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Gou D, Zhu Q, Chan HK, Kourmatzis A, Cheng S, Yang R. Effects of the deformation and size of the upper airway on the deposition of aerosols. Int J Pharm 2024; 657:124165. [PMID: 38663643 DOI: 10.1016/j.ijpharm.2024.124165] [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: 02/21/2024] [Revised: 04/16/2024] [Accepted: 04/22/2024] [Indexed: 05/02/2024]
Abstract
Aerosol drug delivery in the human airway is significantly affected by the morphology and size of the airway. This work developed a CFD-DEM model to simulate and analyze air flow and powder dynamics in combined inhaler-airway systems with different degrees of airway deformation (non-deformed, 50%, and 75% deformed) and sizes (adult, 0.80, and 0.62 scaled). The airways were generated based on a regular airway constructed from the MRI images through finite element method (for deformed airways) or scaling-down (for smaller airways). The airways were connected to Turbuhaler® through a connector. The results showed that under the same flow rate, the variation in the airway geometry and size had a minimum impact on the flow field and powder deposition in the device and the connector. However, deformation caused more particle deposition in the deformed region. Notably, the airway with 50% deformation had the most particles passing through the airway with the largest particle sizes due to its lower air velocity in the deformed area. Reducing airway size resulted in more powder deposition on the airway, particularly at the pharynx and mouth regions. This was because, with the same flow rate, the flow velocity in the smaller airway was higher, causing more particle-wall collisions in the mouth and pharynx regions. More importantly, the deposition efficiency in the 0.62-scaled airway was significantly higher than the other two airways, highlighting the importance of the different administration of aerosol drugs for young children.
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Affiliation(s)
- Dazhao Gou
- School of Materials Science and Engineering, UNSW Sydney, NSW 2052, Australia
| | - Qixuan Zhu
- School of Materials Science and Engineering, UNSW Sydney, NSW 2052, Australia
| | - Hak-Kim Chan
- Advanced Drug Delivery Group, Sydney Pharmacy School, The University of Sydney, NSW 2006, Australia
| | - Agisilaos Kourmatzis
- School of Aerospace, Mechanical and Mechatronic Engineering, The University of Sydney, NSW 2006, Australia
| | - Shaokoon Cheng
- School of Engineering, Macquarie University, NSW 2109, Australia
| | - Runyu Yang
- School of Materials Science and Engineering, UNSW Sydney, NSW 2052, Australia.
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Liu X, Wang Q, Wang Y, Dong Q. Review of calibration strategies for discrete element model in quasi-static elastic deformation. Sci Rep 2023; 13:13264. [PMID: 37582842 PMCID: PMC10427670 DOI: 10.1038/s41598-023-39446-2] [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] [Received: 04/15/2023] [Accepted: 07/25/2023] [Indexed: 08/17/2023] Open
Abstract
This study first reviewed theories of the mechanical response of structures under loading, and the discrete element method provides a route for studying mechanical response including elastic deformation and structure failure. However, the direct acquisition of the microscopic parameters from the governing equations of the discrete element method via experiments encounters challenges. One possible strategy to obtain these microscopic parameters is parameter calibration that are widely used by researchers. Secondly, the governing equations and failure criterion of the discrete element method are summarized, and the microscopic parameters that would be calibrated are pinpointed. Next, the principles of classical calibration methods of discrete element method are explicated in detail, alongside the validation and discussion of their properties. Lastly, this study examined the applicability of calibrated parameters and points out that the size ratio, porosity, maximum radius, and minimum radius of particles should be identical in both the geometric calibration model and that for applications.
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Affiliation(s)
- Xianyang Liu
- School of Civil Engineering and Architecture, Hainan University, Haikou, 570228, China
| | - Qunwei Wang
- China National Chemical Engineering NO. 13 Construction CO., LTD, Cangzhou, 061000, China
| | - Yongwei Wang
- School of Civil Engineering and Architecture, Hainan University, Haikou, 570228, China.
| | - Qinxi Dong
- School of Civil Engineering and Architecture, Hainan University, Haikou, 570228, China.
- Key Laboratory of Equipment Safety and Intelligent Technology for Guangzhou Rail Transit System, Guangzhou, 510430, China.
