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1
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Assessment of scale-adaptive turbulence modeling in coupled CFD-PBM 3D flow simulations of disperse liquid-liquid flow in a baffled stirred tank with particular emphasis on the dissipation rate. Chem Eng Sci 2023. [DOI: 10.1016/j.ces.2023.118509] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
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2
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Simplifying Population Balance Models to Promote Broader Use in Industry. Chem Eng Res Des 2022. [DOI: 10.1016/j.cherd.2022.12.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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3
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Zhou H, Tang X, Zhu Z, Li S. 0D Homogeneous Simulation of Droplet Size Evolution in a Turbulent Stirred Tank. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c00208] [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)
- Han Zhou
- Research Institute of Petroleum Processing (RIPP), Sinopec, Beijing 100083, China
| | - Xiaojin Tang
- Research Institute of Petroleum Processing (RIPP), Sinopec, Beijing 100083, China
| | - Zhenxing Zhu
- Research Institute of Petroleum Processing (RIPP), Sinopec, Beijing 100083, China
| | - Shaowei Li
- Institute of Nuclear and New Energy Technology, Tsinghua University, Beijing 100084, China
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4
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Rave K, Hermes M, Wirz D, Hundshagen M, Friebel A, Harbou EV, Bart HJ, Skoda R. Experiments and fully transient coupled CFD-PBM 3D flow simulations of disperse liquid-liquid flow in a baffled stirred tank. Chem Eng Sci 2022. [DOI: 10.1016/j.ces.2022.117518] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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5
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Asadollahzadeh M, Torkaman R, Torab-Mostaedi M. Estimation of Droplet Size Distribution by Using Maximum Entropy Programming and Population Balance Equations in Pulsed Disc-Doughnut Column. Chem Eng Res Des 2022. [DOI: 10.1016/j.cherd.2022.01.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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6
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Charton S, Castellano S, Alzyod S, Sheibat-Othman N. ColHySE: An Advanced Column Hydrodynamic-based model for Solvent Extraction. Chem Eng Res Des 2022. [DOI: 10.1016/j.cherd.2022.01.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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7
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Maluta F, Buffo A, Marchisio D, Montante G, Paglianti A, Vanni M. Numerical and Experimental Analysis of the Daughter Distribution in Liquid‐Liquid Stirred Tanks. Chem Eng Technol 2021. [DOI: 10.1002/ceat.202100237] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Francesco Maluta
- Università di Bologna Department of Industrial Chemistry “Toso Montanari” Viale Risorgimento 4 40136 Bologna Italy
| | - Antonio Buffo
- Politecnico di Torino Department of Applied Science and Technology Corso Duca degli Abruzzi 24 10129 Torino Italy
| | - Daniele Marchisio
- Politecnico di Torino Department of Applied Science and Technology Corso Duca degli Abruzzi 24 10129 Torino Italy
| | - Giuseppina Montante
- Università di Bologna Department of Industrial Chemistry “Toso Montanari” Viale Risorgimento 4 40136 Bologna Italy
| | - Alessandro Paglianti
- Università di Bologna Department of Civil, Chemical, Environmental and Materials Engineering Via Terracini 28 40131 Bologna Italy
| | - Marco Vanni
- Politecnico di Torino Department of Applied Science and Technology Corso Duca degli Abruzzi 24 10129 Torino Italy
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8
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Farzad R, Pirker S, Schneiderbauer S. Application of Eulerian-Eulerian-Lagrangian hybrid model to simulate liquid-liquid drop size distribution in stirred tank reactors. J DISPER SCI TECHNOL 2020. [DOI: 10.1080/01932691.2019.1662309] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- Reza Farzad
- Christian Doppler Laboratory for Multi-Scale Modelling of Multiphase Processes, Johannes Kepler University , Linz , Austria
- Department of Particulate Flow Modelling, Johannes Kepler University , Linz , Austria
| | - Stefan Pirker
- Department of Particulate Flow Modelling, Johannes Kepler University , Linz , Austria
| | - Simon Schneiderbauer
- Christian Doppler Laboratory for Multi-Scale Modelling of Multiphase Processes, Johannes Kepler University , Linz , Austria
- Department of Particulate Flow Modelling, Johannes Kepler University , Linz , Austria
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9
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Shiea M, Buffo A, Vanni M, Marchisio D. Numerical Methods for the Solution of Population Balance Equations Coupled with Computational Fluid Dynamics. Annu Rev Chem Biomol Eng 2020; 11:339-366. [DOI: 10.1146/annurev-chembioeng-092319-075814] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
This review article discusses the solution of population balance equations, for the simulation of disperse multiphase systems, tightly coupled with computational fluid dynamics. Although several methods are discussed, the focus is on quadrature-based moment methods (QBMMs) with particular attention to the quadrature method of moments, the conditional quadrature method of moments, and the direct quadrature method of moments. The relationship between the population balance equation, in its generalized form, and the Euler-Euler multiphase flow models, notably the two-fluid model, is thoroughly discussed. Then the closure problem and the use of Gaussian quadratures to overcome it are analyzed. The review concludes with the presentation of numerical issues and guidelines for users of these modeling approaches.
