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Mechanistic Scale-Up of Gas-Solid Fluidized Beds via Local Hydrodynamic Similarity
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作者 Faraj M.Zaid Thaar M.Aljuwaya Muthanna H.Al-Dahhan 《Fluid Dynamics & Materials Processing》 2025年第10期2443-2471,共29页
This study presents a detailed experimental evaluation of a newly developed mechanistic scale-up methodology for gas-solid fluidized beds.Traditional scale-up approaches typically rely on matching global dimensionless... This study presents a detailed experimental evaluation of a newly developed mechanistic scale-up methodology for gas-solid fluidized beds.Traditional scale-up approaches typically rely on matching global dimensionless groups,which often fail to ensure local hydrodynamic similarity.In contrast,the new mechanistic method aims to achieve scale-up by matching the radial profiles of gas holdup between geometrically similar beds at corresponding dimensionless axial positions(z/Dc).This approach is based on the premise that when gas holdup profiles align,other key hydrodynamic parameters—such as solids holdup and particle velocity—also become similar.To validate this methodology,experiments were conducted in two fluidized beds with inner diameters of 14 cm and 44 cm.Optical probes and gamma ray densitometry(GRD)were used to measure local gas holdup,solids holdup,and particle velocity at multiple axial and radial positions.The results show that matched gas holdup profiles led to mean absolute deviations(MAD)below 3%in solids holdup and particle velocity,confirming hydrodynamic similarity.In contrast,unmatched profiles resulted in significant deviations across all parameters. 展开更多
关键词 gas-solid fluidized bed scale-up hydrodynamics similarity optical probe gamma ray densitometry(GRD)
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Modularized dry coal beneficiation technique based on gas-solid fluidized bed 被引量:7
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作者 赵跃民 李功民 +4 位作者 骆振福 梁春成 唐利刚 陈增强 邢洪波 《Journal of Central South University》 SCIE EI CAS 2011年第2期374-380,共7页
A 40-60 t/h modularized dry coal beneficiation process with a novel method to control the bed was designed around a gas-solid fluidized bed separator. Furthermore, the hydrodynamics of medium-solids consisting of wide... A 40-60 t/h modularized dry coal beneficiation process with a novel method to control the bed was designed around a gas-solid fluidized bed separator. Furthermore, the hydrodynamics of medium-solids consisting of wide-size-range magnetite powder (0.3-0.06 ram) and 〈1 mm fine coal were numerically studied. The simulation results show that the fluidization performance of the wide-size-range medium-solid bed is good. The separation performance of the modularized system was then investigated in detail using a mixture of 〈0.3 mm magnetite powder (mass fraction of 0.3-0.06 mm particles is 91.38 %) and 〈1 mm fine coal as solid media. The experimental results show that at separation densities of 1.33 g/cm^3 or 1.61 g/cm^3, 50-6 mm coal can be separated effectively with probable error, E, values of 0.05 g/cm^3 and 0.06 g/cm^3, respectively. This technique is beneficial for saving water resources and for the clean utilization of coal. 展开更多
关键词 dry coal beneficiation MODULARIZATION gas-solid fluidized bed wide-size-range medium-solids
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CFD simulation of pressure fluctuation characteristics in the gas-solid fluidized bed:Comparisons with experiments 被引量:3
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作者 Wang Qingcheng Zhang Kai Gu Hongyan 《Petroleum Science》 SCIE CAS CSCD 2011年第2期211-218,共8页
A simple hydrodynamic model based on two-fluid theory, taking into account the effect of discrete particles on both the gas- and solid-phase momentum equations, was used to numerically investigate the pressure fluctua... A simple hydrodynamic model based on two-fluid theory, taking into account the effect of discrete particles on both the gas- and solid-phase momentum equations, was used to numerically investigate the pressure fluctuation characteristics in a gas-solid fluidized bed with the aid of CFX 4.4, a commercial CFD software package, by adding user-defined Fortran subroutines. Numerical simulations together with typical experimental measurements show that pressure fluctuations originate above the distributor when a gas pulse is injected into the fluidized bed. The pressure above the bubble gradually increases due to the presence of a