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Alfano FO, Di Renzo A, Di Maio FP. Discrete Element Method Evaluation of Triboelectric Charging Due to Powder Handling in the Capsule of a DPI. Pharmaceutics 2023; 15:1762. [PMID: 37376210 DOI: 10.3390/pharmaceutics15061762] [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] [Received: 04/18/2023] [Revised: 06/15/2023] [Accepted: 06/16/2023] [Indexed: 06/29/2023] Open
Abstract
The generation and accumulation of an electrostatic charge from handling pharmaceutical powders is a well-known phenomenon, given the insulating nature of most APIs (Active Pharmaceutical Ingredients) and excipients. In capsule-based DPIs (Dry Powder Inhalers), the formulation is stored in a gelatine capsule placed in the inhaler just before inhalation. The action of capsule filling, as well as tumbling or vibration effects during the capsule life cycle, implies a consistent amount of particle-particle and particle-wall contacts. A significant contact-induced electrostatic charging can then take place, potentially affecting the inhaler's efficiency. DEM (Discrete Element Method) simulations were performed on a carrier-based DPI formulation (salbutamol-lactose) to evaluate such effects. After performing a comparison with the experimental data on a carrier-only system under similar conditions, a detailed analysis was conducted on two carrier-API configurations with different API loadings per carrier particle. The charge acquired by the two solid phases was tracked in both the initial particle settling and the capsule shaking process. Alternating positive-negative charging was observed. Particle charging was then investigated in relation to the collision statistics, tracking the particle-particle and particle-wall events for the carrier and API. Finally, an analysis of the relative importance of electrostatic, cohesive/adhesive, and inertial forces allowed the importance of each term in determining the trajectory of the powder particles to be estimated.
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Zhu Q, Gou D, Chan HK, Kourmatzis A, Yang R. Effects of the mouthpiece and chamber of Turbuhaler® on the aerosolization of API-only powder formulations. Int J Pharm 2023; 637:122871. [PMID: 36948474 DOI: 10.1016/j.ijpharm.2023.122871] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Revised: 03/13/2023] [Accepted: 03/15/2023] [Indexed: 03/24/2023]
Abstract
Powder dispersion in dry powder inhalers (DPIs) is affected by powder formulations as well as the design of a device. This paper conducted a numerical investigation based on the coupled computational fluid dynamics (CFD) and discrete element method (DEM) to evaluate the changes of the design of a commercial DPI device Turbuhaler® on the aerosolization of an API-only formulation. Six different designs were proposed by modifying the mouthpiece and chamber of the original geometry which was reconstructed from a CT-scan of the Turbuhaler, and their performances in terms of powder deposition in the device and fine powder fraction (FPF) were evaluated. The resistance of the device was observed to vary with different designs. For the change of the mouthpiece, the device with a cylindrical mouthpiece had the least resistance and the lowest FPF emitted among all the devices, confirming the important role of the spiral mouthpiece on powder dispersion. Reducing the mouthpiece size caused more powder deposition in the inhaler due to higher airflow velocity, but FPF emitted increased compared to the original design as more powder dispersion occurred inside the mouthpiece. The half-length mouthpiece design reduced device resistance to increase airflow velocity and average collision energy, resulting in an increase in FPF loaded but a decrease in the number of collisions. For the change of the chamber, the domed chamber design increased the powder dispersion time and thus enhanced the frequency and energy of particle collisions, which eventually led to an increase in FPF loaded. At fixed flow rates, the powder dispersion efficiency was a function of the device resistance with higher device resistance causing an increase in the FPF loaded. However, it is important for the patient's attainable pressure drop to be considered in this context. Correlations between the aerosolization efficiency and the ratio of the average collision energy and cohesion energy were established based on model-predicted quantities.
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Affiliation(s)
- Qixuan Zhu
- School of Materials Science and Engineering, UNSW Sydney, NSW 2052, Australia
| | - Dazhao Gou
- School of Materials Science and Engineering, UNSW Sydney, NSW 2052, Australia
| | - Hak-Kim Chan
- Advanced Drug Delivery Group, Sydney Pharmacy School, The University of Sydney, NSW 2006, Australia
| | - Agisilaos Kourmatzis
- School of Aerospace, Mechanical and Mechatronic Engineering, The University of Sydney, NSW 2006, Australia
| | - Runyu Yang
- School of Materials Science and Engineering, UNSW Sydney, NSW 2052, Australia.
