1
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Hur I, Casas-Orozco D, Laky D, Destro F, Nagy ZK. Digital design of an integrated purification system for continuous pharmaceutical manufacturing. Chem Eng Sci 2024; 285:119534. [PMID: 38975615 PMCID: PMC11225065 DOI: 10.1016/j.ces.2023.119534] [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] [Indexed: 07/09/2024]
Abstract
In this work dynamic models of the continuous crystallization, filtration, deliquoring, washing, and drying steps are introduced, which are developed in the open-source pharmaceutical modeling tool PharmaPy. These models enable the simulation and digital design of an integrated continuous two-stage crystallization and filtration-drying carousel system. The carousel offers an intensified process that can manufacture products with tailored properties through optimal design and control. Results show that improved crystallization design enhances overall process efficiency by improving critical material attributes of the crystal slurry for downstream filtration and drying operations. The digital design of the integrated process achieves enhanced productivity while satisfying multiple design and product quality constraints. Additionally, the impact of model uncertainty on the optimal operating conditions is investigated. The findings demonstrate the systematic process development potential of PharmaPy, providing improved process understanding, design space identification, and optimized robust operation.
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Affiliation(s)
- Inyoung Hur
- Davidson School of Chemical Engineering, Purdue University, West Lafayette, IN 4797 USA
| | - Daniel Casas-Orozco
- Davidson School of Chemical Engineering, Purdue University, West Lafayette, IN 4797 USA
| | - Daniel Laky
- Davidson School of Chemical Engineering, Purdue University, West Lafayette, IN 4797 USA
| | - Francesco Destro
- Davidson School of Chemical Engineering, Purdue University, West Lafayette, IN 4797 USA
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Zoltan K. Nagy
- Davidson School of Chemical Engineering, Purdue University, West Lafayette, IN 4797 USA
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2
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Bennett M, Beveniou E, Kerr AR, Dragosavac MM. Antisolvent Crystallization of Telmisartan Using Stainless-Steel Micromixing Membrane Contactors. CRYSTAL GROWTH & DESIGN 2023; 23:3720-3730. [PMID: 37159651 PMCID: PMC10161197 DOI: 10.1021/acs.cgd.3c00123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 03/30/2023] [Indexed: 05/11/2023]
Abstract
Controlled continuous crystallization of the active pharmaceutical ingredient (API) telmisartan (TEL) has been conducted from TEL/DMSO solutions by antisolvent crystallization in deionized water using membrane micromixing contactors. The purpose of this work was to test stainless-steel membranes with ordered 10 μm pores spaced at 200 μm in a stirred-cell (batch, LDC-1) and crossflow (continuous, AXF-1) system for TEL formation. By controlling the feed flow rate of the API and solvent, through the membrane pores as well as the antisolvent flow, it was possible to tightly control the micromixing and with that to control the crystal nucleation and growth. Batch crystallization without the membrane resulted in an inhomogeneous crystallization process, giving a mixture of crystalline and amorphous TEL materials. The rate of crystallization was controlled with a higher DMSO content (4:1 DMSO/DI water), resulting in slower crystallization of the TEL material. Both membrane setups, stirred batch and the crossflow, yielded the amorphous TEL particles when deionized water was used, while a crystalline material was produced when a mixture of DI water and DMSO was used.
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Affiliation(s)
| | - Elina Beveniou
- Wilton
Centre, Micropore Technologies Ltd, Redcar TS10 4RF, U.K.
| | - Alex Robin Kerr
- Wilton
Centre, Micropore Technologies Ltd, Redcar TS10 4RF, U.K.
| | - Marijana M. Dragosavac
- Wilton
Centre, Micropore Technologies Ltd, Redcar TS10 4RF, U.K.
- Chemical
Engineering Department, Loughborough University, Leics LE11 3TU, U.K.
