CIESC Journal ›› 2020, Vol. 71 ›› Issue (2): 459-474.DOI: 10.11949/0438-1157.20190728
• Reviews and monographs • Previous Articles Next Articles
Shaolei ZHAO(),Yaoguo WANG,Teng ZHANG,Lina ZHOU,Junbo GONG(),Weiwei TANG()
Received:
2019-06-27
Revised:
2019-11-22
Online:
2020-02-05
Published:
2020-02-05
Contact:
Junbo GONG,Weiwei TANG
通讯作者:
龚俊波,汤伟伟
作者简介:
赵绍磊(1994—),男,硕士研究生, 基金资助:
CLC Number:
Shaolei ZHAO, Yaoguo WANG, Teng ZHANG, Lina ZHOU, Junbo GONG, Weiwei TANG. Advanced process control of pharmaceutical crystallization[J]. CIESC Journal, 2020, 71(2): 459-474.
赵绍磊, 王耀国, 张腾, 周丽娜, 龚俊波, 汤伟伟. 制药结晶中的先进过程控制[J]. 化工学报, 2020, 71(2): 459-474.
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1 | 龚俊波, 孙杰, 王静康. 面向智能制造的工业结晶研究进展[J]. 化工学报, 2018, 69( 11): 4505- 4517. |
Gong J B, Sun J, Wang J K. Research progress of industrial crystallization towards intelligent manufacturing[J]. CIESC Journal, 2018, 69( 11): 4505- 4517. | |
2 | Nagy Z K, Fevotte G, Kramer H, et al. Recent advances in the monitoring, modelling and control of crystallization systems[J]. Chemical Engineering Research & Design, 2013, 91 ( 10): 1903- 1922. |
3 | Braatz R D. Advanced control of crystallization processes[J]. Annu. Rev. Control, 2002, 26: 87- 99. |
4 | Nagy Z K, Braatz R D. Advances and new directions in crystallization control[M]//Annual Review of Chemical and Biomolecular Engineering: Vol. 3. Palo Alto, 2012: 55- 75. |
5 | Gao Z G, Rohani S, Gong J B, et al. Recent developments in the crystallization process: toward the pharmaceutical industry[J]. Engineering, 2017, 3 ( 3): 343- 353. |
6 | Hulburt H M, Katz S. Some problems in particle technology: a statistical mechanical formulation[J]. Chemical Engineering Science, 1964, 19( 8): 555- 574. |
7 | Randolph A D, Larson M A. Theory of Particulate Processes: Analysis and Techniques of Continuous Crystallization[M]. New York: Academic Press, 1971. |
8 | Solsvik J, Jakobsen H A. The foundation of the population balance equation: a review [J]. J . Dispersion Sci. Technol., 2015, 36( 4): 510- 520. |
9 | Ramkrishna D. Population Balances. Theory and Applications to Particulate Systems in Engineering[M]. New York: Academic Press, 2000. |
10 | Ma C Y, Liu J J, Wang X Z. Measurement, modelling, and closed-loop control of crystal shape distribution: literature review and future perspectives[J]. Particuology, 2016, 26: 1- 18. |
11 | Aamir E, Nagy Z K, Rielly C D, et al. Combined quadrature method of moments and method of characteristics approach for efficient solution of population balance models for dynamic modeling and crystal size distribution control of crystallization processes[J]. Industrial & Engineering Chemistry Research, 2009, 48: 8575- 8584. |
12 | Motz S, Mannal S, Gilles E D. State estimation in batch crystallization using reduced population models[J]. Journal of Process Control, 2008, 18: 361- 374. |
13 | Fevotte F, Fevotte G. A method of characteristics for solving population balance equations (PBE) describing the adsorption of impurities during crystallization processes[J]. Chemical Engineering Science, 2010, 65: 3191- 3198. |
14 | Mubeen ur Rehman S, Qamar S. Application of the method of characteristics to population balance models considering growth and nucleation phenomena[J]. Applied Mathematics, 2014, 5: 1853- 1862. |
15 | Haseltine E L, Patience D B, Rawlings J B. On the stochastic simulation of particulate systems[J]. Chemical Engineering Science, 2005, 60: 2627- 2641. |