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El Geitani T, Blais B. Quadrature-Centered Averaging Scheme for Accurate and Continuous Void Fraction Calculation in Computational Fluid Dynamics–Discrete Element Method Simulations. Ind Eng Chem Res 2023. [DOI: 10.1021/acs.iecr.3c00172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/17/2023]
Affiliation(s)
- Toni El Geitani
- Research Unit for Industrial Flows Processes (URPEI), Department of Chemical Engineering, École Polytechique de Montréal, P.O. Box 6079, Stn Centre-Ville, Montréal, QC H3C 3A7, Canada
| | - Bruno Blais
- Research Unit for Industrial Flows Processes (URPEI), Department of Chemical Engineering, École Polytechique de Montréal, P.O. Box 6079, Stn Centre-Ville, Montréal, QC H3C 3A7, Canada
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Munck M, Gelder J, Peters E, Kuipers J. A detailed gas-solid fluidized bed comparison study on CFD-DEM coarse-graining techniques. Chem Eng Sci 2023. [DOI: 10.1016/j.ces.2022.118441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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7
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A coarse grain model with parameter scaling of adhesion forces from liquid bridge forces and JKR theory in the discrete element method. Chem Eng Sci 2022. [DOI: 10.1016/j.ces.2022.118428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
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8
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Fluidization centennial and the decades of research and development in Japan. POWDER TECHNOL 2022. [DOI: 10.1016/j.powtec.2022.118093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Scott L, Borissova A, Di Renzo A, Ghadiri M. Application of coarse-graining for large scale simulation of fluid and particle motion in spiral jet mill by CFD-DEM. POWDER TECHNOL 2022. [DOI: 10.1016/j.powtec.2022.117962] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
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10
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Three-dimensional unsteady numerical simulation of a 150 kW full-loop chemical looping combustion pilot with biomass as fuel: A hydrodynamic investigation. Chem Eng Sci 2022. [DOI: 10.1016/j.ces.2022.117835] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Li L, Zhu Q, Gou D, Chan HK, Kourmatzis A, Zhao G, Yang R. DEM modelling of breakage behaviour of semi-brittle agglomerates subject to compaction and impaction. POWDER TECHNOL 2022. [DOI: 10.1016/j.powtec.2022.117710] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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13
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Deagglomeration of selected high-load API-carrier particles in swirl-based dry powder inhalers. POWDER TECHNOL 2022. [DOI: 10.1016/j.powtec.2022.117800] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
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14
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Shi Q, Sakai M. Recent progress on the discrete element method simulations for powder transport systems: A review. ADV POWDER TECHNOL 2022. [DOI: 10.1016/j.apt.2022.103664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
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15
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Investigation of gas-solid heat and mass transfer in a Wurster coater using a scaled CFD-DEM model. POWDER TECHNOL 2022. [DOI: 10.1016/j.powtec.2022.117598] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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16
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A coarse-grained parcel method for heat and mass transfer simulations of spray coating processes. ADV POWDER TECHNOL 2022. [DOI: 10.1016/j.apt.2022.103590] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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17
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Grohn P, Oesau T, Heinrich S, Antonyuk S. Investigation of the influence of impact velocity and liquid bridge volume on the maximum liquid bridge length. ADV POWDER TECHNOL 2022. [DOI: 10.1016/j.apt.2022.103630] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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18
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Geometric similarity on interparticle force evaluation for scaled-up DEM particles. POWDER TECHNOL 2022. [DOI: 10.1016/j.powtec.2022.117483] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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19
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Napolitano ES, Di Renzo A, Di Maio FP. Coarse-grain DEM-CFD modelling of dense particle flow in Gas–Solid cyclone. Sep Purif Technol 2022. [DOI: 10.1016/j.seppur.2022.120591] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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20
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Lungu M, Siame J, Mukosha L. Coarse-grained CFD-DEM simulations of fluidization with large particles. POWDER TECHNOL 2022. [DOI: 10.1016/j.powtec.2022.117344] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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21