rising bubble. When the bubble passes through the bed surface, the pressure near the bed surface gradually decreases to a lower value. Moreover, the pressure signals in the bubbling fluidized beds show obviously periodic characteristics. The major frequency of pressure fluctuations at the same vertical position is affected slightly by the operating gas velocity, and the amplitude of pressure fluctuations is related to both the operating gas velocity and the vertical height. In this study, the influence of the operating gas velocity on the pressure wave propagation velocity can be ignored, and only two peak frequencies in the power spectrum of the pressure fluctuations are observed which are associated with the bubble formation above the distributor and its eruption at the bed surface. 展开更多
关键词 gas-solid fluidized bed CFD simulation experimental measurements propagation ofpressure fluctuations pressure wave velocity pressure fluctuation frequency
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Multi-scale Analysis of Chaotic Characteristics in a Gas-Solid Fluidized Bed 被引量:1
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作者 甄玲 王晓萍 +2 位作者 陈伯川 黄海 黄春艳 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2002年第3期358-362,共5页
Deterministic chaos theory offers useful quantitative tools tocharacterize the non-linear dynamic be- havior of a fluidized bed andthe developed complexity theory presents a new approach to evaluatefinite sequences. I... Deterministic chaos theory offers useful quantitative tools tocharacterize the non-linear dynamic be- havior of a fluidized bed andthe developed complexity theory presents a new approach to evaluatefinite sequences. In this paper, the non-linear, hydrodynamicbehavior of the pressure fluctuation signals in a reactor wasdiscussed By chaos parameters and complexity measures. Coherentresults were achieved by our multi-scale analysis, which Furtherexposed the behavior in a gas-solid two-phase system. 展开更多
关键词 gas-solid fluidized bed pressure fluctuation chaotic theory complexitytheory
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Simulation of gas-solid fluidized bed reactor for F-T synthesis 被引量:1
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作者 CAI Jin LI Tao +2 位作者 SUN Qi-wen YING Wei-yong FANG Ding-ye 《Journal of Coal Science & Engineering(China)》 2009年第4期420-425,共6页
Using the lumping method, CH_4, C_3H_8, C_10H_22, and C_22H_44 were chosen as themodel products, and CO as the key component. The mathematical model of a gas-solidfluidized bed reactor was established based on some hy... Using the lumping method, CH_4, C_3H_8, C_10H_22, and C_22H_44 were chosen as themodel products, and CO as the key component. The mathematical model of a gas-solidfluidized bed reactor was established based on some hypotheses. The consumption kinetic model of CO was investigated, and the parameters were estimated by UniversalGlobal Optimization with the Marquardt method. Residual error distribution and a statisticaltest show that the intrinsic kinetic models are reliable and acceptable. A model of carbonchain growth probability was established in terms of experiments. Coupled with the Ander-son- Schulz-Flory (ASF) distribution, the amount of specific product could be obtained.Large- scale cold model experiments were conducted to investigate the distribution of thegas (solid) phase and determine the function of the voidage with the location of the catalytic bed. The change tendencies of the components in the catalytic bed at different temperatures were computed and figured out. The calculated value computed by the modelestablished for the Fe-based F-T synthesis catalyst fit the experimental value very wellunder the same operating conditions, and all the absolute values of the relative deviationsare less than 5%. 展开更多
关键词 gas-solid fluidized bed F-T synthesis REACTOR LUMPING
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Wavelet Characterization of the Flow Regime in a Gas-Solid Fluidized Bed
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作者 Maria Luiza Sperb Indrusiak Yesid Javier Rueda-Ordonez Arai Augusta Bernardez Pecora 《Journal of Energy and Power Engineering》 2013年第6期1023-1031,共9页