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3
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Du X, Xie C, Liu B, Yuan P, Sun H. Continuous Crystallization Process of Cefminox Sodium in MSMPR Crystallizer. CRYSTAL RESEARCH AND TECHNOLOGY 2023. [DOI: 10.1002/crat.202200256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/12/2023]
Affiliation(s)
- Xue Du
- College of Chemical and Pharmaceutical Engineering Hebei University of Science and Technology Shijiazhuang Hebei 050018 P. R. China
| | - Chenxin Xie
- College of Chemical and Pharmaceutical Engineering Hebei University of Science and Technology Shijiazhuang Hebei 050018 P. R. China
| | - Baoshu Liu
- College of Chemical and Pharmaceutical Engineering Hebei University of Science and Technology Shijiazhuang Hebei 050018 P. R. China
| | - Peiquan Yuan
- College of Chemical and Pharmaceutical Engineering Hebei University of Science and Technology Shijiazhuang Hebei 050018 P. R. China
| | - Hua Sun
- College of Chemical and Pharmaceutical Engineering Hebei University of Science and Technology Shijiazhuang Hebei 050018 P. R. China
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4
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Chen Y, Kotamarthy L, Dan A, Sampat C, Bhalode P, Singh R, Glasser BJ, Ramachandran R, Ierapetritou M. Optimization of key energy and performance metrics for drug product manufacturing. Int J Pharm 2023; 631:122487. [PMID: 36521636 DOI: 10.1016/j.ijpharm.2022.122487] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Revised: 12/02/2022] [Accepted: 12/07/2022] [Indexed: 12/15/2022]
Abstract
During the development of pharmaceutical manufacturing processes, detailed systems-based analysis and optimization are required to control and regulate critical quality attributes within specific ranges, to maintain product performance. As discussions on carbon footprint, sustainability, and energy efficiency are gaining prominence, the development and utilization of these concepts in pharmaceutical manufacturing are seldom reported, which limits the potential of pharmaceutical industry in maximizing key energy and performance metrics. Based on an integrated modeling and techno-economic analysis framework previously developed by the authors (Sampat et al., 2022), this study presents the development of a combined sensitivity analysis and optimization approach to minimize energy consumption while maintaining product quality and meeting operational constraints in a pharmaceutical process. The optimal input process conditions identified were validated against experiments and good agreement resulted between simulated and experimental data. The results also allowed for a comparison of the capital and operational costs for batch and continuous manufacturing schemes under nominal and optimized conditions. Using the nominal batch operations as a basis, the optimized batch operation results in a 71.7% reduction of energy consumption, whereas the optimized continuous case results in an energy saving of 83.3%.
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Affiliation(s)
- Yingjie Chen
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, US
| | - Lalith Kotamarthy
- Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, US
| | - Ashley Dan
- Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, US
| | - Chaitanya Sampat
- Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, US
| | - Pooja Bhalode
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, US
| | - Ravendra Singh
- Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, US
| | - Benjamin J Glasser
- Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, US
| | - Rohit Ramachandran
- Department of Chemical and Biochemical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, US
| | - Marianthi Ierapetritou
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, US.
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5
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Amari S, Nakamura A, Takiyama H. Effect of Operating Conditions on the Characteristics of Crystalline Particles in a Cascade-Type Crystallizer. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c01358] [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)
- Shuntaro Amari
- Department of Chemical Engineering, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei, Tokyo, 184-8588, Japan
| | - Ayano Nakamura
- Department of Chemical Engineering, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei, Tokyo, 184-8588, Japan
| | - Hiroshi Takiyama
- Department of Chemical Engineering, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei, Tokyo, 184-8588, Japan
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6
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Destro F, Hur I, Wang V, Abdi M, Feng X, Wood E, Coleman S, Firth P, Barton A, Barolo M, Nagy ZK. Mathematical modeling and digital design of an intensified filtration-washing-drying unit for pharmaceutical continuous manufacturing. Chem Eng Sci 2021; 244:116803. [PMID: 38229929 PMCID: PMC10790184 DOI: 10.1016/j.ces.2021.116803] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
This paper introduces a comprehensive mathematical model of a novel integrated filter-dryer carousel system, designed for continuously filtering, washing and drying a slurry stream into a crystals cake. The digital twin includes models for dead-end filtration, cake washing and convective cake drying, based on dynamic multi-component mass, energy and momentum balances. For set of feed conditions and control inputs, the model allows tracking the solvents and impurities content in the cake (critical quality attributes, CQAs) throughout the whole process. The model parameters were identified for the isolation of paracetamol from a multi-component slurry, containing a non-volatile impurity. The calibrated model was used for identifying the probabilistic design space and maximum throughput for the process, expressing the combinations of the carousel feed conditions and control inputs for which the probability of meeting the target CQAs is acceptable.