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Affiliation(s)
- Mohsen Shiea
- Department of Applied Science and Technology, Institute of Chemical Engineering, Politecnico di Torino, 10129 Torino, Italy
| | - Antonio Buffo
- Department of Applied Science and Technology, Institute of Chemical Engineering, Politecnico di Torino, 10129 Torino, Italy
| | - Marco Vanni
- Department of Applied Science and Technology, Institute of Chemical Engineering, Politecnico di Torino, 10129 Torino, Italy
| | - Daniele Marchisio
- Department of Applied Science and Technology, Institute of Chemical Engineering, Politecnico di Torino, 10129 Torino, Italy
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10
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Guan X, Yang N, Nigam KD. Prediction of Droplet Size Distribution for High Pressure Homogenizers with Heterogeneous Turbulent Dissipation Rate. Ind Eng Chem Res 2020. [DOI: 10.1021/acs.iecr.9b04615] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Xiaoping Guan
- State Key Laboratory of Multi-phase Complex System, Institute of Process Engineering, Chinese Academy of Sciences, P.O. Box 353, Beijing 100190, P.R. China
| | - Ning Yang
- State Key Laboratory of Multi-phase Complex System, Institute of Process Engineering, Chinese Academy of Sciences, P.O. Box 353, Beijing 100190, P.R. China
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11
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Numerical and experimental evaluation of droplet breakage of O/W emulsions in rotor-stator mixers. Chem Eng Sci 2019. [DOI: 10.1016/j.ces.2019.04.011] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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12
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Simulation of drop breakage in liquid–liquid system by coupling of CFD and PBM: Comparison of breakage kernels and effects of agitator configurations. Chin J Chem Eng 2019. [DOI: 10.1016/j.cjche.2018.10.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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13
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Bagkeris I, Michael V, Prosser R, Kowalski AJ. Simulation of Turbulent Emulsification in a Sonolator Mixer: Interpretation of Drop Breakage Time. Chem Eng Technol 2019. [DOI: 10.1002/ceat.201800717] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Ioannis Bagkeris
- University of Manchester School of Mechanical, Aerospace & Civil Engineering M13 9PL Manchester United Kingdom
| | - Vipin Michael
- University of Manchester School of Mechanical, Aerospace & Civil Engineering M13 9PL Manchester United Kingdom
| | - Robert Prosser
- University of Manchester School of Mechanical, Aerospace & Civil Engineering M13 9PL Manchester United Kingdom
| | - Adam J. Kowalski
- Unilever R&D Port Sunlight Laboratory Quarry Road East CH63 3JW Bebington United Kingdom
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14
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Baudron V, Gurikov P, Smirnova I. A continuous approach to the emulsion gelation method for the production of aerogel micro-particle. Colloids Surf A Physicochem Eng Asp 2019. [DOI: 10.1016/j.colsurfa.2018.12.055] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
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15
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Xie L, Liu Q, Luo ZH. A multiscale CFD-PBM coupled model for the kinetics and liquid–liquid dispersion behavior in a suspension polymerization stirred tank. Chem Eng Res Des 2018. [DOI: 10.1016/j.cherd.2017.11.045] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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16
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Li D, Christian H. Simulation of bubbly flows with special numerical treatments of the semi-conservative and fully conservative two-fluid model. Chem Eng Sci 2017. [DOI: 10.1016/j.ces.2017.08.030] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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17
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Li D, Buffo A, Podgórska W, Marchisio DL, Gao Z. Investigation of droplet breakup in liquid–liquid dispersions by CFD–PBM simulations: The influence of the surfactant type. Chin J Chem Eng 2017. [DOI: 10.1016/j.cjche.2017.01.014] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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18
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Li D, Gao Z, Buffo A, Podgorska W, Marchisio DL. Droplet breakage and coalescence in liquid–liquid dispersions: Comparison of different kernels with EQMOM and QMOM. AIChE J 2016. [DOI: 10.1002/aic.15557] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Dongyue Li
- State Key Laboratory of Chemical Resource EngineeringSchool of Chemical Engineering, Beijing University of Chemical TechnologyBeijing China
| | - Zhengming Gao
- State Key Laboratory of Chemical Resource EngineeringSchool of Chemical Engineering, Beijing University of Chemical TechnologyBeijing China
| | - Antonio Buffo
- Dept. of Biotechnology and Chemical TechnologyAalto UniversityEspoo Finland
| | - Wioletta Podgorska
- Faculty of Chemical and Process EngineeringWarsaw University of TechnologyWarsaw Poland
| | - Daniele L. Marchisio
- Dept. of Applied Science and Technology, Institute of Chemical EngineeringPolitecnico di Torino Torino Italy
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19
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Liquid–liquid extraction in a rotating disc column: Solution of 2D population balance with HMMC. Chem Eng Res Des 2016. [DOI: 10.1016/j.cherd.2016.09.002] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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