Processes like combustion, pyrolysis or gasification of coal and biomass are typical applications of gas-solid fluidized beds. These reactors normally use silica sand as the inert material inside the bed and the sand ... Processes like combustion, pyrolysis or gasification of coal and biomass are typical applications of gas-solid fluidized beds. These reactors normally use silica sand as the inert material inside the bed and the sand particles represent around 95% of the total bed weight. Pressure measurements have been used to characterize the dynamic behavior of fluidized beds since early researches in the area. Pressure fluctuations are generally due to bubbles flow which characterizes the fluidization regime. The present work aims to perform a time-frequency analysis of the pressure signal acquired in an experimental apparatus on different gas-solid flow regimes. Continuous and discrete wavelet transforms were applied and the results were compared with image records acquired simultaneously with the pressure signal. The main frequencies observed are in accordance with the ones obtained through Fourier spectra. The time-frequency distribution of the signal agrees with the phenomena observed in the image record, remarkably for the slugging flow. Some additional research is still necessary to completely characterize the flow regimes using the wavelet scalograms but the present results show that the task is a very promising one. 展开更多
关键词 gas-solid fluidized bed WAVELET pressure fluctuations.
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CFD simulation of bubbling and collapsing characteristics in a gas-solid fluidized bed 被引量:8
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作者 Pei Pei Zhang Kai +1 位作者 Lu Erwei Wen Dongsheng 《Petroleum Science》 SCIE CAS CSCD 2009年第1期69-75,共7页
Computational Fluid Dynamics (CFD) has become an alternative method to experiments for understanding the fluid dynamics of multiphase flow. A two-fluid model, which contains additional terms in both the gas- and sol... Computational Fluid Dynamics (CFD) has become an alternative method to experiments for understanding the fluid dynamics of multiphase flow. A two-fluid model, which contains additional terms in both the gas- and solid-phase momentum equations, is used to investigate the fluidization quality in a fluidized bed. A case study for quartz sand with a density of 2,660 kg/m^3 and a diameter of 500 μm, whose physical property is similar to a new kind of catalyst for producing clean fuels through the residue fluid catalytic cracking process, is simulated in a two-dimensional fluidized bed with 0.57 m width and 1.00 m height. Transient bubbling and collapsing characteristics are numerically investigated in the platform of CFX 4.4 by integrating user-defined Fortran subroutines. The results show that the fluidization and collapse process is in fair agreement with the classical theory of Geldart B classification, but the collapse time is affected by bubbles at the interface between the dense phase and freeboard. 展开更多
关键词 fluidized bed CFD simulation bubbling and collapsing behaviors
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Determination of particle size distribution by multi-scale analysis of acoustic emission signals in gas-solid fluidized bed 被引量:3
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作者 Cong-jing REN Jing-dai WANG Di SONG Bin-bo JIANG Zu-wei LIAO Yong-rong YANG 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2011年第4期260-267,共8页
Particle size distribution(PSD) is an important parameter in the process of fluidization,and it always plays a crucial role in a gas-solid fluidized system.A PSD model for on-line PSD determination based on acoustic e... Particle size distribution(PSD) is an important parameter in the process of fluidization,and it always plays a crucial role in a gas-solid fluidized system.A PSD model for on-line PSD determination based on acoustic emission(AE) measurement was developed according to the mechanism of particle collision with the inner wall of the cylinder and multi-scale wavelet decomposition analysis.This PSD model illuminates the quantitative relationship between the energy percentage of AE signals for different scales and the PSD,which indicates the feasibility of the application of the PSD model.Experiments were undertaken both in lab and plant gas-solid fluidized setup with polyethylene particles,and the parameters of the PSD model were calibrated and revised.The experimental conditions and results proved that the PSD model was suitable for on-line measurement and was sufficiently sensible and accurate.Concerning agglomeration,the PSD model also showed exact serviceability on detecting the onset of agglomeration by abnormal PSD,and the result agreed with that from the radiation method.Ultimately,AE measurement was found to be a reliable and credible means for understanding the PSD information that affects the behavior of a system,which can provide valuable guidance for practical applications. 展开更多
