Optimal Control of Crystal Size and Shape in Batch Crystallization Using a Bivariate Population Balance Modeling

被引:4
作者
de Moraes, Marcellus G. F. [1 ]
Grover, Martha A. [2 ]
de Souza Jr, Mauricio B. [1 ]
Lage, Paulo L. C. [1 ]
Secchi, Argimiro R. [1 ]
机构
[1] Univ Fed Rio de Janeiro, Chem Engn Program COPPE, Rua Horario Macedo 2030,Bloco G,Cidade Univ, BR-21941914 Rio De Janeiro, Brazil
[2] Georgia Inst Technol, Sch Chem & Biomol Engn, 311 Ferst Dr NW, Atlanta, GA 30332 USA
来源
IFAC PAPERSONLINE | 2021年 / 54卷 / 03期
关键词
crystallization; dynamic optimization; shape control; population balance; optimal control; NEEDLE-LIKE CRYSTALS; COOLING CRYSTALLIZATION; FEEDBACK-CONTROL; GROWTH; DISSOLUTION; SIMULATION; EVOLUTION;
D O I
10.1016/j.ifacol.2021.08.316
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An optimal control framework was employed to obtain optimal supersaturation/temperature policies for controlling the crystal mass, size, and shape that meet target product specifications. It uses a bivariate population balance model that includes crystal nucleation, growth, dissolution, and disappearance. The optimal control scheme, solving a dynamic optimization problem, was applied to the batch cooling crystallization of potassium dihydrogen phosphate. The population balance model was evaluated in open-loop experiments, showing good prediction for the mean characteristic lengths and number of particles, both for the supersaturation and undersaturation zones. The deterministic optimal control simulations demonstrated the application of the control action policies to produce crystals of desired mass and average shape for different control targets. Copyright (C) 2021 The Authors.
引用
收藏
页码:653 / 660
页数:8
相关论文
共 26 条
  • [1] Feedback Control for the Size and Shape Evolution of Needle-like Crystals in Suspension. I. Concepts and Simulation Studies
    Boetschi, Stefan
    Rajagopalan, Ashwin Kumar
    Morari, Manfred
    Mazzotti, Marco
    [J]. CRYSTAL GROWTH & DESIGN, 2018, 18 (08) : 4470 - 4483
  • [2] Borchert C, 2012, TOPICS CRYSTAL SHAPE
  • [3] Simulation of crystal size and shape by means of a reduced two-dimensional population balance model
    Briesen, H
    [J]. CHEMICAL ENGINEERING SCIENCE, 2006, 61 (01) : 104 - 112
  • [4] NMPC of an industrial crystallization process using model-based observers
    Damour, Cedric
    Benne, Michel
    Boillereaux, Lionel
    Grondin-Perez, Brigitte
    Chabriat, Jean-Pierre
    [J]. JOURNAL OF INDUSTRIAL AND ENGINEERING CHEMISTRY, 2010, 16 (05) : 708 - 716
  • [5] Face-Specific Growth and Dissolution Kinetics of Potassium Dihydrogen Phosphate Crystals from Batch Crystallization Experiments
    Eisenschmidt, H.
    Voigt, A.
    Sundmacher, K.
    [J]. CRYSTAL GROWTH & DESIGN, 2015, 15 (01) : 219 - 227
  • [6] Optimal Control of Crystal Shapes in Batch Crystallization Experiments by Growth-Dissolution Cycles
    Eisenschmidt, Holger
    Bajcinca, Naim
    Sundmacher, Kai
    [J]. CRYSTAL GROWTH & DESIGN, 2016, 16 (06) : 3297 - 3306
  • [7] Recent Developments in the Crystallization Process: Toward the Pharmaceutical Industry
    Gao, Zhenguo
    Rohani, Sohrab
    Gong, Junbo
    Wang, Jingkang
    [J]. ENGINEERING, 2017, 3 (03) : 343 - 353
  • [8] Data-Driven Modeling and Dynamic Programming Applied to Batch Cooling Crystallization
    Griffin, Daniel J.
    Grover, Martha A.
    Kawajiri, Yoshiaki
    Rousseau, Ronald W.
    [J]. INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2016, 55 (05) : 1361 - 1372
  • [9] Optimal feedback control of batch self-assembly processes using dynamic programming
    Grover, Martha A.
    Griffin, Daniel J.
    Tang, Xun
    Kim, Youngjo
    Rousseau, Ronald W.
    [J]. JOURNAL OF PROCESS CONTROL, 2020, 88 : 32 - 42
  • [10] Modification of Crystal Shape through Deep Temperature Cycling
    Jiang, Mo
    Zhu, Xiaoxiang
    Molaro, Mark C.
    Rasche, Michael L.
    Zhang, Haitao
    Chadwick, Keith
    Raimondo, Davide M.
    Kim, Kwang-Ki K.
    Zhou, Lifang
    Zhu, Zhilong
    Wong, Min Hao
    O'Grady, Des
    Hebrault, Dominique
    Tedesco, John
    Braatz, Richard D.
    [J]. INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2014, 53 (13) : 5325 - 5336