1
|
Bhalode P, Razavi SM, Tian H, Roman-Ospino A, Scicolone J, Callegari G, Dubey A, Koolivand A, Krull S, O'Connor T, Muzzio FJ, Ierapetritou MG. Statistical data treatment for residence time distribution studies in pharmaceutical manufacturing. Int J Pharm 2024; 657:124133. [PMID: 38642620 DOI: 10.1016/j.ijpharm.2024.124133] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Revised: 04/13/2024] [Accepted: 04/15/2024] [Indexed: 04/22/2024]
Abstract
Residence time distribution (RTD) method has been widely used in the pharmaceutical manufacturing for understanding powder dynamics within unit operations and continuous integrated manufacturing lines. The dynamics thus captured is then used to develop predictive models for unit operations and important RTD-based applications ensuring product quality assurance. Despite thorough efforts in tracer selection, data acquisition, and calibration model development to obtain tracer concentration profiles for RTD studies, there can exist significant noise in these profiles. This noise can make it challenging to identify the underlying signal and get a representative RTD of the system under study. Such concerns have previously indicated the importance of noise handling for RTD measurements in literature. However, the literature does not provide sufficient information on noise handling or data treatment strategies for RTD studies. To this end, we investigate the impact of varying levels of noise using different tracers on measurement of RTD profile and its applications. We quantify the impact of different denoising methods (time and frequency averaging methods). Through this investigation, we see that Savitsky Golay filtering turns out to a good method for denoising RTD profiles despite varying noise levels. The investigation is performed such that the key features of the RTD profile (which are important for RTD based applications) are preserved. Subsequently, we also investigate the impact of denoising on RTD-based applications such as out-of-specification (OOS) analysis and RTD modeling. The results show that the degree of noise levels considered in this work do not significantly impact the RTD-based applications.
Collapse
Affiliation(s)
- Pooja Bhalode
- Center of Plastics Innovation, University of Delaware, DE, USA
| | - Sonia M Razavi
- Department of Chemical and Biochemical Engineering, Rutgers University, NJ, USA
| | - Huayu Tian
- Department of Chemical and Biomolecular Engineering, University of Delaware, DE, USA
| | - Andres Roman-Ospino
- Department of Chemical and Biochemical Engineering, Rutgers University, NJ, USA
| | - James Scicolone
- Department of Chemical and Biochemical Engineering, Rutgers University, NJ, USA
| | - Gerardo Callegari
- Department of Chemical and Biochemical Engineering, Rutgers University, NJ, USA
| | - Atul Dubey
- Pharmaceutical Continuous Manufacturing (PCM), United States Pharmacopeia, 12601 Twinbrook Parkway, Rockville, MD, USA
| | - Abdollah Koolivand
- Office of Pharmaceutical Quality, Center for Drug Evaluation Research, Food and Drug Administration, 10903 New Hampshire Ave, Silver Springs, MD 20993, USA
| | - Scott Krull
- Office of Pharmaceutical Quality, Center for Drug Evaluation Research, Food and Drug Administration, 10903 New Hampshire Ave, Silver Springs, MD 20993, USA
| | - Thomas O'Connor
- Office of Pharmaceutical Quality, Center for Drug Evaluation Research, Food and Drug Administration, 10903 New Hampshire Ave, Silver Springs, MD 20993, USA
| | - Fernando J Muzzio
- Department of Chemical and Biochemical Engineering, Rutgers University, NJ, USA
| | | |
Collapse
|
2
|
Sencar J, Hammerschmidt N, Jungbauer A. Modeling the Residence Time Distribution of Integrated Continuous Bioprocesses. Biotechnol J 2020; 15:e2000008. [DOI: 10.1002/biot.202000008] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2020] [Revised: 04/02/2020] [Indexed: 12/19/2022]
Affiliation(s)
- Jure Sencar
- Austria Centre for Industrial Biotechnology Muthgasse 11 Vienna A‐1190 Austria
| | | | - Alois Jungbauer
- Austria Centre for Industrial Biotechnology Muthgasse 11 Vienna A‐1190 Austria
- Department of BiotechnologyUniversity of Natural Resources and Life Sciences Muthgasse 18 Vienna A‐1190 Austria
| |
Collapse
|
3
|