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Zhao P, Xu J, Chang Q, Ge W, Wang J. Euler-Lagrange simulation of dense gas-solid flow with local grid refinement. POWDER TECHNOL 2022. [DOI: 10.1016/j.powtec.2022.117199] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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22
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Lu L, Gao X, Dietiker JF, Shahnam M, Rogers WA. Machine learning accelerated discrete element modeling of granular flows. Chem Eng Sci 2021. [DOI: 10.1016/j.ces.2021.116832] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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23
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Experiment and computational fluid dynamics investigation of biochar elutriation in fluidized bed. AIChE J 2021. [DOI: 10.1002/aic.17506] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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24
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Alfano FO, Benassi A, Gaspari R, Di Renzo A, Di Maio FP. Full-Scale DEM Simulation of Coupled Fluid and Dry-Coated Particle Flow in Swirl-Based Dry Powder Inhalers. Ind Eng Chem Res 2021. [DOI: 10.1021/acs.iecr.1c02864] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
| | - Andrea Benassi
- DP Manufacturing & Innovation, Chiesi Farmaceutici SpA, 43122 Parma, Italy
- International School for Advanced Studies (SISSA), 34136 Trieste, Italy
| | - Roberto Gaspari
- DP Manufacturing & Innovation, Chiesi Farmaceutici SpA, 43122 Parma, Italy
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26
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Development of Simpler Coarse-Grain Model for Analyzing Behavior of Particles in Fluid Flow. Processes (Basel) 2021. [DOI: 10.3390/pr9071098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
A new simpler coarse-grain model (SCG) for analyzing particle behaviors under fluid flow in a dilute system, by using a discrete element method (DEM), was developed to reduce calculation load. In the SCG model, coarse-grained (CG) particles were enlarged from original particles in the same way as the existing coarse-grain model; however, the modeling concept differed from the other models. The SCG model focused on the acceleration by the fluid drag force, and the CG particles’ acceleration coincided with that of the original particles. Consequently, the model imposed only the following simple rule: the product of particle density and squared particle diameter is constant. Thus, the model had features that can be easily implemented in the DEM simulation to comprehend the modeled physical phenomenon. The model was validated by comparing the behaviors of the CG particles with the original particles in the uniform and the vortex flow fields. Moreover, the usability of the SCG model on simulating real dilute systems was confirmed by representing the particle behavior in a classifier. Therefore, the particle behavior in dilute particle-concentration systems would be analyzed more simply with the SCG model.
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27
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A Eulerian Multi-Fluid Model for High-Speed Evaporating Sprays. Processes (Basel) 2021. [DOI: 10.3390/pr9060941] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Advancements in internal combustion technology, such as efficiency improvements and the usage of new complex fuels, are often coupled with developments of suitable numerical tools for predicting the complex dynamic behavior of sprays. Therefore, this work presents a Eulerian multi-fluid model specialized for the dynamic behavior of dense evaporating liquid fuel sprays. The introduced model was implemented within the open-source OpenFOAM library, which is constantly gaining popularity in both industrial and academic settings. Therefore, it represents an ideal framework for such development. The presented model employs the classes method and advanced interfacial momentum transfer models. The droplet breakup is considered using the enhanced WAVE breakup model, where the mass taken from the parent droplets is distributed among child classes using a triangular distribution. Furthermore, the complex thermal behavior within the moving droplets is considered using a parabolic temperature profile and an effective thermal conductivity approach. This work includes an uncertainty estimation analysis (for both spatial and temporal resolutions) for the developed solver. Furthermore, the solver was validated against two ECN Spray A conditions (evaporating and non-evaporating). Overall, the presented results show the capability of the implemented model to successfully predict the complex dynamic behavior of dense liquid sprays for the selected operating conditions.
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28
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Recent Advances in Fluidized Bed Hydrodynamics and Transport Phenomena—Progress and Understanding. Processes (Basel) 2021. [DOI: 10.3390/pr9040639] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Fluidization technology has found widespread applications for a variety of chemical and physical transformations since its introduction in the first half of the 1900s [...]
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