16 | Rosner D E, McGraw R, Tandon P. Multivariate population balances via moment and Monte Carlo simulation methods: an important sol reaction engineering bivariate example and mixed moments for the estimation of deposition, scavenging, and optical properties for populations of nonspherical suspended particles [J]. Industrial & Engineering Chemistry Research, 2003, 42: 2699- 2711. |
17 | Hermanto M W, Braatz R D, Chiu, M S. High-order simulation of polymorphic crystallization using weighted essentially nonoscillatory methods[J]. AIChE Journal, 2009, 55: 122- 131. |
18 | Majumder A, Kariwala V, Ansumali S, et al. Fast high-resolution method for solving multidimensional population balances in crystallization[J]. Industrial & Engineering Chemistry Research, 2010, 49: 3862- 3872. |
19 | Wan J, Wang X Z, Ma C Y. Particle shape manipulation and optimization in cooling crystallization involving multiple crystal morphological forms[J]. AIChE Journal, 2009, 55: 2049- 2061. |
20 | Attarakih M M, Drumm C, Bart H. Solution of the population balance equation using the sectional quadrature method of moments (SQMOM)[J]. Chemical Engineering Science, 2009, 64: 742- 752. |
21 | Qamar S, Ashfaq A, Warnecke G, et al. Adaptive high-resolution schemes for multi-dimensional population balances in crystallization processes[J]. Computers & Chemical Engineering, 2007, 31: 1296- 1311. |
22 | Wang T, Lu H J, Wang J K, et al. Recent progress of continuous crystallization[J]. Journal of Industrial and Engineering Chemistry, 2017, 54: 14- 29. |
23 | Fevotte F, Fevotte G. A method of characteristics for solving population balance equations (PBE) describing the adsorption of impurities during crystallization processes[J]. Chemical Engineering Science, 2010, 65 ( 10): 3191- 3198. |
24 | FDA. PAT guidance for industry—a framework for innovative pharmaceutical development, manufacturing and quality assurance [ EB/OL]. 2004. . |
25 | Yu L X, Lionberger R A, Raw A S, et al. Applications of process analytical technology to crystallization processes[J]. Adv. Drug Delivery Rev., 2003, 56: 349- 369. |
26 | Kadam S S, Windt E V D, Daudey P J, et al. A comparative study of ATR-FTIR and FT-NIR spectroscopy for in-situ concentration monitoring during batch cooling crystallization processes [J]. Crystal Growth & Design, 2010, 10( 6): 2629- 2640. |
27 | Saleemi A, Rielly C, Nagy Z K. Automated direct nucleation control for in situ dynamic fines removal in batch cooling crystallization [J]. Crystengcomm, 2012, 14( 6): 2196- 2203. |
28 | Simone E, Saleemi A N, Nagy Z K. In situ monitoring of polymorphic transformations using a composite sensor array of Raman, NIR, and ATR-UV/vis spectroscopy, FBRM, and PVM for an intelligent decision support system [J]. Organic Process Research & Development, 2015, 19( 1): 167- 177. |
29 | Zhou G, Moment A, Cuff J, et al. Process development and control with recent new FBRM, PVM, and IR[J]. Organic Process Research & Development, 2015, 19( 1): 227- 235. |
30 | Simone E, Saleemi A N, Nagy Z K. Raman, UV, NIR, and Mid-IR spectroscopy with focused beam reflectance measurement in monitoring polymorphic transformations[J]. Chem. Eng. Technol., 2014, 37( 8): 1305- 1313. |
31 | Simon L L, Nagy Z K, Hungerbuhler K. Comparison of external bulk video imaging with focused beam reflectance measurement and ultra-violet visible spectroscopy for metastable zone identification in food and pharmaceutical crystallization processes[J]. Chemical Engineering Science, 2009, 64( 14): 3344- 3351. |