关键词 Particle size distribution(PSD) Acoustic emission(AE) fluidized bed MULTI-SCALE AGGLOMERATION
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Wavelet analysis of pressure fluctuation signals in a gas-solid fluidized bed 被引量:8
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作者 甄玲 王晓萍 +2 位作者 黄海 陈伯川 黄春燕 《Journal of Zhejiang University Science》 CSCD 2002年第1期52-56,共5页
It has been shown that much dynamic information is hidden in the pressure fluctuation signals of a gas-solid fluidized bed. Unfortunately, due to the random and capricious nature of this signal, it is hard to realize ... It has been shown that much dynamic information is hidden in the pressure fluctuation signals of a gas-solid fluidized bed. Unfortunately, due to the random and capricious nature of this signal, it is hard to realize reliable analysis using traditional signal processing methods such as statistical analysis or spectral analysis, which is done in Fourier domain. Information in different frequency band can be extracted by using wavelet analysis. On the evidence of the composition of the pressure fluctuation signals, energy of low frequency (ELF) is proposed to show the transition of fluidized regimes from bubbling fluidization to turbulent fluidization. Plots are presented to describe the fluidized bed's evolution to help identify the state of different flow regimes and provide a characteristic curve to identify the fluidized status effectively and reliably. 展开更多
关键词 wavelet analysis pressure fluctuation multi\|resolution analysis fluidized bed ELF
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Experiment and simulation on the pyrite removal from the recirculating load of pulverizer with a dilute phase gas-solid fluidized bed 被引量:6
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作者 Wang Shuai He Yaqun +2 位作者 He Jingfeng Ge Linhan Liu Qing 《International Journal of Mining Science and Technology》 SCIE EI 2013年第2期302-306,共5页
In order to reduce the energy consumption and subsequent air pollution of coal-fired power station, based on the analysis to size and density distribution of particles from the recirculating load of the classifier of ... In order to reduce the energy consumption and subsequent air pollution of coal-fired power station, based on the analysis to size and density distribution of particles from the recirculating load of the classifier of pulverizer, the separation experiment on sampling material from power plant with a dilute phase fluidized bed to remove pyrite and other minerals and numerical simulation on the separation process were done. The results show that the minimum fluidization velocity is 1.62 cm/s. Pyrite and other minerals in the material are separated. Ash of the upper and bottom layer material account for 33.34% and 73.42% respectively and sulfur content occupy 1.12% and 8.96% respectively. Scanning electron microscopy and spectroscopy tests show that sulfur in the bottom material exist in the form of pyrite. Numerical simulation on the flow field form of the dilute phase separation bed with gas-solid two phase and particle motion verifies the experimental results. 展开更多
关键词 Pulverizer Recirculating load of classifier Dilute phase fluidized bed Pyrite Numerical simulation
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Moving Behavior of an Object in Gas-Solid Fluidized Beds 被引量:4
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作者 WEILu-bin WANGGeng-yu HAOLiang ZHAOYue-min 《Journal of China University of Mining and Technology》 EI 2005年第1期7-11,共5页
The settling behavior of coarse particles in a gas-solid fluidized bed was experimentally studied by using magnetic tracer. It is well known that the calculation of terminal velocity is of interest in dense medium sep... The settling behavior of coarse particles in a gas-solid fluidized bed was experimentally studied by using magnetic tracer. It is well known that the calculation of terminal velocity is of interest in dense medium separation. However, this problem has not been completely solved up to now. In this work, the terminal velocity of an object mov-ing in a gas-solid fluidized bed was experimentally measured and theoretically calculated. The experimental results in-dicated that the plastic viscosity and yield stress of the bed increase as the size of fluidized particles increases, but it varies little when some coarser particles are mixed with the fluidized particles. The resistance to a rising object was an order magnitude greater than that to a settling object. The efficient buoyancy on a flaky object, which lies flatly on the gas distributor, was much less than that calculated by the Archimedes principle. The object does not always rise or set-tle with minimal projective area owing to radial motion of the fluidized particles. But in the lower part of the bed, the bar-shaped objects were likely with minimal projective area rising or settling. 展开更多