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Affiliation(s)
- Francesco Destro
- CAPE-Lab – Computer-Aided Process Engineering Laboratory, Department of Industrial Engineering, University of Padova, 35131 Padova PD, Italy
| | - Inyoung Hur
- Davidson School of Chemical Engineering, Purdue University, West Lafayette, IN 47906, USA
| | - Vivian Wang
- Office of Pharmaceutical Quality, Center for Drug Evaluation and Research, Food & Drug Administration, Silver Spring, MD, USA
| | - Mesfin Abdi
- Office of Pharmaceutical Quality, Center for Drug Evaluation and Research, Food & Drug Administration, Silver Spring, MD, USA
| | - Xin Feng
- Office of Pharmaceutical Quality, Center for Drug Evaluation and Research, Food & Drug Administration, Silver Spring, MD, USA
| | - Erin Wood
- Office of Pharmaceutical Quality, Center for Drug Evaluation and Research, Food & Drug Administration, Silver Spring, MD, USA
| | | | - Paul Firth
- Alconbury Weston Ltd, Stoke-on-Trent, UK
| | | | - Massimiliano Barolo
- CAPE-Lab – Computer-Aided Process Engineering Laboratory, Department of Industrial Engineering, University of Padova, 35131 Padova PD, Italy
| | - Zoltan K. Nagy
- Davidson School of Chemical Engineering, Purdue University, West Lafayette, IN 47906, USA
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7
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Jia S, Gao Z, Tian N, Li Z, Gong J, Wang J, Rohani S. Review of melt crystallization in the pharmaceutical field, towards crystal engineering and continuous process development. Chem Eng Res Des 2021. [DOI: 10.1016/j.cherd.2020.12.012] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
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8
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Development of novel cascade type crystallizer for continuous production of crystalline particles. J IND ENG CHEM 2020. [DOI: 10.1016/j.jiec.2020.06.021] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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9
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The Steps from Batchwise to Continuous Crystallization for a Fine Chemical: A Case Study. CRYSTALS 2020. [DOI: 10.3390/cryst10060542] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Many processes to produce fine chemicals and precursors of pharmaceuticals are still operated in batchwise mode. However, recently, more producers have taken a change to continuous operation mode into consideration, performing studies and trials on such a change, while some have even already exchanged their production mode from batchwise to continuous operation. In this paper, the stepwise development from an initial idea to industrial implementation via laboratory testing and confirmation is revealed through the example of an organic fine chemical from the perspective of a crystallization plant manufacturer. We begin with the definition of the objectives of the project and a brief explanation of the advantages of continuous operation and the associated product properties. The results of the laboratory tests, confirming the assumptions made upfront, are reported and discussed. Finally, the implementation of an industrial plant using a draft tube baffled (DTB) crystallizer and the final product properties are shown. Product properties such as crystal size distribution, crystal shape, related storage stability and flowability have successfully been improved.
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10
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Zettl M, Kreimer M, Aigner I, Mannschott T, van der Wel P, Khinast J, Krumme M. Runtime Maximization of Continuous Precipitation in an Ultrasonic Process Chamber. Org Process Res Dev 2020. [DOI: 10.1021/acs.oprd.9b00311] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Manuel Zettl
- Research Center Pharmaceutical Engineering (RCPE) GmbH, 8010 Graz, Austria
| | - Manuel Kreimer
- Research Center Pharmaceutical Engineering (RCPE) GmbH, 8010 Graz, Austria
| | - Isabella Aigner
- Research Center Pharmaceutical Engineering (RCPE) GmbH, 8010 Graz, Austria
| | | | - Peter van der Wel
- Hosokawa Micron B.V., Gildenstraat 26, 7005 BL Doetinchem, The Netherlands
| | - Johannes Khinast
- Research Center Pharmaceutical Engineering (RCPE) GmbH, 8010 Graz, Austria
- Institute for Process and Particle Engineering, Graz University of Technology, 8010 Graz, Austria
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11
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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: 7.4] [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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12
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Tian G, Koolivand A, Arden NS, Lee S, O'Connor TF. Quality risk assessment and mitigation of pharmaceutical continuous manufacturing using flowsheet modeling approach. Comput Chem Eng 2019. [DOI: 10.1016/j.compchemeng.2019.06.033] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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13
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14
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Costandy JG, Edgar TF, Baldea M. Switching from Batch to Continuous Reactors Is a Trajectory Optimization Problem. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b01126] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Affiliation(s)
- Joseph G. Costandy
- McKetta Department of Chemical Engineering, The University of Texas at Austin, Austin, Texas 78712, United States
| | - Thomas F. Edgar
- McKetta Department of Chemical Engineering, The University of Texas at Austin, Austin, Texas 78712, United States
- Energy Institute, The University of Texas at Austin, Austin, Texas 78712, United States
| | - Michael Baldea
- Energy Institute, The University of Texas at Austin, Austin, Texas 78712, United States
- Institute for Computational Engineering and Sciences, The University of Texas at Austin, Austin, Texas 78712, United States
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15
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Sebastian Escotet-Espinoza M, Moghtadernejad S, Oka S, Wang Y, Roman-Ospino A, Schäfer E, Cappuyns P, Van Assche I, Futran M, Ierapetritou M, Muzzio F. Effect of tracer material properties on the residence time distribution (RTD) of continuous powder blending operations. Part I of II: Experimental evaluation. POWDER TECHNOL 2019. [DOI: 10.1016/j.powtec.2018.10.040] [Citation(s) in RCA: 41] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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16