Dülle M, Özcoban H, Leopold C. Influence of the feed frame design on the powder behavior and the residence time distribution. Int J Pharm 2019; 565:523-532. [DOI: 10.1016/j.ijpharm.2019.05.026] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2019] [Revised: 05/08/2019] [Accepted: 05/10/2019] [Indexed: 10/26/2022]
|
4
|
Sheoran M, Chandra A, Ahuja S, Bhunia H, Pant HJ. RTD Measurement, Modeling, and Analysis of Liquid Phase of Three-Tube Industrial Pulp Digester. INTERNATIONAL JOURNAL OF CHEMICAL REACTOR ENGINEERING 2019. [DOI: 10.1515/ijcre-2018-0192] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Abstract
Residence-time distribution (RTD) experiments were performed to analyze an industrial scale three-tube series continuous pulping digester’s hydrodynamic performance. An impulse of radiotracer 82Br (γ energy source) was introduced at the inlet of the first tube. The radiotracer concentration in the liquid phase was traced at the outlet of each tube. The input behavior of the radiotracer converted to a non-ideal pulse tracer input for the second and third tubes of the digester. Numerical convolution is adopted to deal with the non-ideal pulse input of the radiotracer. A modeling procedure for determining the RTD from the outlet tracer concentration data is proposed. A plug flow component followed by axial dispersion model is considered, and is adjusted after its convolution with the inlet tracer concentration data to obtain the RTD of the individual tubes. The obtained RTD data are analyzed to explain the flow behavior, degree of dispersion, and flow abnormalities existing in the digester. The mean residence-time (MRT), and dispersion number are estimated for the model components for the three tubes. The vessel dispersion number is found to decrease from tube 1 to tube 3. Overall, the conversion of the highly dispersed flow regime into the plug-flow regime is observed in the whole digester.
Collapse
|
5
|
Dülle M, Özcoban H, Leopold C. The effect of different feed frame components on the powder behavior and the residence time distribution with regard to the continuous manufacturing of tablets. Int J Pharm 2019; 555:220-227. [DOI: 10.1016/j.ijpharm.2018.11.017] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2018] [Revised: 10/30/2018] [Accepted: 11/07/2018] [Indexed: 10/27/2022]
|
6
|
Dülle M, Özcoban H, Leopold C. Analysis of the powder behavior and the residence time distribution within a production scale rotary tablet press. Eur J Pharm Sci 2018; 125:205-214. [DOI: 10.1016/j.ejps.2018.10.008] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2018] [Revised: 09/28/2018] [Accepted: 10/08/2018] [Indexed: 10/28/2022]
|
7
|
Bouvier P, André C, Russeil S. Effect of Reynolds Number on Laminar Mixing in an Annular Tube Combining Two Crossed Secondary Flows. Chem Eng Technol 2018. [DOI: 10.1002/ceat.201800134] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Pascale Bouvier
- HEI; 13 rue de Toul 59014 Lille France
- IMT Lille Douai; Institut Mines-Télécom, Energy Engineering Department; 764 Boulevard Lahure 59508 Douai France
- Université de Lille; 59000 Lille France
| | - Christophe André
- HEI; 13 rue de Toul 59014 Lille France
- Université de Lille; 59000 Lille France
- Université de Lille; Unité Matériaux et Transformations (UMET) - UMR 8207; Team PIHM; 369 rue Jules Guesde 59651 Villeneuve d'Ascq France
| | - Serge Russeil
- IMT Lille Douai; Institut Mines-Télécom, Energy Engineering Department; 764 Boulevard Lahure 59508 Douai France
- Université de Lille; 59000 Lille France
| |
Collapse
|
8
|
Investigations on the residence time distribution of a three-chamber feed frame with special focus on its geometric and parametric setups. POWDER TECHNOL 2018. [DOI: 10.1016/j.powtec.2018.03.019] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
|
9
|
Ndoye FT, Hernandez-Parra O, Benkhelifa H, Alvarez G, Flick D. Influence of operating conditions on residence time distributions in a scraped surface heat exchanger during aerated sorbet production. J FOOD ENG 2018. [DOI: 10.1016/j.jfoodeng.2017.11.018] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
|
10
|
Sheoran M, Chandra A, Bhunia H, Bajpai PK, Pant HJ. Residence time distribution studies using radiotracers in chemical industry—A review. CHEM ENG COMMUN 2018. [DOI: 10.1080/00986445.2017.1410478] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Affiliation(s)
