Data set generation at novel test-rig for validation of numerical models for modeling granular flows

•A novel experimental data set for numerical model validation.•Experimental data uncertainty analysis.•Wide range of the experimental data for validation of the mathematical model dedicated for modelling particulate flows.•Validation of DEM approach against experimental data. [Display omitted] Signi...

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Published inInternational journal of multiphase flow Vol. 142; p. 103696
Main Authors Widuch, Agata, Myöhänen, Kari, Nikku, Markku, Nowak, Marcin, Klimanek, Adam, Adamczyk, Wojciech
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.09.2021
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Abstract •A novel experimental data set for numerical model validation.•Experimental data uncertainty analysis.•Wide range of the experimental data for validation of the mathematical model dedicated for modelling particulate flows.•Validation of DEM approach against experimental data. [Display omitted] Significant effort has been exerted on developing fast and reliable numerical models for modeling particulate flow; this is challenging owing to the complexity of such flows. To achieve this, reliable and high-quality experimental data are required for model development and validation. This study presents the design of a novel test-rig that allows the visualization and measurement of particle flow patterns during the collision of two particle streams. Valuable data sets are provided for the validation of numerical models dedicated to granular flows. The experimental work was conducted for three particle distributions and different configurations of the test rig setup. Additionally, a standard discrete element method for modeling particle transport was applied to the test-rig configuration and the effects of the material spring constant on the predicated flow patterns are investigated. An additional purpose of these simulations was also to collect necessary data for further collision model validation, developed based on a reduced-order technique.
AbstractList •A novel experimental data set for numerical model validation.•Experimental data uncertainty analysis.•Wide range of the experimental data for validation of the mathematical model dedicated for modelling particulate flows.•Validation of DEM approach against experimental data. [Display omitted] Significant effort has been exerted on developing fast and reliable numerical models for modeling particulate flow; this is challenging owing to the complexity of such flows. To achieve this, reliable and high-quality experimental data are required for model development and validation. This study presents the design of a novel test-rig that allows the visualization and measurement of particle flow patterns during the collision of two particle streams. Valuable data sets are provided for the validation of numerical models dedicated to granular flows. The experimental work was conducted for three particle distributions and different configurations of the test rig setup. Additionally, a standard discrete element method for modeling particle transport was applied to the test-rig configuration and the effects of the material spring constant on the predicated flow patterns are investigated. An additional purpose of these simulations was also to collect necessary data for further collision model validation, developed based on a reduced-order technique.
ArticleNumber 103696
Author Nikku, Markku
Widuch, Agata
Klimanek, Adam
Adamczyk, Wojciech
Nowak, Marcin
Myöhänen, Kari
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  surname: Widuch
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  organization: Silesian University of Technology, Faculty of Energy and Environmental Engineering, Department of Thermal Engineering, Konarskiego 22, 44-100 Gliwice, Poland
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  givenname: Kari
  surname: Myöhänen
  fullname: Myöhänen, Kari
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  givenname: Markku
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  givenname: Marcin
  surname: Nowak
  fullname: Nowak, Marcin
  organization: Silesian University of Technology, Faculty of Energy and Environmental Engineering, Department of Thermal Engineering, Konarskiego 22, 44-100 Gliwice, Poland
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  givenname: Wojciech
  orcidid: 0000-0002-9178-9566
  surname: Adamczyk
  fullname: Adamczyk, Wojciech
  email: wojciech.adamczyk@polsl.pl
  organization: Silesian University of Technology, Faculty of Energy and Environmental Engineering, Department of Thermal Engineering, Konarskiego 22, 44-100 Gliwice, Poland
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Cites_doi 10.1016/j.powtec.2020.11.032
10.1016/j.powtec.2011.09.024
10.1016/j.ijmultiphaseflow.2004.05.009
10.1016/j.ces.2017.05.052
10.1016/j.partic.2009.08.001
10.1016/j.apt.2020.09.014
10.1016/j.powtec.2018.03.026
10.1016/j.partic.2015.09.009
10.1016/S0301-9322(02)00049-6
10.1016/j.jcp.2020.109854
10.1016/j.nucengdes.2019.110200
10.1016/j.partic.2009.04.005
10.1016/j.ijmultiphaseflow.2011.09.006
10.1016/j.powtec.2015.09.038
10.1016/j.partic.2014.05.008
10.1016/j.proeng.2015.01.278
10.1016/j.powtec.2016.10.062
10.1016/j.mineng.2011.03.015
10.1016/j.ces.2010.08.032
10.1016/j.ijmultiphaseflow.2014.12.002
10.6028/jres.070C.025
10.1016/j.ijmultiphaseflow.2019.05.007
10.1016/j.powtec.2017.06.026
10.1016/S0009-2509(02)00082-9
10.1016/j.ces.2016.08.030
10.1016/j.ijmultiphaseflow.2014.01.007
10.1016/j.fuel.2016.12.025
10.1016/j.powtec.2007.11.042
10.1016/j.powtec.2009.12.016
10.1016/0009-2509(95)00271-5
10.1016/j.apenergy.2016.12.113
10.1016/j.powtec.2015.12.031
10.1016/j.powtec.2014.06.025
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Keywords Experimental work
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DEM
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References Crowe, Schwarzkopf, Sommerfeld, Tsuji (bib0010) 2012
Meyer, Deglon (bib0032) 2011; 24
Chapman, Cowling (bib0006) 1970
Henry, Minier, Mohaupt, Profeta, Pozorski, Tanière (bib0020) 2014; 61
Prosperetti, Tryggvason (bib0037) 2009
Sommerfeld, Lain (bib0042) 2018; 332
Shah, Myöhänen, Kallio, Hyppänen (bib0040) 2015; 18
Chareyre (bib0007) 2019
Gidaspow (bib0017) 1994
Ku (bib0027) 1966; 70C
ANSYS® ANSYS.
