1
|
Algorithms for solving boundary value problems in optimal control of seeded batch crystallization processes with temperature-dependent kinetics. Chem Eng Sci 2023. [DOI: 10.1016/j.ces.2023.118517] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
|
2
|
Model-Based Evaluation of a Data-Driven Control Strategy: Application to Ibuprofen Crystallization. Processes (Basel) 2021. [DOI: 10.3390/pr9040653] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
This work presents a methodology that relies on the application of the radial basis functions network (RBF)-based feedback control algorithms to a pharmaceutical crystallization process. Within the scope of the model-based evaluation of the proposed strategy, firstly strategies for the data treatment, data structure and the training methods reflecting the possible scenarios in the industry (Moving Window, Growing Window and Golden Batch strategies) were introduced. This was followed by the incorporation of such RBF strategies within a soft sensor application and a nonlinear predictive data-driven control application. The performance of the RBF control strategies was tested for the undisturbed cases as well as in the presence of disturbances in the process. The promising results from both RBF soft sensor control and the RBF predictive control demonstrated great potential of these techniques for the control of the crystallization process. In particular, both Moving Window and Golden Batch strategies performed the best results for an RBF soft sensor, and the Growing Window outperformed the remaining methodologies for predictive control.
Collapse
|
3
|
López E, Hahn J, Gómez LM, Alvarez H. Input Trajectory Design for the Enhancement of State Estimation through a Set-Theoretic Approach to Observability. Ind Eng Chem Res 2020. [DOI: 10.1021/acs.iecr.0c01386] [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)
- Esteban López
- Universidad Nacional de Colombia − Sede Medellı́n, Facultad de Minas, Grupo de Investigación en Procesos Dinámicos − Kalman, Cra. 80 No. 65 - 223, Medellı́n 050041, Colombia
| | - Juergen Hahn
- Department of Biomedical Engineering, Rensselaer Polytechnic Institute, 110 8th Street, Troy, New York 12180, United States
- Department of Chemical and Biological Engineering, Rensselaer Polytechnic Institute, 110 8th Street, Troy, New York 12180, United States
| | - Lina M. Gómez
- Universidad Nacional de Colombia − Sede Medellı́n, Facultad de Minas, Grupo de Investigación en Procesos Dinámicos − Kalman, Cra. 80 No. 65 - 223, Medellı́n 050041, Colombia
| | - Hernán Alvarez
- Universidad Nacional de Colombia − Sede Medellı́n, Facultad de Minas, Grupo de Investigación en Procesos Dinámicos − Kalman, Cra. 80 No. 65 - 223, Medellı́n 050041, Colombia
| |
Collapse
|
4
|
Multiobjective optimization and experimental validation for batch cooling crystallization of citric acid anhydrate. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2018.02.019] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
|
5
|
Bhoi S, Lenka M, Sarkar D. Particle engineering by optimization for the unseeded batch cooling crystallization of l-asparagine monohydrate. CrystEngComm 2017. [DOI: 10.1039/c7ce01291h] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
A model-based optimization approach is proposed to obtain temperature profiles to achieve the target CSD in a batch cooling crystallization process.
Collapse
Affiliation(s)
- Stutee Bhoi
- Department of Chemical Engineering
- Indian Institute of Technology Kharagpur
- Kharagpur 721302
- India
| | - Maheswata Lenka
- Department of Chemical Engineering
- Indian Institute of Technology Kharagpur
- Kharagpur 721302
- India
| | - Debasis Sarkar
- Department of Chemical Engineering
- Indian Institute of Technology Kharagpur
- Kharagpur 721302
- India
| |
Collapse
|
6
|
Griffin DJ, Grover MA, Kawajiri Y, Rousseau RW. Data-Driven Modeling and Dynamic Programming Applied to Batch Cooling Crystallization. Ind Eng Chem Res 2016. [DOI: 10.1021/acs.iecr.5b03635] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Daniel J. Griffin
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332-0100, United States
| | - Martha A. Grover
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332-0100, United States
| | - Yoshiaki Kawajiri
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332-0100, United States
| | - Ronald W. Rousseau
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332-0100, United States
| |
Collapse
|
7
|
Wu Z, Yang S, Wu W. Application of temperature cycling for crystal quality control during crystallization. CrystEngComm 2016. [DOI: 10.1039/c5ce02522b] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
|
8
|
Gómez-Pérez CA, Gómez LM, Alvarez H. Reference Trajectory Design Using State Controllability for Batch Processes. Ind Eng Chem Res 2015. [DOI: 10.1021/ie504809x] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- C. A. Gómez-Pérez
- Research Group on Dynamic
Processes-KALMAN, Facultad de Minas, Universidad Nacional de Colombia, Carrera 80 No. 65-223, Medellín, Colombia 050041
| | - L. M. Gómez
- Research Group on Dynamic
Processes-KALMAN, Facultad de Minas, Universidad Nacional de Colombia, Carrera 80 No. 65-223, Medellín, Colombia 050041
| | - Hernan Alvarez
- Research Group on Dynamic
Processes-KALMAN, Facultad de Minas, Universidad Nacional de Colombia, Carrera 80 No. 65-223, Medellín, Colombia 050041
| |
Collapse
|
9
|
Acevedo D, Tandy Y, Nagy ZK. Multiobjective Optimization of an Unseeded Batch Cooling Crystallizer for Shape and Size Manipulation. Ind Eng Chem Res 2015. [DOI: 10.1021/acs.iecr.5b00173] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- David Acevedo
- School of Chemical Engineering, Purdue University, West Lafayette, Indiana 47907, United States
| | - Yanssen Tandy
- School of Chemical Engineering, Purdue University, West Lafayette, Indiana 47907, United States
| | - Zoltan K. Nagy
- School of Chemical Engineering, Purdue University, West Lafayette, Indiana 47907, United States
| |
Collapse
|
10
|
Yin Y, Gao Z, Bao Y, Hou B, Hao H, Liu D, Wang Y. Gelation Phenomenon during Antisolvent Crystallization of Cefotaxime Sodium. Ind Eng Chem Res 2013. [DOI: 10.1021/ie403539d] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Affiliation(s)
- Yongheng Yin
- School
of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, People’s Republic of China
| | - Zhenguo Gao
- School
of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, People’s Republic of China
| | - Ying Bao
- School
of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, People’s Republic of China
- Tianjin
Key Laboratory for Modern Drug Delivery and High Efficiency, Tianjin University, Tianjin, 300072, People’s Republic of China
| | - Baohong Hou
- School
of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, People’s Republic of China
| | - Hongxun Hao
- School
of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, People’s Republic of China
- Tianjin
Key Laboratory for Modern Drug Delivery and High Efficiency, Tianjin University, Tianjin, 300072, People’s Republic of China
| | - Dong Liu
- Huabei Pharmaceutical Co., Ltd., Shijia
Zhuang, Hebei, 050015, People’s Republic of China
| | - Yongli Wang
- School
of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, People’s Republic of China
- Tianjin
Key Laboratory for Modern Drug Delivery and High Efficiency, Tianjin University, Tianjin, 300072, People’s Republic of China
| |
Collapse
|
11
|
Nagy ZK, Fevotte G, Kramer H, Simon LL. Recent advances in the monitoring, modelling and control of crystallization systems. Chem Eng Res Des 2013. [DOI: 10.1016/j.cherd.2013.07.018] [Citation(s) in RCA: 211] [Impact Index Per Article: 19.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
|