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1
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Mirzaei M, Jensen PA, Nakhaei M, Wu H, Zakrzewski S, Zhou H, Lin W. CFD-DDPM coupled with an agglomeration model for simulation of highly loaded large-scale cyclones: Sensitivity analysis of sub-models and model parameters. POWDER TECHNOL 2023. [DOI: 10.1016/j.powtec.2022.118036] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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2
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Zhu LT, Chen XZ, Ouyang B, Yan WC, Lei H, Chen Z, Luo ZH. Review of Machine Learning for Hydrodynamics, Transport, and Reactions in Multiphase Flows and Reactors. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c01036] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Li-Tao Zhu
- Department of Chemical Engineering, School of Chemistry and Chemical Engineering, State Key Laboratory of Metal Matrix Composites, Shanghai Jiao Tong University, Shanghai, 200240, P. R. China
| | - Xi-Zhong Chen
- Department of Chemical and Biological Engineering, University of Sheffield, Sheffield, S1 3JD, U.K
| | - Bo Ouyang
- Department of Chemical Engineering, School of Chemistry and Chemical Engineering, State Key Laboratory of Metal Matrix Composites, Shanghai Jiao Tong University, Shanghai, 200240, P. R. China
| | - Wei-Cheng Yan
- School of Chemistry and Chemical Engineering, Jiangsu University, Zhenjiang, Jiangsu 212013, China
| | - He Lei
- Department of Chemical Engineering, School of Chemistry and Chemical Engineering, State Key Laboratory of Metal Matrix Composites, Shanghai Jiao Tong University, Shanghai, 200240, P. R. China
| | - Zhe Chen
- Department of Chemical Engineering, School of Chemistry and Chemical Engineering, State Key Laboratory of Metal Matrix Composites, Shanghai Jiao Tong University, Shanghai, 200240, P. R. China
| | - Zheng-Hong Luo
- Department of Chemical Engineering, School of Chemistry and Chemical Engineering, State Key Laboratory of Metal Matrix Composites, Shanghai Jiao Tong University, Shanghai, 200240, P. R. China
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3
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Yang Y, Zhang Q, Pan T, Qu Y, Liu X, Li X, Cheng Y, Wang L, Liu W. The hydrodynamics of low-density particles and optimization of the EMMS calculation process. POWDER TECHNOL 2022. [DOI: 10.1016/j.powtec.2022.117511] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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4
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5
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Mirzaei M, Jensen PA, Nakhaei M, Wu H, Zakrzewski S, Zhou H, Lin W. A hybrid multiphase model accounting for particle agglomeration for coarse-grid simulation of dense solid flow inside large-scale cyclones. POWDER TECHNOL 2022. [DOI: 10.1016/j.powtec.2022.117186] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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6
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Ouyang B, Zhu LT, Su YH, Luo ZH. A hybrid mesoscale closure combining CFD and deep learning for coarse-grid prediction of gas-particle flow dynamics. Chem Eng Sci 2022. [DOI: 10.1016/j.ces.2021.117268] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
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7
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8
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CFD-DEM modeling of filtered fluid-particle drag and heat transfer in bidisperse gas-solid flows. Chem Eng Sci 2021. [DOI: 10.1016/j.ces.2021.116896] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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9
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Ouyang B, Zhu L, Luo Z. Data‐driven modeling of mesoscale solids stress closures for filtered two‐fluid model in gas–particle flows. AIChE J 2021. [DOI: 10.1002/aic.17290] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Affiliation(s)
- Bo Ouyang
- Department of Chemical Engineering, School of Chemistry and Chemical Engineering, State Key Laboratory of Metal Matrix Composites Shanghai Jiao Tong University Shanghai PR China
| | - Li‐Tao Zhu
- Department of Chemical Engineering, School of Chemistry and Chemical Engineering, State Key Laboratory of Metal Matrix Composites Shanghai Jiao Tong University Shanghai PR China
| | - Zheng‐Hong Luo
- Department of Chemical Engineering, School of Chemistry and Chemical Engineering, State Key Laboratory of Metal Matrix Composites Shanghai Jiao Tong University Shanghai PR China
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10
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Xi K, Guo Q, Boyce CM. Comparison of Two-Fluid Model Simulations of Freely Bubbling Three-Dimensional Gas-Fluidized Beds with Magnetic Resonance Imaging Results. Ind Eng Chem Res 2021. [DOI: 10.1021/acs.iecr.1c00050] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Kenan Xi
- Department of Chemical Engineering, Columbia University, New York, New York 10027-6902, United States
- State Key Laboratory of Multiphase Flow in Power Engineering, Xi’an Jiaotong University, Xi’an, Shaanxi 710049, P.R. China
| | - Qiang Guo
- Department of Chemical Engineering, Columbia University, New York, New York 10027-6902, United States
| | - Christopher M. Boyce
- Department of Chemical Engineering, Columbia University, New York, New York 10027-6902, United States
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11
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Yu J, Gao X, Lu L, Xu Y, Li C, Li T, Rogers WA. Validation of a filtered drag model for solid residence time distribution (RTD) prediction in a pilot-scale FCC riser. POWDER TECHNOL 2021. [DOI: 10.1016/j.powtec.2020.10.007] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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12
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Analysis and development of homogeneous drag closure for filtered mesoscale modeling of fluidized gas-particle flows. Chem Eng Sci 2021. [DOI: 10.1016/j.ces.2020.116147] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
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13
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Lei H, Zhu L, Luo Z. Study of filtered interphase heat transfer using
highly resolved CFD–DEM
simulations. AIChE J 2020. [DOI: 10.1002/aic.17121] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- He Lei
