Molaro
- Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts, 02139, United States
| | - Michael L. Rasche
- University of Illinois, Urbana−Champaign, Illinois, 61801, United States
| | - Haitao Zhang
- Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts, 02139, United States
| | - Keith Chadwick
- Purdue University, West Lafayette, Indiana, 47907, United States
| | | | - Kwang-Ki K. Kim
- Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts, 02139, United States
- University of Illinois, Urbana−Champaign, Illinois, 61801, United States
| | - Lifang Zhou
- Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts, 02139, United States
| | - Zhilong Zhu
- University of Illinois, Urbana−Champaign, Illinois, 61801, United States
| | - Min Hao Wong
- University of Illinois, Urbana−Champaign, Illinois, 61801, United States
| | - Des O’Grady
- Mettler−Toledo
International, Inc., Columbia, Maryland 21046, United States
| | - Dominique Hebrault
- Mettler−Toledo
International, Inc., Columbia, Maryland 21046, United States
| | - John Tedesco
- Mettler−Toledo
International, Inc., Columbia, Maryland 21046, United States
| | - Richard D. Braatz
- Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts, 02139, United States
- University of Illinois, Urbana−Champaign, Illinois, 61801, United States
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25
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Nguyen TTH, Hammond RB, Roberts KJ, Marziano I, Nichols G. Precision measurement of the growth rate and mechanism of ibuprofen {001} and {011} as a function of crystallization environment. CrystEngComm 2014. [DOI: 10.1039/c4ce00097h] [Citation(s) in RCA: 54] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The growth rates of the {001} and {011} crystal faces of ibuprofen were measured as a function of the solution crystallisation environment from which the likely interfacial kinetic growth mechanisms were characterised.
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Affiliation(s)
- T. T. H. Nguyen
- Institute of Particle Science and Engineering
- Institute of Process Research and Development
- School of Process
- Environmental and Materials Engineering
- University of Leeds
| | - R. B. Hammond
- Institute of Particle Science and Engineering
- Institute of Process Research and Development
- School of Process
- Environmental and Materials Engineering
- University of Leeds
| | - K. J. Roberts
- Institute of Particle Science and Engineering
- Institute of Process Research and Development
- School of Process
- Environmental and Materials Engineering
- University of Leeds
| | - I. Marziano
- Pfizer Worldwide Research and Development
- Sandwich, UK
| | - G. Nichols
- Pfizer Worldwide Research and Development
- Sandwich, UK
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26
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Ochsenbein DR, Schorsch S, Vetter T, Mazzotti M, Morari M. Growth Rate Estimation of β l-Glutamic Acid from Online Measurements of Multidimensional Particle Size Distributions and Concentration. Ind Eng Chem Res 2013. [DOI: 10.1021/ie4031852] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- David R. Ochsenbein
- Automatic
Control Laboratory, ETH Zurich, Physikstrasse 3, CH-8092 Zurich, Zurich, Switzerland
| | - Stefan Schorsch
- Institute
of Process Engineering, ETH Zurich, Sonneggstrasse 3, CH-8092 Zurich, Zurich, Switzerland
| | - Thomas Vetter
- Institute
of Process Engineering, ETH Zurich, Sonneggstrasse 3, CH-8092 Zurich, Zurich, Switzerland
| | - Marco Mazzotti
- Institute
of Process Engineering, ETH Zurich, Sonneggstrasse 3, CH-8092 Zurich, Zurich, Switzerland
| | - Manfred Morari
- Automatic
Control Laboratory, ETH Zurich, Physikstrasse 3, CH-8092 Zurich, Zurich, Switzerland
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27
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Majumder A, Nagy ZK. Prediction and control of crystal shape distribution in the presence of crystal growth modifiers. Chem Eng Sci 2013. [DOI: 10.1016/j.ces.2013.07.017] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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28
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Kuvadia ZB, Doherty MF. Reformulating multidimensional population balances for predicting crystal size and shape. AIChE J 2013. [DOI: 10.1002/aic.14167] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Zubin B. Kuvadia
- Dept. of Chemical Engineering; University of California Santa Barbara; CA; 93106
| | - Michael F. Doherty
- Dept. of Chemical Engineering; University of California Santa Barbara; CA; 93106
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29
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30
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Ma CY, Wan J, Wang XZ. Faceted growth rate estimation of potash alum crystals grown from solution in a hot-stage reactor. POWDER TECHNOL 2012. [DOI: 10.1016/j.powtec.2012.02.040] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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31
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Abstract
The academic literature on and industrial practice of control of solution crystallization processes have seen major advances in the past 15 years that have been enabled by progress in in-situ real-time sensor technologies and driven primarily by needs in the pharmaceutical industry for improved and more consistent quality of drug crystals. These advances include the accurate measurement of solution concentrations and crystal characteristics as well as the first-principles modeling and robust model-based and model-free feedback control of crystal size and polymorphic identity. Research opportunities are described in model-free controller design, new crystallizer designs with enhanced control of crystal size distribution, strategies for the robust control of crystal shape, and interconnected crystallization systems for multicomponent crystallization.