关键词 object motion fluidized bed settling velocity coal dry beneficiation
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Effect of Gas Distributor Structure on Fluidization Characteristics in a Gas-Solid Fluidized Bed 被引量:2
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作者 Jang Kwangbyol Feng Yali Li Haoran 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS 2020年第2期102-110,共9页
In the present paper,the experimental method and computational fluid dynamics(CFD)method were used to investigate the effect of gas distributors with different orifice sizes and orifice pitches on fluidization charact... In the present paper,the experimental method and computational fluid dynamics(CFD)method were used to investigate the effect of gas distributors with different orifice sizes and orifice pitches on fluidization characteristics in a gas-solid fluidized bed.The Euler-Euler two fluid model(TFM)approach based on the kinetic theory of granular flow(KTGF)and the standard k-epsilon turbulence model was employed in the numerical simulation by using ANSYS Fluent 15.0.The results showed that the orifice size and the orifice pitch of gas distributor had a significant influence on the flow characteristics in the gas-solid fluidized bed.With a decreasing orifice size and orifice pitch of gas distributor having the same opening area,the distributor pressure drop,the initial bubble size,and the height of dead zone just above the distributor were decreased,and the bed pressure drop was increased more than that of the larger orifice size and orifice pitch of distributors,the distribution of solid volume fraction was also more homogeneous for the smaller orifice size. 展开更多
关键词 fluidized bed gas distributor orifice size BUBBLE numerical simulation
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Comparison between the new mechanistic and the chaos scale-up methods for gas-solid fluidized beds 被引量:2
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作者 Haidar Taofeeq Muthanna AI-Dahhan 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2018年第6期1401-1411,共11页
The chaotic scale-up approach by matching the Kolmogorov entropy(E_K) proposed by Schouten et al.(1996) was assessed in two geometrically similar gas–solid fluidized bed columns of 0.14 and 0.44 m diameter.We used fo... The chaotic scale-up approach by matching the Kolmogorov entropy(E_K) proposed by Schouten et al.(1996) was assessed in two geometrically similar gas–solid fluidized bed columns of 0.14 and 0.44 m diameter.We used four conditions of our validated new mechanistic scale-up method based on matching the radial profiles of gas holdup where the local dimensionless hydrodynamic parameters were similar as measured by advanced measurement techniques.These experimental conditions were used to evaluate the validity of the chaotic scale-up method,which were selected based on our new mechanistic scale-up methodology.Pressure gauge transducer measurements at the wall and inside the bed at various local radial locations and at three axial heights were used to estimate KE.It was found that the experimental conditions with similar or close radial profiles of the Kolmogorov entropy and with similar or close radial profiles of the gas holdup achieve the similarity in local dimensionless hydrodynamic parameters,and vice versa. 展开更多
关键词 Scale-up Chaotic analysis approach New scale-up methodology Kolmogorov entropy Gas–solid fluidized bed
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Computational study of bubble coalescence/break-up behaviors and bubble size distribution in a 3-D pressurized bubbling gas-solid fluidized bed of Geldart A particles
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作者 Teng Wang Zihong Xia Caixia Chen 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2022年第4期485-496,共12页