32 | Powell K A, Croker D M, Rielly C D, et al. PAT-based design of agrochemical co-crystallization processes: a case-study for the selective crystallization of 1∶1 and 3∶2 co-crystals of p-toluenesulfonamide/triphenylphosphine oxide [J]. Chemical Engineering Science, 2016, 152: 95- 108. |
33 | Pena R, Nagy Z K. Process intensification through continuous spherical crystallization using a two-stage mixed suspension mixed product removal(MSMPR) system[J]. Crystal Growth & Design, 2015, 15( 9): 4225- 4236. |
34 | Liu W, Wei H, Zhao J, et al. Investigation into the cooling crystallization and transformations of carbamazepine using in situ FBRM and PVM [J]. Organic Process Research & Development, 2013, 17( 11): 1406- 1412. |
35 | Luo Y, Tu Y, Ge J, et al. Monitoring the crystallization process of methylprednisolone hemisuccinate(MPHS) from ethanol solution by combined ATR-FTIR-FBRM-PVM[J]. Separation Science & Technology, 2013, 48( 12): 1881- 1890. |
36 | Klapwijk A R, Simone E, Nagy Z K, et al. Tuning crystal morphology of succinic acid using a polymer additive[J]. Crystal Growth & Design, 2016, 16( 8): 4349- 4359. |
37 | Simone E, Saleemi A N, Nagy Z K. Application of quantitative Raman spectroscopy for the monitoring of polymorphic transformation in crystallization processes using a good calibration practice procedure[J]. Chemical Engineering Research & Design, 2014, 92( 4): 594- 611. |
38 | Nagy Z K, Braatz R D. Monitoring and advanced control of crystallisation processes[M]//The Handbook of Industrial Crystallization. Cambridge: Cambridge Univ. Press, 2012. |
39 | Rawlings J B, Sink C W, Miller S M. Control of crystallization processes[M]//Handbook of Industrial Crystallization. 2nd ed. Boston: Butterworth-Heinemann, 2002. |
40 | Ferguson S, Morris G, Hao H, et al. In-situ monitoring and characterization of plug flow crystallizers [J]. Chem. Eng. Sci., 2012, 77: 105- 111. |
41 | Corriou J P, Rohani S. A new look at optimal control of a batch crystallizer[J]. AIChE J., 2008, 54: 3188- 3206. |
42 | Woo X Y, Tan R B H, Chow P S, et al. Simulation of mixing effects in antisolvent crystallization using a coupled CFD-PDF-PBE approach[J]. Cryst. Growth Des., 2006, 6: 1291- 1303. |
43 | Nagy Z K, Fujiwara M, Braatz R D. Modelling and control of combined cooling and antisolvent crystallization processes[J]. J . Process Contr., 2008, 18( 9): 856- 864. |
44 | Aamir E, Rielly C D, Nagy Z K. Experimental evaluation of the targeted direct design of temperature trajectories for growth-dominated crystallization processes using an analytical crystal size distribution estimator[J]. Ind. Eng. Chem. Res., 2012, 51 ( 51): 16677- 16687. |
45 | Mullin J W, Nyvlt J. Programmed cooling of batch crystallizers[J]. Chem. Eng. Sci., 1971, 26 ( 3): 369- 377. |
46 | Jones A G, Mullin J W. Programmed cooling crystallization of potassium sulphate solutions[J]. Chem. Eng. Sci., 1974, 29( 1): 105- 118. |
47 | Worlitschek J, Mazzotti M. Model-based optimization of particle size distribution in batch-cooling crystallization of paracetamol[J]. Cryst. Growth Des., 2004, 4: 891- 903. |
48 | Aamir E, Nagy Z K, Rielly C D, et al. Combined quadrature method of moments and method of characteristics approach for efficient solution of population balance models for dynamic modelling and crystal size distribution control of crystallization processes[J]. Ind. Eng. Chem. Res., 2009, 48 ( 18): 8575- 8584. |
49 | Mesbah A, Huesman A E M, Kramer H J M, et al. A comparison of nonlinear observers for output feedback model-based control of seeded batch crystallization processes[J]. J . Process Control, 2011, 21 ( 4): 652- 666. |