- Meenakshi Sheoran
- Department of Chemical Engineering, Thapar Institute of Engineering & Technology, Patiala, Punjab, India
| | - Avinash Chandra
- Department of Chemical Engineering, Thapar Institute of Engineering & Technology, Patiala, Punjab, India
| | - Haripada Bhunia
- Department of Chemical Engineering, Thapar Institute of Engineering & Technology, Patiala, Punjab, India
| | - Pramod K. Bajpai
- Department of Chemical Engineering, Thapar Institute of Engineering & Technology, Patiala, Punjab, India
| | - Harish J. Pant
- Isotope and Radiation Application Division, Bhabha Atomic Research Centre, Mumbai, India
| |
Collapse
|
11
|
Silva NL, Crispim JM, Vieira RP. Kinetic and Thermodynamic Analysis of Anthocyanin Thermal Degradation in Acerola (Malpighia emarginata D.C.) Pulp. J FOOD PROCESS PRES 2016. [DOI: 10.1111/jfpp.13053] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Affiliation(s)
- Naiara L. Silva
- Federal Institute of Education, Science and Technology of South of Minas Gerais - IFSULDEMINAS; 37550-000 Pouso Alegre MG Brazil
| | - Jacyelli M.S. Crispim
- Federal Institute of Education, Science and Technology of South of Minas Gerais - IFSULDEMINAS; 37550-000 Pouso Alegre MG Brazil
| | - Roniérik P. Vieira
- Federal Institute of Education, Science and Technology of South of Minas Gerais - IFSULDEMINAS; 37550-000 Pouso Alegre MG Brazil
| |
Collapse
|
12
|
Vieira RP, Mokochinski JB, Sawaya AC. Mathematical Modeling of Ascorbic Acid Thermal Degradation in Orange Juice during Industrial Pasteurizations. J FOOD PROCESS ENG 2015. [DOI: 10.1111/jfpe.12260] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Affiliation(s)
- Roniérik Pioli Vieira
- Department of Chemistry and Chemical Engineering; Federal Institute of South of Minas Gerais; 1730 Aeroporto av. 37550-000 Pouso Alegre Minas Gerais Brazil
- School of Chemical Engineering; University of Campinas; Campinas São Paulo Brazil
| | | | | |
Collapse
|
13
|
Huertas JP, Ros-Chumillas M, Esteban MD, Esnoz A, Palop A. Determination of Thermal Inactivation Kinetics by the Multipoint Method in a Pilot Plant Tubular Heat Exchanger. FOOD BIOPROCESS TECH 2015. [DOI: 10.1007/s11947-015-1525-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
|
14
|
General pure convection residence time distribution theory of fully developed laminar flows in straight planar and axisymmetric channels. Chem Eng Sci 2015. [DOI: 10.1016/j.ces.2014.10.015] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
|
15
|
Zhang XM, Zhu SY, Zhang CL, Feng LF, Chen WX. Mixing characteristics of different tracers in extrusion of polystyrene and polypropylene. POLYM ENG SCI 2013. [DOI: 10.1002/pen.23563] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Xian-Ming Zhang
- Key Laboratory of Advanced Textile Materials and Manufacturing Technology; Ministry of Education; Zhejiang Sci-Tech University; Hangzhou 310018 People's Republic of China
| | - Shi-Yang Zhu
- Key Laboratory of Advanced Textile Materials and Manufacturing Technology; Ministry of Education; Zhejiang Sci-Tech University; Hangzhou 310018 People's Republic of China
| | - Cai-Liang Zhang
- Department of Chemical and Biochemical Engineering; State Key Laboratory of Chemical Engineering; Zhejiang University; Hangzhou 310027 People's Republic of China
| | - Lian-Fang Feng
- Department of Chemical and Biochemical Engineering; State Key Laboratory of Chemical Engineering; Zhejiang University; Hangzhou 310027 People's Republic of China
| | - Wen-Xing Chen
- Key Laboratory of Advanced Textile Materials and Manufacturing Technology; Ministry of Education; Zhejiang Sci-Tech University; Hangzhou 310018 People's Republic of China
| |
Collapse
|
16
|
Visscher F, de Hullu J, de Croon MHJM, van der Schaaf J, Schouten JC. Residence time distribution in a single-phase rotor-stator spinning disk reactor. AIChE J 2013. [DOI: 10.1002/aic.14036] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Affiliation(s)
- Frans Visscher
- Laboratory of Chemical Reactor Engineering; Dept. of Chemical Engineering and Chemistry; Eindhoven University of Technology; 5600 MB; Eindhoven; The Netherlands
| | - Jos de Hullu
- Laboratory of Chemical Reactor Engineering; Dept. of Chemical Engineering and Chemistry; Eindhoven University of Technology; 5600 MB; Eindhoven; The Netherlands