A computational study was carried out on bubble dynamic behaviors and bubble size distributions in a pressurized lab-scale gas-solid fluidized bed of Geldart A particles.High-resolution 3-D numerical simulations were ... A computational study was carried out on bubble dynamic behaviors and bubble size distributions in a pressurized lab-scale gas-solid fluidized bed of Geldart A particles.High-resolution 3-D numerical simulations were performed using the two-fluid model based on the kinetic theory of granular flow.A finegrid,which is in the range of 3–4 particle diameters,was utilized in order to capture bubble structures explicitly without breaking down the continuum assumption for the solid phase.A novel bubble tracking scheme was developed in combination with a 3-D detection and tracking algorithm(MS3 DATA)and applied to detect the bubble statistics,such as bubble size,location in each time frame and relative position between two adjacent time frames,from numerical simulations.The spatial coordinates and corresponding void fraction data were sampled at 100 Hz for data analyzing.The bubble coalescence/break-up frequencies and the daughter bubble size distribution were evaluated by using the new bubble tracking algorithm.The results showed that the bubble size distributed non-uniformly over cross-sections in the bed.The equilibrium bubble diameter due to bubble break-up and coalescence dynamics can be obtained,and the bubble rise velocity follows Davidson’s correlation closely.Good agreements were obtained between the computed results and that predicted by using the bubble break-up model proposed in our previous work.The computational bubble tracking method showed the potential of analyzing bubble motions and the coalescence and break-up characteristics based on time series data sets of void fraction maps obtained numerically and experimentally. 展开更多
关键词 Pressurized gas-solid bubbling fluidized bed Geldart A particles Bubble size distribution COALESCENCE BREAK-UP Bubble tracking algorithm
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Prediction of Core-Annulus Solids Mass Transfer Coefficient in Gas-Solid Fluidized Bed Risers
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作者 刘新华 高士秋 宋文立 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2005年第5期577-582,共6页
Based on analysis of energy dissipation in the core region of gas-solid fluidized bed risers, a simplified model for determination of core-annulus solids mass transfer coefficient was developed according to turbulent ... Based on analysis of energy dissipation in the core region of gas-solid fluidized bed risers, a simplified model for determination of core-annulus solids mass transfer coefficient was developed according to turbulent diffusion mechanism of particles. The simulation results are consistent with published experimental data. Core-annulus solids mass transfer coefficient decreases with increasing particle size, particle density and solids circulation rate,but generally increases with increasing superficial gas velocity and riser diameter. In the upper dilute region of gas-solid fluidized bed risers, core-annulus solids mass transfer coefficient was found to change little with the axial coordinate in the bed. 展开更多
关键词 solids mass transfer coefficient core-annulus structure turbulent diffusion gas-solid fluidization
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Oil shale separation performance and apparent viscosity characteristics in a ternary dense medium high-density gas-solid fluidized bed
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作者 Pengfei Zhao Guangjian Ren +5 位作者 Chuanxin Fang Zongsheng Sun Fan Yang Guangqing Zhu Chenyang Zhou Bo Zhang 《Particuology》 2025年第11期70-80,共11页
Efficient dry separation is essential for utilizing low-grade oil shale.This study developed a ternary high-density gas–solid fluidized bed system using ferrosilicon powder,magnetite powder,and D-class oil shale part... Efficient dry separation is essential for utilizing low-grade oil shale.This study developed a ternary high-density gas–solid fluidized bed system using ferrosilicon powder,magnetite powder,and D-class oil shale particles,focusing on the impact of apparent viscosity on particle settling.Results showed that viscosity was influenced by medium composition,particle size,and flow structure.In the binary system of B−silicon and B+magnetite,minimum viscosity(0.782 Pa s)was reached at a 40%ferrosilicon ratio.In the ternary system,viscosity increased nonlinearly with oil shale content,with 8%being the critical threshold where fluidization stability declined.Gas velocity significantly affected viscosity distribution,with moderate increases improving flow uniformity and reducing viscosity by 32%–40%.However,excessive velocity caused bubble coalescence and increased viscosity fluctuations,with standard deviation rising from 0.0065 to 0.0191 Pa s.Sedimentation tests showed that the middle bed region provided optimal separation at low gas velocity,while higher velocities shifted separation to the upper region.When gas velocity exceeds 0.45 m/s,the best separation efficiency is achieved.This study clarifies the relationship between viscosity and separation performance,providing guidance for optimizing dry oil shale separation. 展开更多