Kraft, Kirnbauer, Hofbauer (bib0025) 2017; 190
Ghasemi Ardi, Dong, Yu, Yang (bib0016) 2017; 318
Breault (bib0005) 2012; 220
Jacquier, Abdedou, Delmas, Soulaïmani (bib0022) 2021; 424
Vision research, inc
Zhou, Flamant, Gauthier, Lu (bib0054) 2002; 28
Klimanek, Adamczyk, Kallio, Kozołub, Wȩcel, Szlȩk (bib0024) 2016; 29
Goldschmidt, Beetstra, Kuipers (bib0018) 2002; 57
Wang, Luo, Hu, Fan (bib0048) 2017; 172
Sreekanth, Syamlal, O’Brien (bib0043) 2012
Liu, Sun, Dinh (bib0030) 2019; 354
Radjaï, Dubois (bib0039) 2011
.
Cloete, S., Amini, S., 2017. Implementing the kinetic theory of granular flows into the lagrangian dense discrete phase model. 12th International Conference on CFD in Oil & Gas, Metallurgical and Process Industries 291.
ANSYS, I., 2012. ANSYS FluentOn-line
O’Rourke, Snider (bib0035) 2010; 65
Adamczyk (bib0001) 2016; 10
Laín, Sommerfeld (bib0028) 2012; 39
Farid, Jeong, Kim, Lee, Kim, Hwang (bib0014) 2017; 192
Cospheric LLC
You, Zhao, Cai, Qi, Xu (bib0051) 2004; 30
Hoomans, Kuipers, Briels, Swaaij (bib0021) 1996; 51
Ernst, Sommerfeld, Laín (bib0013) 2019; 117
Luo, Yang, Tan, Fan (bib0031) 2015; 102
Lin, Luo, Wang, Hu, Fan (bib0029) 2020; 31
Wang, Jiang, Xu, Fan, Lei, Xiao (bib0049) 2010; 199
Cundall, Strack (bib0012) 1979
Bronkhorst High-Tech B.V.
Crowe, Schwarzkopf, Sommerfeld, Tsuji (bib0011) 2012
Quintero, Laín, Sommerfeld (bib0038) 2021; 380
Zhao, Lu, Zhong (bib0053) 2015; 71
Tsuji, Yabumoto, Tanaka (bib0044) 2008; 184
Kretz, Callau-Monje, Hitschler, Hien, Raedle, Hesser (bib0026) 2016; 287
Patankar (bib0036) 1980
Wischnewski, Ratschow, Hartge, Werther (bib0050) 2010; 8
Yue, Cai, Lu, Zhang (bib0052) 2017; 316
Jebahi, Andre, Terreros, Iordanoff (bib0023) 2015
Mondal, Kallio, Saxen, Hassel (bib0033) 2015; 291
Hartge, Rastchow, Wischnewski, Werther (bib0019) 2009; 7
Shi, Lan, Liu, Zhang, Gao (bib0041) 2014; 266
Ferziger, Milovan (bib0015) 1980
NI LabVIEW National Instruments Corp.