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Jolliffe HG, Gerogiorgis DI. Process modelling, design and technoeconomic evaluation for continuous paracetamol crystallisation. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2018.03.020] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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17
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Analyzing the Mixing Dynamics of an Industrial Batch Bin Blender via Discrete Element Modeling Method. Processes (Basel) 2017. [DOI: 10.3390/pr5020022] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
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18
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Jolliffe HG, Gerogiorgis DI. Technoeconomic Optimization of a Conceptual Flowsheet for Continuous Separation of an Analgaesic Active Pharmaceutical Ingredient (API). Ind Eng Chem Res 2017. [DOI: 10.1021/acs.iecr.6b02146] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Affiliation(s)
- Hikaru G. Jolliffe
- Institute for Materials and
Processes (IMP), School of Engineering, University of Edinburgh, The King’s Buildings, Edinburgh EH9 3FB, United Kingdom
| | - Dimitrios I. Gerogiorgis
- Institute for Materials and
Processes (IMP), School of Engineering, University of Edinburgh, The King’s Buildings, Edinburgh EH9 3FB, United Kingdom
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19
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Affiliation(s)
- Lorenz T. Biegler
- Dept. of Chemical Engineering; Carnegie Mellon University Pittsburgh; PA 15213
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20
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Sensitivity analysis of a pharmaceutical tablet production process from the control engineering perspective. Int J Pharm 2017; 517:373-382. [DOI: 10.1016/j.ijpharm.2016.11.064] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2016] [Revised: 11/28/2016] [Accepted: 11/29/2016] [Indexed: 11/18/2022]
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21
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Harding K, Harrison S. Generic flow sheet model for early inventory estimates of industrial microbial processes. I. Flowsheet development, microbial growth and product formation. SOUTH AFRICAN JOURNAL OF CHEMICAL ENGINEERING 2016. [DOI: 10.1016/j.sajce.2016.10.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/20/2022] Open
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22
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Chaudhury A, Sen M, Barrasso D, Ramachandran R. Population Balance Models for Pharmaceutical Processes. METHODS IN PHARMACOLOGY AND TOXICOLOGY 2016:43-83. [DOI: 10.1007/978-1-4939-2996-2_2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/19/2023]
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23
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Optimization Methodologies for the Production of Pharmaceutical Products. METHODS IN PHARMACOLOGY AND TOXICOLOGY 2016. [DOI: 10.1007/978-1-4939-2996-2_9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
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24
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25
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Su Q, Benyahia B, Nagy ZK, Rielly CD. Mathematical Modeling, Design, and Optimization of a Multisegment Multiaddition Plug-Flow Crystallizer for Antisolvent Crystallizations. Org Process Res Dev 2015. [DOI: 10.1021/acs.oprd.5b00110] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Qinglin Su
- Department
of Chemical Engineering, Loughborough University, Loughborough, LE11 3TU, U.K
| | - Brahim Benyahia
- Department
of Chemical Engineering, Loughborough University, Loughborough, LE11 3TU, U.K
| | - Zoltan K. Nagy
- Department
of Chemical Engineering, Loughborough University, Loughborough, LE11 3TU, U.K
- School
of Chemical Engineering, Purdue University, West Lafayette, Indiana 47907-2100, United States
| | - Chris D. Rielly
- Department
of Chemical Engineering, Loughborough University, Loughborough, LE11 3TU, U.K
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26
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Singh R, Sen M, Ierapetritou M, Ramachandran R. Integrated Moving Horizon-Based Dynamic Real-Time Optimization and Hybrid MPC-PID Control of a Direct Compaction Continuous Tablet Manufacturing Process. J Pharm Innov 2015. [DOI: 10.1007/s12247-015-9221-x] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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27
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Lakerveld R, Benyahia B, Heider PL, Zhang H, Wolfe A, Testa CJ, Ogden S, Hersey DR, Mascia S, Evans JMB, Braatz RD, Barton PI. The Application of an Automated Control Strategy for an Integrated Continuous Pharmaceutical Pilot Plant. Org Process Res Dev 2014. [DOI: 10.1021/op500104d] [Citation(s) in RCA: 62] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Richard Lakerveld
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States
| | - Brahim Benyahia
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States
| | - Patrick L. Heider
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States
| | - Haitao Zhang
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States
| | - Aaron Wolfe
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States
| | - Christopher J. Testa
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States
| | - Sean Ogden
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States
| | - Devin R. Hersey
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States
| | - Salvatore Mascia
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States
| | - James M. B. Evans
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States
| | - Richard D. Braatz
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States
| | - Paul I. Barton
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States
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28
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A Hybrid MPC-PID Control System Design for the Continuous Purification and Processing of Active Pharmaceutical Ingredients. Processes (Basel) 2014. [DOI: 10.3390/pr2020392] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
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29
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Sen M, Singh R, Ramachandran R. Simulation-Based Design of an Efficient Control System for the Continuous Purification and Processing of Active Pharmaceutical Ingredients. J Pharm Innov 2014. [DOI: 10.1007/s12247-014-9173-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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