关键词 gas-solid fluidized bed Ternary dense medium Apparent viscosity Oil shale separation Particle settling dynamics
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Acoustic emission and machine learning algorithms for particle size analysis in gas-solid fluidized bed reactors
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作者 Fria Hossein Matteo Errigo +4 位作者 Sibo Cheng Massimiliano Materazzi Paola Lettieri Rossella Arcucci Panagiota Angeli 《Particuology》 2025年第6期155-165,共11页
In this work,a combination of an acoustic emission (AE) technique and a machine learning (ML) algorithm (Random Forest (RF) and Gradient Boosting Regressor (GBR)) is developed to characterize the particle size distrib... In this work,a combination of an acoustic emission (AE) technique and a machine learning (ML) algorithm (Random Forest (RF) and Gradient Boosting Regressor (GBR)) is developed to characterize the particle size distribution in gas-solid fluidized bed reactors.A theoretical approach to explain the generation of acoustic emission signal in gas-solid flows is presented.An AE signal is generated in gas-solid fluidized beds due to the collision and friction between fluidized particles as well as between particles and the bed inner wall.The generated AE signal is in the form of an elastic wave with frequencies >100 KHz and it propagates through the gas-solid mixture.An inversion algorithm is used to extract the information about the particle size starting from the energy of the AE signal.The advantages of this AE technique are that it is a cheap,sensitive,non-intrusive,radiation-free,suitable for on-line measurements.Combining this AE technique with ML algorithms is beneficial for applications to industrial settings,reducing the cost of signal post-processing.Experiments were conducted in a pseudo-2D flat fluidized bed with four glass bead samples,with sizes ranging from 100 μm to 710 μm.AE signals were recorded with a sampling frequency of 5 MHz.The AE signal post-processing and data preparation for the ML process are explained.For the ML process,the AE frequency,AE energy and particle collision velocity data sets were divided into training (60%),cross-validation (20%) and test sets (20%).Two ensemble ML approaches,namely Random Forest and Gradient Boosting Regressor,are applied to predict particle sizes based on the AE signal features.The combination of these two models results in a coefficient of determination (R2) value greater than 0.9504. 展开更多
关键词 ACOUSTICS Particle size distribution fluidized bed INVERSION ML Elastic wave
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EMMS drag model for simulating a gas-solid fluidized bed of geldart B particles: Effect of bed model parameters and polydisperity 被引量:5
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作者 Krishnadash SKshetrimayum Seongho Park +1 位作者 Chonghun Han Chul-Jin Lee 《Particuology》 SCIE EI CAS CSCD 2020年第4期142-154,共13页
The energy minimization multi-scale(EMMS)is a heterogeneous drag model widely used to simulate gas-solid fluidized beds.In this work,we conducted computational fluid dynamics simulations of a gas-solid fluidized bed f... The energy minimization multi-scale(EMMS)is a heterogeneous drag model widely used to simulate gas-solid fluidized beds.In this work,we conducted computational fluid dynamics simulations of a gas-solid fluidized bed for Geldart B particles to compare the EMMS with the homogeneous Gidaspow drag model.The results from both the homogeneous and heterogeneous drag models were compared with literature experimental data on pressure drop and bed expansion.There was no noticeable difference in predicted bed characteristics in the slugging regime.However,in the turbulent regime,the EMMS model predicted slightly lower bed expansion than did the Gidaspow model.We evaluated the effects of solid-solid and solid-wall interaction parameters by varying the restitution and specularity coefficients.Bed expansion increases by a factor of 1.05-1.08 when the restitution coefficient increases from 0.9 to 0.99.The models predict a higher solid volume fraction and higher solid downflow velocity near the wall for a low specularity coefficient of 0.01 or 0.When we considered solid phases of different sizes to model polydisperity,the simulation predicted vertical segregation of 300,350,and 400μm in the fluidized region due to gravity.Furthermore,the drag models made similar predictions in bad characteristics from cold model simulation ofa polysilicon fluidized-bed reactor,although there was very little vertical segregation of solid particles for this case. 展开更多