Versteeg, Malalasekera (bib0046) 2007
Varas, Peters, Kuipers (bib0045) 2018; 169
Cundall (10.1016/j.ijmultiphaseflow.2021.103696_bib0012) 1979
Meyer (10.1016/j.ijmultiphaseflow.2021.103696_bib0032) 2011; 24
Crowe (10.1016/j.ijmultiphaseflow.2021.103696_bib0010) 2012
Laín (10.1016/j.ijmultiphaseflow.2021.103696_bib0028) 2012; 39
Zhou (10.1016/j.ijmultiphaseflow.2021.103696_bib0054) 2002; 28
Tsuji (10.1016/j.ijmultiphaseflow.2021.103696_bib0044) 2008; 184
Ferziger (10.1016/j.ijmultiphaseflow.2021.103696_bib0015) 1980
Kretz (10.1016/j.ijmultiphaseflow.2021.103696_bib0026) 2016; 287
Patankar (10.1016/j.ijmultiphaseflow.2021.103696_bib0036) 1980
Ku (10.1016/j.ijmultiphaseflow.2021.103696_bib0027) 1966; 70C
Breault (10.1016/j.ijmultiphaseflow.2021.103696_bib0005) 2012; 220
Varas (10.1016/j.ijmultiphaseflow.2021.103696_bib0045) 2018; 169
O’Rourke (10.1016/j.ijmultiphaseflow.2021.103696_bib0035) 2010; 65
Henry (10.1016/j.ijmultiphaseflow.2021.103696_bib0020) 2014; 61
Adamczyk (10.1016/j.ijmultiphaseflow.2021.103696_bib0001) 2016; 10
Shah (10.1016/j.ijmultiphaseflow.2021.103696_bib0040) 2015; 18
Sreekanth (10.1016/j.ijmultiphaseflow.2021.103696_sbref0043) 2012
Chareyre (10.1016/j.ijmultiphaseflow.2021.103696_sbref0007) 2019
Quintero (10.1016/j.ijmultiphaseflow.2021.103696_bib0038) 2021; 380
10.1016/j.ijmultiphaseflow.2021.103696_bib0008
Liu (10.1016/j.ijmultiphaseflow.2021.103696_sbref0030) 2019; 354
Jebahi (10.1016/j.ijmultiphaseflow.2021.103696_sbref0023) 2015
10.1016/j.ijmultiphaseflow.2021.103696_bib0004
10.1016/j.ijmultiphaseflow.2021.103696_bib0003
10.1016/j.ijmultiphaseflow.2021.103696_bib0047
10.1016/j.ijmultiphaseflow.2021.103696_bib0002
Ernst (10.1016/j.ijmultiphaseflow.2021.103696_bib0013) 2019; 117
Hoomans (10.1016/j.ijmultiphaseflow.2021.103696_bib0021) 1996; 51
Mondal (10.1016/j.ijmultiphaseflow.2021.103696_bib0033) 2015; 291
10.1016/j.ijmultiphaseflow.2021.103696_bib0009
Luo (10.1016/j.ijmultiphaseflow.2021.103696_bib0031) 2015; 102
Shi (10.1016/j.ijmultiphaseflow.2021.103696_bib0041) 2014; 266
Zhao (10.1016/j.ijmultiphaseflow.2021.103696_bib0053) 2015; 71
Chapman (10.1016/j.ijmultiphaseflow.2021.103696_bib0006) 1970
Wang (10.1016/j.ijmultiphaseflow.2021.103696_bib0049) 2010; 199
Farid (10.1016/j.ijmultiphaseflow.2021.103696_bib0014) 2017; 192
Lin (10.1016/j.ijmultiphaseflow.2021.103696_bib0029) 2020; 31
Versteeg (10.1016/j.ijmultiphaseflow.2021.103696_bib0046) 2007
10.1016/j.ijmultiphaseflow.2021.103696_bib0034
Wang (10.1016/j.ijmultiphaseflow.2021.103696_bib0048) 2017; 172
Goldschmidt (10.1016/j.ijmultiphaseflow.2021.103696_bib0018) 2002; 57
Ghasemi Ardi (10.1016/j.ijmultiphaseflow.2021.103696_bib0016) 2017; 318
Gidaspow (10.1016/j.ijmultiphaseflow.2021.103696_sbref0017) 1994
Jacquier (10.1016/j.ijmultiphaseflow.2021.103696_bib0022) 2021; 424
Hartge (10.1016/j.ijmultiphaseflow.2021.103696_bib0019) 2009; 7
Klimanek (10.1016/j.ijmultiphaseflow.2021.103696_bib0024) 2016; 29
Radjaï (10.1016/j.ijmultiphaseflow.2021.103696_sbref0039) 2011
Crowe (10.1016/j.ijmultiphaseflow.2021.103696_sbref0011) 2012
Kraft (10.1016/j.ijmultiphaseflow.2021.103696_bib0025) 2017; 190
You (10.1016/j.ijmultiphaseflow.2021.103696_bib0051) 2004; 30
Prosperetti (10.1016/j.ijmultiphaseflow.2021.103696_bib0037) 2009
Yue (10.1016/j.ijmultiphaseflow.2021.103696_bib0052) 2017; 316
Sommerfeld (10.1016/j.ijmultiphaseflow.2021.103696_bib0042) 2018; 332
Wischnewski (10.1016/j.ijmultiphaseflow.2021.103696_bib0050) 2010; 8
References_xml – year: 1970
  ident: bib0006
  publication-title: The Mathematical Theory of Non-Uniform Gases
  contributor:
    fullname: Cowling
– volume: 28
  start-page: 1801
  year: 2002
  end-page: 1821
  ident: bib0054
  article-title: Lagrangian approach for simulating the gas-particle flow structure in a circulating fluidized bed riser
  publication-title: Int. J. Multiph. Flow
  contributor:
    fullname: Lu
– volume: 65
  start-page: 6014
  year: 2010
  end-page: 6028
  ident: bib0035
  article-title: An improved collision damping time for MP-PIC calculations of dense particle flows with applications to polydisperse sedimenting beds and colliding particle jets
  publication-title: Chem. Eng. Sci.