- Department of Chemical Engineering, School of Chemistry and Chemical Engineering, State Key Laboratory of Metal Matrix Composites Shanghai Jiao Tong University Shanghai China
| | - Li‐Tao Zhu
- Department of Chemical Engineering, School of Chemistry and Chemical Engineering, State Key Laboratory of Metal Matrix Composites Shanghai Jiao Tong University Shanghai China
| | - Zheng‐Hong Luo
- Department of Chemical Engineering, School of Chemistry and Chemical Engineering, State Key Laboratory of Metal Matrix Composites Shanghai Jiao Tong University Shanghai China
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14
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He M, Zhao B, Wang J. A unified EMMS-based constitutive law for heterogeneous gas-solid flow in CFB risers. Chem Eng Sci 2020. [DOI: 10.1016/j.ces.2020.115797] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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15
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Jia J, Li H, Zou Z, Liu W, Zhu Q. Simulation of binary particle segregation for bubbling fluidized beds using polydispersed structure‐based drag model extended from a monodispersed model. CAN J CHEM ENG 2020. [DOI: 10.1002/cjce.23833] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Affiliation(s)
- Jibin Jia
- State Key Laboratory of Multiphase Complex Systems Institute of Process Engineering, Chinese Academy of Sciences Beijing China
- School of Chemical Engineering University of Chinese Academy of Science Beijing China
| | - Hongzhong Li
- State Key Laboratory of Multiphase Complex Systems Institute of Process Engineering, Chinese Academy of Sciences Beijing China
- School of Chemical Engineering University of Chinese Academy of Science Beijing China
| | - Zheng Zou
- State Key Laboratory of Multiphase Complex Systems Institute of Process Engineering, Chinese Academy of Sciences Beijing China
| | - Wenming Liu
- Sinopec Research Institute of Petroleum Processing Beijing China
| | - Qingshan Zhu
- State Key Laboratory of Multiphase Complex Systems Institute of Process Engineering, Chinese Academy of Sciences Beijing China
- School of Chemical Engineering University of Chinese Academy of Science Beijing China
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16
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Development and confirmation of a simple procedure to measure solids distribution in fluidized beds using tracer particles. Chem Eng Sci 2020. [DOI: 10.1016/j.ces.2020.115501] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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17
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18
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Zhu L, Tang J, Luo Z. Machine learning to assist filtered two‐fluid model development for dense gas–particle flows. AIChE J 2020. [DOI: 10.1002/aic.16973] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Affiliation(s)
- Li‐Tao Zhu
- Department of Chemical EngineeringSchool of Chemistry and Chemical Engineering, State Key Laboratory of Metal Matrix Composites, Shanghai Jiao Tong University Shanghai China
| | - Jia‐Xun Tang
- Department of Computer Science and TechnologySchool of Electronic and Electrical Engineering, Shanghai University of Engineering Science Shanghai China
| | - Zheng‐Hong Luo
- Department of Chemical EngineeringSchool of Chemistry and Chemical Engineering, State Key Laboratory of Metal Matrix Composites, Shanghai Jiao Tong University Shanghai China
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19
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Mu L, Buist K, Kuipers J, Deen N. Scaling method of CFD-DEM simulations for gas-solid flows in risers. CHEMICAL ENGINEERING SCIENCE: X 2020. [DOI: 10.1016/j.cesx.2019.100054] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
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20
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Zhu LT, Yang YN, Pan DT, Luo ZH. Capability assessment of coarse-grid simulation of gas-particle riser flow using sub-grid drag closures. Chem Eng Sci 2020. [DOI: 10.1016/j.ces.2019.115410] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
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21
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Gao X, Yu J, Li C, Panday R, Xu Y, Li T, Ashfaq H, Hughes B, Rogers WA. Comprehensive experimental investigation on biomass‐glass beads binary fluidization: A data set for CFD model validation. AIChE J 2019. [DOI: 10.1002/aic.16843] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Xi Gao
- National Energy Technology Laboratory Morgantown West Virginia
| | - Jia Yu
- National Energy Technology Laboratory Morgantown West Virginia
| | - Cheng Li
- National Energy Technology Laboratory Morgantown West Virginia
| | - Rupen Panday
- National Energy Technology Laboratory Morgantown West Virginia
- REM Engineering Services Morgantown West Virginia
| | - Yupeng Xu
- National Energy Technology Laboratory Morgantown West Virginia
- West Virginia University Research Corporation Morgantown West Virginia
| | | | - Huda Ashfaq
- National Energy Technology Laboratory Morgantown West Virginia
- West Virginia University Morgantown West Virginia
| | - Bryan Hughes
- National Energy Technology Laboratory Morgantown West Virginia
- REM Engineering Services Morgantown West Virginia
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22
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Kadyrov T, Li F, Wang W. Impacts of solid stress model on MP-PIC simulation of a CFB riser with EMMS drag. POWDER TECHNOL 2019. [DOI: 10.1016/j.powtec.2019.06.018] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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23
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A material-property-dependent sub-grid drag model for coarse-grained simulation of 3D large-scale CFB risers. Chem Eng Sci 2019. [DOI: 10.1016/j.ces.2019.04.026] [Citation(s) in RCA: 45] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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24
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25
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Zhu LT, Rashid TAB, Luo ZH. Comprehensive validation analysis of sub-grid drag and wall corrections for coarse-grid two-fluid modeling. Chem Eng Sci 2019. [DOI: 10.1016/j.ces.2018.11.026] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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