| | - Mart H. J. M. de Croon
- Laboratory of Chemical Reactor Engineering; Dept. of Chemical Engineering and Chemistry; Eindhoven University of Technology; 5600 MB; Eindhoven; The Netherlands
| | - John van der Schaaf
- Laboratory of Chemical Reactor Engineering; Dept. of Chemical Engineering and Chemistry; Eindhoven University of Technology; 5600 MB; Eindhoven; The Netherlands
| | - Jaap C. Schouten
- Laboratory of Chemical Reactor Engineering; Dept. of Chemical Engineering and Chemistry; Eindhoven University of Technology; 5600 MB; Eindhoven; The Netherlands
| |
Collapse
|
17
|
Ndoye FT, Erabit N, Alvarez G, Flick D. Influence of whey protein aggregation on the residence time distribution in a tubular heat exchanger and a helical holding tube during heat treatment process. J FOOD ENG 2012. [DOI: 10.1016/j.jfoodeng.2012.03.036] [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]
|
18
|
Pegoraro PR, Marangoni M, Gut JAW. Residence Time Distribution Models Derived from Non-Ideal Laminar Velocity Profiles in Tubes. Chem Eng Technol 2012. [DOI: 10.1002/ceat.201200057] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
|
19
|
Dalitz F, Maiwald M, Guthausen G. Considerations on the design of flow cells in by-pass systems for process analytical applications and its influence on the flow profile using NMR and CFD. Chem Eng Sci 2012. [DOI: 10.1016/j.ces.2012.03.042] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
|
20
|
Comba L, Belforte G, Gay P. Modelling techniques for the control of thermal exchanges in mixed continuous–discontinuous flow food plants. J FOOD ENG 2011. [DOI: 10.1016/j.jfoodeng.2011.04.015] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
|
21
|
Betta G, Barbanti D, Massini R. Food Hygiene in aseptic processing and packaging system: A survey in the Italian food industry. Trends Food Sci Technol 2011. [DOI: 10.1016/j.tifs.2011.02.006] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
|
22
|
Plugatyr A, Svishchev IM. Molecular Diffusivity of Phenol in Sub- and Supercritical Water: Application of the Split-Flow Taylor Dispersion Technique. J Phys Chem B 2011; 115:2555-62. [DOI: 10.1021/jp1107075] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Affiliation(s)
- Andriy Plugatyr
- Department of Chemistry, Trent University Peterborough, Ontario, Canada K9J 7B8
| | - Igor M. Svishchev
- Department of Chemistry, Trent University Peterborough, Ontario, Canada K9J 7B8
| |
Collapse
|
23
|
Gutierrez CG, Dias EF, Gut JA. Residence time distribution in holding tubes using generalized convection model and numerical convolution for non-ideal tracer detection. J FOOD ENG 2010. [DOI: 10.1016/j.jfoodeng.2010.01.004] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
|
24
|
Fillaudeau L, Le-Nguyen K, André C. Influence of flow regime and thermal power on residence time distribution in tubular Joule Effect Heaters. J FOOD ENG 2009. [DOI: 10.1016/j.jfoodeng.2009.06.010] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
|
25
|
Adeosun JT, Lawal A. Numerical and experimental studies of mixing characteristics in a T-junction microchannel using residence-time distribution. Chem Eng Sci 2009. [DOI: 10.1016/j.ces.2009.02.013] [Citation(s) in RCA: 87] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
|
26
|
Plugatyr A, Svishchev IM. Residence time distribution measurements and flow modeling in a supercritical water oxidation reactor: Application of transfer function concept. J Supercrit Fluids 2008. [DOI: 10.1016/j.supflu.2007.09.030] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
|
27
|
|
28
|
Heibel AK, Lebens PJM, Middelhoff JW, Kapteijn F, Moulijn J. Liquid residence time distribution in the film flow monolith reactor. AIChE J 2004. [DOI: 10.1002/aic.10288] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
|
29
|
Thakur RK, Vial C, Djelveh G. Influence of operating conditions and impeller design on the continuous manufacturing of food foams. J FOOD ENG 2003. [DOI: 10.1016/s0260-8774(03)00005-0] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
|
30
|
Apruzzese F, Pato J, Balke S, Diosady L. In-line measurement of residence time distribution in a co-rotating twin-screw extruder. Food Res Int 2003. [DOI: 10.1016/s0963-9969(02)00193-x] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
|