  contributor:
    fullname: Snider
– year: 2012
  ident: bib0011
  article-title: Multiphase Flows with Droplets and Particles
  contributor:
    fullname: Tsuji
– volume: 18
  start-page: 66
  year: 2015
  end-page: 75
  ident: bib0040
  article-title: CFD simulations of gas-solid flow in an industrial-scale circulating fluidized bed furnace using subgrid-scale drag models
  publication-title: Particuology
  contributor:
    fullname: Hyppänen
– volume: 8
  start-page: 67
  year: 2010
  end-page: 77
  ident: bib0050
  article-title: Reactive gas-solids flows in large volumes 3d modeling of industrial circulating fluidized bed combustors
  publication-title: Particuology
  contributor:
    fullname: Werther
– volume: 380
  start-page: 526
  year: 2021
  end-page: 538
  ident: bib0038
  article-title: Derivation and validation of a hard-body particle-wall collision model for non-spherical particles of arbitrary shape
  publication-title: Powder Technol.
  contributor:
    fullname: Sommerfeld
– year: 1980
  ident: bib0015
  article-title: Computational Methods for Fluid Dynamics
  contributor:
    fullname: Milovan
– volume: 184
  start-page: 132
  year: 2008
  end-page: 140
  ident: bib0044
  article-title: Spontaneous structures in three-dimensional bubbling gas-fluidized bed by parallel DEM-CFD coupling simulation
  publication-title: Powder Technol.
  contributor:
    fullname: Tanaka
– volume: 192
  start-page: 187
  year: 2017
  end-page: 202
  ident: bib0014
  article-title: Numerical investigation of particle transport hydrodynamics and coal combustion in an industrial-scale circulating fluidized bed combustor: Effects of coal feeder positions and coal feeding rates
  publication-title: Fuel
  contributor:
    fullname: Hwang
– volume: 30
  start-page: 1121
  year: 2004
  end-page: 1138
  ident: bib0051
  article-title: Experimental investigation of interparticle collision rate in particulate flow
  publication-title: Int. J. Multiph. Flow
  contributor:
    fullname: Xu
– volume: 424
  start-page: 109854
  year: 2021
  ident: bib0022
  article-title: Non-intrusive reduced-order modeling using uncertainty-aware deep neural networks and proper orthogonal decomposition: application to flood modeling
  publication-title: J. Comput. Phys.
  contributor:
    fullname: Soulaïmani
– volume: 318
  start-page: 543
  year: 2017
  end-page: 548
  ident: bib0016
  article-title: A combined experimental and DEM approach to determine the breakage of particles in an impact mill
  publication-title: Powder Technol.
  contributor:
    fullname: Yang
– year: 2019
  ident: bib0007
  article-title: The Discrete Element Method for Granular Solids
  contributor:
    fullname: Chareyre
– year: 2015
  ident: bib0023
  article-title: Numerical Methods in Engineering Series
  contributor:
    fullname: Iordanoff
– volume: 291
  start-page: 420
  year: 2015
  end-page: 436
  ident: bib0033
  article-title: Experimental study of cluster properties in a two-dimensional fluidized bed of geldart b particles
  publication-title: Powder Technol.
  contributor:
    fullname: Hassel
– volume: 39
  start-page: 105
  year: 2012
  end-page: 120
  ident: bib0028
  article-title: Numerical calculation of pneumatic conveying in horizontal channels and pipes: Detailed analysis of conveying behaviour
  publication-title: Int. J. Multiph. Flow
  contributor:
    fullname: Sommerfeld
– volume: 7
  start-page: 23
  year: 2009
  end-page: 296
  ident: bib0019
  article-title: CFD-simulation of a circulating fluidized bed riser
  publication-title: Particuology
  contributor:
    fullname: Werther
– volume: 24
  start-page: 719
  year: 2011
  end-page: 730
  ident: bib0032
  article-title: Particle collision modeling – a review
  publication-title: Miner. Eng.