50 | Mesbah A, Huesman A E M, Kramer H J M, et al. Real-time control of seeded batch crystallization processes[J]. AIChE J., 2011, 57: 1557- 1569. |
51 | Aamir E, Nagy Z K, Rielly C D. Evaluation of the effect of seed preparation method on the product crystal size distribution for batch cooling crystallization processes[J]. Cryst. Growth Des., 2010, 10: 4728- 4740. |
52 | Nagy Z K, Braatz R D. Worst-case and distributional robustness analysis of finite-time control trajectories for nonlinear distributed parameter systems[J]. IEEE Trans. Control Syst. Technol., 2003, 11: 694- 704. |
53 | Nagy Z K, Fujiwara M, Woo X Y, et al. Determination of the kinetic parameters for the crystallization of paracetamol from water using metastable zone width experiments[J]. Ind. Eng. Chem. Res., 2008, 47: 1245- 1252. |
54 | Fujiwara M, Nagy Z K, Chew J W, et al. First-principles and direct design approaches for the control of pharmaceutical crystallization[J]. J. Process Control, 2005, 15: 493- 504. |
55 | Nagy Z K, Chew J W, Fujiwara M, et al. Comparative performance of concentration and temperature controlled crystallizations[J]. J. Process Control, 2008, 18: 399- 407. |
56 | Fujiwara M, Chow P S, Ma D L, et al. Paracetamol crystallization using laser backscattering and ATR-FTIR spectroscopy: metastability, agglomeration and control[J]. Cryst. Growth Des., 2002, 2: 363- 370. |
57 | Cote A, Zhou G, Stanik M. A novel crystallization methodology to ensure isolation of the most stable crystal form[J]. Org. Process Res. Dev., 2009, 13: 1276- 1283. |
58 | Zhou G X, Fujiwara M, Woo X Y, et al. Direct design of pharmaceutical antisolvent crystallization through concentration control[J]. Cryst. Growth Des., 2006, 6: 892- 898. |
59 | Simon L L, Pataki H, Marosi G, et al. Assessment of recent process analytical technology (PAT) trends: a multiauthor review[J]. Organic Process Research & Development, 2015, 19 ( 1): 3- 62. |
60 | Kee N C S, Tan R B H, Braatz R D. Selective crystallization of the metastable α-form of L-glutamic acid using concentration feedback control[J]. Cryst. Growth Des., 2009, 9: 3044- 3051. |
61 | Saleemi A, Rielly C, Nagy Z K. Comparative investigation of supersaturation and automated direct nucleation control of crystal size distributions using ATR-UV/Vis spectroscopy and FBRM[J]. Cryst. Growth Des., 2012, 12: 1792- 1807. |
62 | Nagy Z K, Fujiwara M, Braatz R D. Modelling and control of combined cooling and antisolvent crystallization processes[J]. J. Process Control, 2008, 18: 856. |
63 | Nagy Z K, Chew J W, Fujiwara M, et al. Comparative performance of concentration and temperature controlled batch crystallizations[J]. J. Process Control, 2008, 18: 399. |
64 | Bakar M R A, Nagy Z K, Saleemi A N, et al. The impact of direct nucleation control on crystal size distribution in pharmaceutical crystallization processes[J]. Cryst. Growth Des., 2009, 9: 1378- 1384. |
65 | Saleemi A N, Steele G, Pedge N I, et al. Enhancing crystalline properties of a cardiovascular active pharmaceutical ingredient using a process analytical technology based crystallization feedback control strategy[J]. Int. J . Pharm., 2012, 430: 56. |
66 | Doki N, Seki H, Takano K, et al. Process control of seeded batch cooling crystallization of the metastable α-form glycine using an in-situ ATR-FTIR spectrometer and an in-situ FBRM particle counter [J]. Cryst. Growth Des., 2004, 4: 949- 953. |
67 | Bakar M R A, Nagy Z K, Rielly C D. Seeded batch cooling crystallization with temperature cycling for the control of size uniformity and polymorphic purity of sulfathiazole crystals[J]. Org. Process Res. Dev., 2009, 13: 1343. |