关键词 CFD simulation Energy minimization multi-scale drag gas-solid fluidized bed Polydisperity fluidized-bed reactor
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Validation of an improved two-fluid model with particle rotation for gas-solid fluidized bed 被引量:2
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作者 Lian Wang Xihua Chu 《Particuology》 SCIE EI CAS CSCD 2023年第10期149-161,共13页
Gas-solid fluidized beds are widely applied in chemical and process engineering.It is of significance to establish a reasonable and effective mathematical model to explore the hydrodynamics of gas-particle system for ... Gas-solid fluidized beds are widely applied in chemical and process engineering.It is of significance to establish a reasonable and effective mathematical model to explore the hydrodynamics of gas-particle system for industrial applications.As a less computationally demanding alternative to the discrete descriptions,two-fluid model considering kinetic theory of granular flow is often adopted to describe the fluidized behaviors of particles,but it cannot characterize the rotation of particles and its influence on the fluidized behaviors.In this study,to address the rotation effect of the fluidized particles,a two-fluid model combining the classical fluid and micropolar fluid is established,namely CMTFM.In the CMTFM,classical fluid is used to describe the motion of gas phase,while micropolar fluid is adopted to describe the motion of particle phase,and the rotation of particles and its influence on the hydrodynamics of the gas-particle system are characterized by the degree of freedom of microrotation and the improved drag force based on micropolar viscosities.In the calculation of the gas-solid bubbling fluidized bed,we investigated the influence of the microstructure parameters,particle-particle collision restitution coefficient and inlet velocity,and the results are compared to those from TFM model and experiments.Through the analysis,it manifests that pressure drop and expansion height of the fluidized bed under the consideration of the microrotation effect are closer to the experiments,which demonstrates the feasibility and advantage of the classical-micropolar two-fluid model. 展开更多
关键词 gas-solid fluidized bed Two-fluid model Micropolar fluid Microstructure parameter fluidized behaviors
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Injection of gas-liquid jets into gas-solid fluidized beds:A review 被引量:2
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作者 Frederik Zafiryadis Anker Degn Jensen +3 位作者 Weigang Lin Elisabeth Akoh Hove Morten Boberg Larsen Hao Wu 《Particuology》 SCIE EI CAS CSCD 2023年第5期63-85,共23页
Injection of gas-liquid sprays into gas-solid fluidized beds finds application in many industries.Effective mixing and distribution of liquid feed and solid bed material is paramount to ensure an efficient and profita... Injection of gas-liquid sprays into gas-solid fluidized beds finds application in many industries.Effective mixing and distribution of liquid feed and solid bed material is paramount to ensure an efficient and profitable process.Despite its long-term use,the mechanism of liquid injection into gas-solid fluidized beds continues to raise questions and is only partially understood.This paper provides a thorough and up-to-date review of experimental and numerical investigations of gas-liquid sprays into gas-solid fluidized beds conducted over the past decades.Based on the surveyed literature,a phenomenological description of the prevalent mechanisms of gas-liquid injection under different operating conditions is presented.This review identifies suitable computational fluid dynamic models for simulating the mechanisms involved in gas-liquid-solid interactions along with recommendations for future numer-ical and experimental work. 展开更多
关键词 Gas-liquid jet gas-solid fluidized bed ATOMIZATION Fluid catalytic cracking Fluid coking
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