  contributor:
    fullname: Deglon
– volume: 102
  start-page: 1446
  year: 2015
  end-page: 1455
  ident: bib0031
  article-title: LES-DEM investigation of dense flow in circulating fluidized beds
  publication-title: Procedia Eng.
  contributor:
    fullname: Fan
– volume: 57
  start-page: 2059
  year: 2002
  end-page: 2075
  ident: bib0018
  article-title: Hydrodynamic modelling of dense gas-fluidized beds: Comparison of the kinetic theory of granular flow with 3D hard-sphere discrete particle simulations
  publication-title: Chem. Eng. Sci.
  contributor:
    fullname: Kuipers
– year: 2009
  ident: bib0037
  article-title: Computational Methods for Multiphase Flows
  contributor:
    fullname: Tryggvason
– volume: 220
  start-page: 79
  year: 2012
  end-page: 87
  ident: bib0005
  article-title: An analysis of clustering flows in a CFB riser
  publication-title: Powder Technol.
  contributor:
    fullname: Breault
– volume: 332
  start-page: 253
  year: 2018
  end-page: 264
  ident: bib0042
  article-title: Stochastic modelling for capturing the behaviour of irregular-shaped non-spherical particles in confined turbulent flows
  publication-title: Powder Technol.
  contributor:
    fullname: Lain
– volume: 31
  start-page: 4420
  year: 2020
  end-page: 4427
  ident: bib0029
  article-title: An augmented coarse-grained CFD-DEM approach for simulation of fluidized beds
  publication-title: Adv. Powder Technol.
  contributor:
    fullname: Fan
– year: 1994
  ident: bib0017
  article-title: Multiphase Flow and Fluidization
  contributor:
    fullname: Gidaspow
– volume: 316
  start-page: 18
  year: 2017
  end-page: 28
  ident: bib0052
  article-title: From a CFB reactor to a CFB boiler – the review of r&d progress of CFB coal combustion technology in china
  publication-title: Powder Technol.
  contributor:
    fullname: Zhang
– volume: 199
  start-page: 203
  year: 2010
  end-page: 212
  ident: bib0049
  article-title: Experiment and CFD simulation of gas solid flow in the riser of dense fluidized bed at high gas velocity
  publication-title: Powder Technol.
  contributor:
    fullname: Xiao
– volume: 71
  start-page: 1
  year: 2015
  end-page: 13
  ident: bib0053
  article-title: Influence of collisional parameters for rough particles on simulation of a gas-fluidized bed using a two-fluid model
  publication-title: Int. J. Multiph. Flow
  contributor:
    fullname: Zhong
– volume: 10
  start-page: 1
  year: 2016
  end-page: 34
  ident: bib0001
  article-title: Application of the numerical techniques for modelling fluidization process within industrial scale boilers
  publication-title: Arch. Comput. Methods Eng.
  contributor:
    fullname: Adamczyk
– volume: 70C
  start-page: 263
  year: 1966
  end-page: 273
  ident: bib0027
  article-title: Notes on the use of propagation of error formulas
  publication-title: JOURNAL OF RESEARCH of the National Bureau of Standards - C. Engineering and Instrumentation
  contributor:
    fullname: Ku
– year: 2011
  ident: bib0039
  article-title: Discrete-element Modeling of Granular Materials
  contributor:
    fullname: Dubois
– volume: 172
  start-page: 199
  year: 2017
  end-page: 215
  ident: bib0048
  article-title: CFD-DEM study of the effect of cyclone arrangements on the gas-solid flow dynamics in the full-loop circulating fluidized bed
  publication-title: Chem. Eng. Sci.
  contributor:
    fullname: Fan
– volume: 61
  start-page: 94
  year: 2014
  end-page: 107
  ident: bib0020
  article-title: A stochastic approach for the simulation of collisions between colloidal particles at large time steps
  publication-title: Int. J. Multiph. Flow
  contributor:
    fullname: Tanière
– volume: 266
  start-page: 135
  year: 2014
  end-page: 143
  ident: bib0041
  article-title: Effect of particle size distribution on hydrodynamics and solids back-mixing in CFB risers using CPFD simulation
  publication-title: Powder Technol.
  contributor:
    fullname: Gao
– year: 2012
  ident: bib0043
  article-title: Computational Gas-Solids Flows and Reacting Systems: Theory, Methods and Practice
  contributor:
    fullname: O’Brien
– year: 2007
  ident: bib0046
  article-title: An Introduction to Computational Fluid Dynamic, the Finite Volume Method
  contributor:
    fullname: Malalasekera
– year: 1980
  ident: bib0036
  article-title: Numerical Heat Transfer and Fluid Flow
  contributor:
    fullname: Patankar
– volume: 169
  start-page: 246
  year: 2018
  end-page: 258
  ident: bib0045
  article-title: Cfd-dem simulations and experimental validation of clustering phenomena and riser hydrodynamics
  publication-title: Chem. Eng. Sci.