68 | Bakar M R A, Nagy Z K, Rielly C D. Investigation of the effect of temperature cycling on surface features of sulfathiazole crystals during seeded batch cooling crystallization[J]. Cryst. Growth Des., 2010, 10: 3892. |
69 | Saleemi A, Nagy Z K, Rielly C. Application of direct nucleation control approach on laboratory and pilot scale crystallisation using FBRM[C]//Proc. Int. Workshop Ind. Cryst., 17th, Halle-Wittenberg, Germany. Göttingen, Ger.: Cuvillier Verlag, 2010. |
70 | Zhang D J, Xu S J, Du S C, et al. Progress of pharmaceutical continuous crystallization[J]. Engineering, 2017, 3 ( 3): 354- 364. |
71 | Veintemillas-Verdaguer S. Chemical aspects of the effect of impurities in crystal growth[J]. Prog. Cryst. Growth Charact. Mater., 1996, 32 ( 1): 75- 109. |
72 | Darmali C, Mansouri S, Yazdanpanah N, et al. Mechanisms and control of impurities in continuous crystallization: a review[J]. Industrial & Engineering Chemistry Research, 2019, 58( 4): 1463- 1479. |
73 | Simone E, Zhang W, Nagy Z K. Application of process analytical technology-based feedback control strategies to improve purity and size distribution in biopharmaceutical crystallization[J]. Cryst. Growth Des., 2015, 15( 6): 2908- 2919. |
74 | Saleemi A N, Steele G, Pedge N I, et al. Enhancing crystalline properties of a cardiovascular active pharmaceutical ingredient using a process analytical technology based crystallization feedback control strategy[J]. International Journal of Pharmaceutics, 2012, 430( 1/2): 56- 64. |
75 | Nagy Z K. Model based robust control approach for batch crystallization product design[J]. Comput. Chem. Eng., 2009, 33: 1685- 1691. |
76 | Ghadipasha N, Romagnoli J A, Tronci S, et al. A model-based approach for controlling particle size distribution in combined cooling-antisolvent crystallization processes[J]. Chemical Engineering Science, 2018, 190: 260- 272. |
77 | Borchert C, Temmel E, Eisenschmidt H, et al. Image-based in situ identification of face specific crystal growth rates from crystal populations[J]. Crystal Growth & Design, 2014, 14: 952- 971. |
78 | Alatalo H, Hatakka H, Louhi-Kultanen M, et al. Closed-loop control of reactive crystallization(Ⅰ): Supersaturation-controlled crystallization of L-glutamic acid[J]. Chemical Engineering & Technology, 2010, 33: 743- 750. |
79 | Cruz-Cabeza A J, Reutzel-Edens S M, Bernstein J. Facts and fictions about polymorphism[J]. Chemical Society Reviews, 2015, 44( 23): 8619- 8635. |
80 | Kee N C, Tan R B, Braatz R D. Selective crystallization of the metastable alpha-form of L-glutamic acid using concentration feedback control[J]. Cryst, Growth Des., 2009, 9: 3044. |
81 | Hermanto M W, Chiu M S, Braatz R D. Nonlinear model predictive control for the polymorphic transformation of L-glutamic acid crystals[J]. AIChE J., 2009, 55( 10): 2631- 2645. |
82 | Howard K S, Nagy Z K, Saha B, et al. A process analytical technology based investigation of the polymorphic transformations during the anti-solvent crystallization of sodium benzoate from IPA/water mixture[J]. Cryst. Growth Des., 2009, 9: 3964- 3975. |
83 | Qamar S, Noor S, Seidel-Morgenstern A. An efficient numerical method for solving a model describing crystallization of polymorphs[J]. Ind. Eng. Chem. Res., 2010, 49: 4940- 4947. |
84 | Hermanto M W, Braatz R D, Chiu M S. Integrated batch-to-batch and nonlinear model predictive control for polymorphic crystallization in pharmaceutical crystallization[J]. AIChE J., 2011, 57: 1008- 1019. |
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