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Affiliation(s)
- Zoltan K. Nagy
- Department of Chemical Engineering, Loughborough University, Loughborough, LE11 3TU, United Kingdom
| | - Richard D. Braatz
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
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32
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Model identification of crystal facet growth kinetics in morphological population balance modeling of l-glutamic acid crystallization and experimental validation. Chem Eng Sci 2012. [DOI: 10.1016/j.ces.2011.05.042] [Citation(s) in RCA: 70] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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33
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Borchert C, Sundmacher K. Morphology evolution of crystal populations: Modeling and observation analysis. Chem Eng Sci 2012. [DOI: 10.1016/j.ces.2011.05.057] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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34
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Lovette MA, Muratore M, Doherty MF. Crystal shape modification through cycles of dissolution and growth: Attainable regions and experimental validation. AIChE J 2011. [DOI: 10.1002/aic.12707] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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35
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Liu JJ, Ma CY, Hu YD, Wang XZ. Effect of seed loading and cooling rate on crystal size and shape distributions in protein crystallization—A study using morphological population balance simulation. Comput Chem Eng 2010. [DOI: 10.1016/j.compchemeng.2010.06.020] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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36
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Chakraborty J, Singh MR, Ramkrishna D, Borchert C, Sundmacher K. Modeling of crystal morphology distributions. Towards crystals with preferred asymmetry. Chem Eng Sci 2010. [DOI: 10.1016/j.ces.2010.03.026] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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37
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Liu JJ, Ma CY, Hu YD, Wang XZ. Modelling protein crystallisation using morphological population balance models. Chem Eng Res Des 2010. [DOI: 10.1016/j.cherd.2009.08.015] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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38
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39
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Wan J, Wang XZ, Ma CY. Particle shape manipulation and optimization in cooling crystallization involving multiple crystal morphological forms. AIChE J 2009. [DOI: 10.1002/aic.11892] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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40
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Hermanto MW, Braatz RD, Chiu MS. High-order simulation of polymorphic crystallization using weighted essentially nonoscillatory methods. AIChE J 2009. [DOI: 10.1002/aic.11644] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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41
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Development of a Morphological Population Balance Model in Principal Component Space. ACTA ACUST UNITED AC 2009. [DOI: 10.1016/s1570-7946(09)70341-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
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42
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Lovette MA, Browning AR, Griffin DW, Sizemore JP, Snyder RC, Doherty MF. Crystal Shape Engineering. Ind Eng Chem Res 2008. [DOI: 10.1021/ie800900f] [Citation(s) in RCA: 261] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Michael A. Lovette
- Department of Chemical Engineering, University of California, Santa Barbara, California 93106-5080
| | - Andrea Robben Browning
- Department of Chemical Engineering, University of California, Santa Barbara, California 93106-5080
| | - Derek W. Griffin
- Department of Chemical Engineering, University of California, Santa Barbara, California 93106-5080
| | - Jacob P. Sizemore
- Department of Chemical Engineering, University of California, Santa Barbara, California 93106-5080
| | - Ryan C. Snyder
- Department of Chemical Engineering, University of California, Santa Barbara, California 93106-5080
| | - Michael F. Doherty
- Department of Chemical Engineering, University of California, Santa Barbara, California 93106-5080
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43
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Ma CY, Wang XZ. Crystal growth rate dispersion modeling using morphological population balance. AIChE J 2008. [DOI: 10.1002/aic.11549] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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