  contributor:
    fullname: Kuipers
– year: 1979
  ident: bib0012
  article-title: A Discrete Element Model for Granular Assemblies
  contributor:
    fullname: Strack
– volume: 51
  start-page: 99
  year: 1996
  end-page: 118
  ident: bib0021
  article-title: Discrete particle simulation of bubble and slug formation in a two-dimensional gas-fluidized bed: A hard-sphere approach
  publication-title: Chem. Eng. Sci.
  contributor:
    fullname: Swaaij
– volume: 354
  start-page: 110200
  year: 2019
  ident: bib0030
  article-title: Validation and uncertainty quantification of multiphase-CFD solvers: a data-driven bayesian framework supported by high-resolution experiments
  publication-title: Nucl. Eng. Des.
  contributor:
    fullname: Dinh
– volume: 190
  start-page: 408
  year: 2017
  end-page: 420
  ident: bib0025
  article-title: Cpfd simulations of an industrial-sized dual fluidized bed steam gasification system of biomass with 8mw fuel input
  publication-title: Appl. Energy
  contributor:
    fullname: Hofbauer
– volume: 117
  start-page: 163
  year: 2019
  end-page: 181
  ident: bib0013
  article-title: Quantification of preferential concentration of colliding particles in a homogeneous isotropic turbulent flow
  publication-title: Int. J. Multiph. Flow
  contributor:
    fullname: Laín
– volume: 29
  start-page: 48
  year: 2016
  end-page: 59
  ident: bib0024
  article-title: Experimental and numerical study of pseudo-2d circulating fluidized beds
  publication-title: Particuology
  contributor:
    fullname: Szlȩk
– volume: 287
  start-page: 131
  year: 2016
  end-page: 138
  ident: bib0026
  article-title: Discrete element method (DEM) simulation and validation of a screw feeder system
  publication-title: Powder Technol.
  contributor:
    fullname: Hesser
– year: 2012
  ident: bib0010
  article-title: Multiphase Flows with Droplets and Particles
  contributor:
    fullname: Tsuji
– year: 2007
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0046
  contributor:
    fullname: Versteeg
– ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0047
– volume: 380
  start-page: 526
  year: 2021
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0038
  article-title: Derivation and validation of a hard-body particle-wall collision model for non-spherical particles of arbitrary shape
  publication-title: Powder Technol.
  doi: 10.1016/j.powtec.2020.11.032
  contributor:
    fullname: Quintero
– volume: 220
  start-page: 79
  year: 2012
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0005
  article-title: An analysis of clustering flows in a CFB riser
  publication-title: Powder Technol.
  doi: 10.1016/j.powtec.2011.09.024
  contributor:
    fullname: Breault
– volume: 30
  start-page: 1121
  issue: 9
  year: 2004
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0051
  article-title: Experimental investigation of interparticle collision rate in particulate flow
  publication-title: Int. J. Multiph. Flow
  doi: 10.1016/j.ijmultiphaseflow.2004.05.009
  contributor:
    fullname: You
– volume: 172
  start-page: 199
  year: 2017
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0048
  article-title: CFD-DEM study of the effect of cyclone arrangements on the gas-solid flow dynamics in the full-loop circulating fluidized bed
  publication-title: Chem. Eng. Sci.
  doi: 10.1016/j.ces.2017.05.052
  contributor:
    fullname: Wang
– volume: 8
  start-page: 67
  year: 2010
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0050
  article-title: Reactive gas-solids flows in large volumes 3d modeling of industrial circulating fluidized bed combustors
  publication-title: Particuology
  doi: 10.1016/j.partic.2009.08.001
  contributor:
    fullname: Wischnewski
– volume: 31
  start-page: 4420
  issue: 10
  year: 2020
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0029
  article-title: An augmented coarse-grained CFD-DEM approach for simulation of fluidized beds
  publication-title: Adv. Powder Technol.
  doi: 10.1016/j.apt.2020.09.014
  contributor:
    fullname: Lin
– volume: 332
  start-page: 253
  year: 2018
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0042
  article-title: Stochastic modelling for capturing the behaviour of irregular-shaped non-spherical particles in confined turbulent flows
  publication-title: Powder Technol.
  doi: 10.1016/j.powtec.2018.03.026
  contributor:
    fullname: Sommerfeld
– ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0008
– volume: 29
  start-page: 48
  year: 2016
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0024
  article-title: Experimental and numerical study of pseudo-2d circulating fluidized beds
  publication-title: Particuology
  doi: 10.1016/j.partic.2015.09.009
  contributor:
    fullname: Klimanek
– year: 2011
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_sbref0039
  contributor:
    fullname: Radjaï
– ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0004
– year: 1980
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0036
  contributor:
    fullname: Patankar
– volume: 28
  start-page: 1801
  year: 2002
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0054
  article-title: Lagrangian approach for simulating the gas-particle flow structure in a circulating fluidized bed riser
  publication-title: Int. J. Multiph. Flow
  doi: 10.1016/S0301-9322(02)00049-6
  contributor:
    fullname: Zhou
– volume: 424
  start-page: 109854
  year: 2021
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0022
  article-title: Non-intrusive reduced-order modeling using uncertainty-aware deep neural networks and proper orthogonal decomposition: application to flood modeling
  publication-title: J. Comput. Phys.
  doi: 10.1016/j.jcp.2020.109854
  contributor:
    fullname: Jacquier
– year: 2012
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0010
  contributor:
    fullname: Crowe
– volume: 354
  start-page: 110200
  year: 2019
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_sbref0030
  article-title: Validation and uncertainty quantification of multiphase-CFD solvers: a data-driven bayesian framework supported by high-resolution experiments
  publication-title: Nucl. Eng. Des.
  doi: 10.1016/j.nucengdes.2019.110200
  contributor:
    fullname: Liu
– volume: 7
  start-page: 23
  year: 2009
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0019
  article-title: CFD-simulation of a circulating fluidized bed riser
  publication-title: Particuology
  doi: 10.1016/j.partic.2009.04.005
  contributor:
    fullname: Hartge
– volume: 39
  start-page: 105
  year: 2012
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0028
  article-title: Numerical calculation of pneumatic conveying in horizontal channels and pipes: Detailed analysis of conveying behaviour
  publication-title: Int. J. Multiph. Flow
  doi: 10.1016/j.ijmultiphaseflow.2011.09.006
  contributor:
    fullname: Laín
– volume: 287
  start-page: 131
  year: 2016
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0026
  article-title: Discrete element method (DEM) simulation and validation of a screw feeder system
  publication-title: Powder Technol.
  doi: 10.1016/j.powtec.2015.09.038
  contributor:
    fullname: Kretz
– year: 2012
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_sbref0011
  contributor:
    fullname: Crowe
– volume: 18
  start-page: 66
  year: 2015
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0040
  article-title: CFD simulations of gas-solid flow in an industrial-scale circulating fluidized bed furnace using subgrid-scale drag models
  publication-title: Particuology
  doi: 10.1016/j.partic.2014.05.008
  contributor:
    fullname: Shah
– year: 1970
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0006
  contributor:
    fullname: Chapman
– ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0009
– volume: 102
  start-page: 1446
  year: 2015
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0031
  article-title: LES-DEM investigation of dense flow in circulating fluidized beds
  publication-title: Procedia Eng.
  doi: 10.1016/j.proeng.2015.01.278
  contributor:
    fullname: Luo
– volume: 316
  start-page: 18
  year: 2017
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0052
  article-title: From a CFB reactor to a CFB boiler – the review of r&d progress of CFB coal combustion technology in china
  publication-title: Powder Technol.
  doi: 10.1016/j.powtec.2016.10.062
  contributor:
    fullname: Yue
– volume: 24
  start-page: 719
  issue: 8
  year: 2011
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0032
  article-title: Particle collision modeling – a review
  publication-title: Miner. Eng.
  doi: 10.1016/j.mineng.2011.03.015
  contributor:
    fullname: Meyer
– year: 2009
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0037
  contributor:
    fullname: Prosperetti
– volume: 65
  start-page: 6014
  year: 2010
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0035
  article-title: An improved collision damping time for MP-PIC calculations of dense particle flows with applications to polydisperse sedimenting beds and colliding particle jets
  publication-title: Chem. Eng. Sci.
  doi: 10.1016/j.ces.2010.08.032
  contributor:
    fullname: O’Rourke
– year: 2015
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_sbref0023
  contributor:
    fullname: Jebahi
– volume: 10
  start-page: 1
  year: 2016
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0001
  article-title: Application of the numerical techniques for modelling fluidization process within industrial scale boilers
  publication-title: Arch. Comput. Methods Eng.
  contributor:
    fullname: Adamczyk
– volume: 71
  start-page: 1
  year: 2015
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0053
  article-title: Influence of collisional parameters for rough particles on simulation of a gas-fluidized bed using a two-fluid model
  publication-title: Int. J. Multiph. Flow
  doi: 10.1016/j.ijmultiphaseflow.2014.12.002
  contributor:
    fullname: Zhao
– volume: 70C
  start-page: 263
  issue: 4
  year: 1966
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0027
  article-title: Notes on the use of propagation of error formulas
  publication-title: JOURNAL OF RESEARCH of the National Bureau of Standards - C. Engineering and Instrumentation
  doi: 10.6028/jres.070C.025
  contributor:
    fullname: Ku
– year: 1980
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0015
  contributor:
    fullname: Ferziger
– volume: 117
  start-page: 163
  year: 2019
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0013
  article-title: Quantification of preferential concentration of colliding particles in a homogeneous isotropic turbulent flow
  publication-title: Int. J. Multiph. Flow
  doi: 10.1016/j.ijmultiphaseflow.2019.05.007
  contributor:
    fullname: Ernst
– volume: 318
  start-page: 543
  year: 2017
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0016
  article-title: A combined experimental and DEM approach to determine the breakage of particles in an impact mill
  publication-title: Powder Technol.
  doi: 10.1016/j.powtec.2017.06.026
  contributor:
    fullname: Ghasemi Ardi
– ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0002
– volume: 57
  start-page: 2059
  year: 2002
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0018
  article-title: Hydrodynamic modelling of dense gas-fluidized beds: Comparison of the kinetic theory of granular flow with 3D hard-sphere discrete particle simulations
  publication-title: Chem. Eng. Sci.
  doi: 10.1016/S0009-2509(02)00082-9
  contributor:
    fullname: Goldschmidt
– volume: 169
  start-page: 246
  year: 2018
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0045
  article-title: Cfd-dem simulations and experimental validation of clustering phenomena and riser hydrodynamics
  publication-title: Chem. Eng. Sci.
  doi: 10.1016/j.ces.2016.08.030
  contributor:
    fullname: Varas
– volume: 61
  start-page: 94
  year: 2014
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0020
  article-title: A stochastic approach for the simulation of collisions between colloidal particles at large time steps
  publication-title: Int. J. Multiph. Flow
  doi: 10.1016/j.ijmultiphaseflow.2014.01.007
  contributor:
    fullname: Henry
– volume: 192
  start-page: 187
  year: 2017
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0014
  article-title: Numerical investigation of particle transport hydrodynamics and coal combustion in an industrial-scale circulating fluidized bed combustor: Effects of coal feeder positions and coal feeding rates
  publication-title: Fuel
  doi: 10.1016/j.fuel.2016.12.025
  contributor:
    fullname: Farid
– volume: 184
  start-page: 132
  year: 2008
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0044
  article-title: Spontaneous structures in three-dimensional bubbling gas-fluidized bed by parallel DEM-CFD coupling simulation
  publication-title: Powder Technol.
  doi: 10.1016/j.powtec.2007.11.042
  contributor:
    fullname: Tsuji
– year: 2019
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_sbref0007
  contributor:
    fullname: Chareyre
– volume: 199
  start-page: 203
  year: 2010
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0049
  article-title: Experiment and CFD simulation of gas solid flow in the riser of dense fluidized bed at high gas velocity
  publication-title: Powder Technol.
  doi: 10.1016/j.powtec.2009.12.016
  contributor:
    fullname: Wang
– volume: 51
  start-page: 99
  year: 1996
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0021
  article-title: Discrete particle simulation of bubble and slug formation in a two-dimensional gas-fluidized bed: A hard-sphere approach
  publication-title: Chem. Eng. Sci.
  doi: 10.1016/0009-2509(95)00271-5
  contributor:
    fullname: Hoomans
– ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0034
– year: 1994
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_sbref0017
  contributor:
    fullname: Gidaspow
– ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0003
– year: 1979
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0012
  contributor:
    fullname: Cundall
– volume: 190
  start-page: 408
  year: 2017
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0025
  article-title: Cpfd simulations of an industrial-sized dual fluidized bed steam gasification system of biomass with 8mw fuel input
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2016.12.113
  contributor:
    fullname: Kraft
– volume: 291
  start-page: 420
  year: 2015
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0033
  article-title: Experimental study of cluster properties in a two-dimensional fluidized bed of geldart b particles
  publication-title: Powder Technol.
  doi: 10.1016/j.powtec.2015.12.031
  contributor:
    fullname: Mondal
– volume: 266
  start-page: 135
  year: 2014
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_bib0041
  article-title: Effect of particle size distribution on hydrodynamics and solids back-mixing in CFB risers using CPFD simulation
  publication-title: Powder Technol.
  doi: 10.1016/j.powtec.2014.06.025
  contributor:
    fullname: Shi
– year: 2012
  ident: 10.1016/j.ijmultiphaseflow.2021.103696_sbref0043
  contributor:
    fullname: Sreekanth
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Snippet •A novel experimental data set for numerical model validation.•Experimental data uncertainty analysis.•Wide range of the experimental data for validation of...
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StartPage 103696
SubjectTerms CFD
DEM
Experimental work
Particle collision
Particle tracking
Title Data set generation at novel test-rig for validation of numerical models for modeling granular flows
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