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Numerical Investigation of the Influence of a Magnetic Field on the Laminar Flow of a Yield-Stress Nanofluid over a Backward Facing Step 被引量:1
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作者 Karim Amrani Eugenia Rossi di Schio +4 位作者 Mohamed Bouzit Abderrahim Mokhefi Abdelkader Aris Cherif Belhout Paolo Valdiserri 《Frontiers in Heat and Mass Transfer》 2025年第1期185-206,共22页
The present study focuses on the flow of a yield-stress(Bingham)nanofluid,consisting of suspended Fe3O4 nanoparticles,subjected to a magnetic field in a backward-facing step duct(BFS)configuration.The duct is equipped... The present study focuses on the flow of a yield-stress(Bingham)nanofluid,consisting of suspended Fe3O4 nanoparticles,subjected to a magnetic field in a backward-facing step duct(BFS)configuration.The duct is equipped with a cylindrical obstacle,where the lower wall is kept at a constant temperature.The yield-stress nanofluid enters this duct at a cold temperature with fully developed velocity.The aim of the present investigation is to explore the influence of flow velocity(Re=10 to 200),nanoparticle concentration(ϕ=0 to 0.1),magnetic field intensity(Ha=0 to 100),and its inclination angle(γ=0 to 90)and nanofluid yield stress(Bn=0 to 20)on the thermal and hydrodynamic efficiency inside the backward-facing step.The numerical results have been obtained by resolving the momentum and energy balance equations using the Galerkin finite element method.The obtained results have indicated that an increase in Reynolds number and nanoparticle volume fraction enhances heat transfer.In contrast,a significant reduction is observed with an increase in Hartmann and Bingham numbers,resulting in quasi-immobilization of the fluid under the magnetic influence and radical solidification of this type of fluid,accompanied by the suppression of the vortex zone downstream of the cylindrical obstacle.This study sheds light on the complexity of this magnetically influenced fluid,with potential implications in various engineering and materials science fields. 展开更多
关键词 Yield-stress nanofluid Bingham nanofluid backward-facing step bfs magnetic field heat transfer HYDRODYNAMICS
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Physical modelling and scale effects of air-water flows on stepped spillways 被引量:5
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作者 CHANSON Hubert GONZALEZ Carlos A. 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2005年第3期243-250,共8页
During the last three decades, the introduction of new construction materials (e.g. RCC (Roller Compacted Concrete), strengthened gabions) has increased the interest for stepped channels and spillways. However stepped... During the last three decades, the introduction of new construction materials (e.g. RCC (Roller Compacted Concrete), strengthened gabions) has increased the interest for stepped channels and spillways. However stepped chute hydraulics is not simple, because of different flow regimes and importantly because of very-strong interactions between entrained air and turbu- lence. In this study, new air-water flow measurements were conducted in two large-size stepped chute facilities with two step heights in each facility to study experimental distortion caused by scale effects and the soundness of result extrapolation to pro- totypes. Experimental data included distributions of air concentration, air-water flow velocity, bubble frequency, bubble chord length and air-water flow turbulence intensity. For a Froude similitude, the results implied that scale effects were observed in both facilities, although the geometric scaling ratio was only Lr=2 in each case. The selection of the criterion for scale effects is a critical issue. For example, major differences (i.e. scale effects) were observed in terms of bubble chord sizes and turbulence levels al- though little scale effects were seen in terms of void fraction and velocity distributions. Overall the findings emphasize that physical modelling of stepped chutes based upon a Froude similitude is more sensitive to scale effects than classical smooth-invert chute studies, and this is consistent with basic dimensional analysis developed herein. 展开更多
关键词 Physical modelling Scale effects stepped spillways Air entrainment Air-water flow measurements
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Electrical conductivity effect on MHD mixed convection of nanofluid flow over a backward-facing step 被引量:4
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作者 SELIMEFENDIGIL Fatih OCAN CBAN Seda OTOP Hakan F. 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第5期1133-1145,共13页
In this study,magneto-hydrodynamics (MHD) mixed convection effects of Al2O3-water nanofluid flow over a backward-facing step were investigated numerically for various electrical conductivity models of nanofluids.A uni... In this study,magneto-hydrodynamics (MHD) mixed convection effects of Al2O3-water nanofluid flow over a backward-facing step were investigated numerically for various electrical conductivity models of nanofluids.A uniform external magnetic field was applied to the flow and strength of magnetic field was varied with different values of dimensionless parameter Hartmann number (Ha=0,10,20,30,40).Three different electrical conductivity models were used to see the effects of MHD nanofluid flow.Besides,five different inclination angles between 0°-90° is used for the external magnetic field.The problem geometry is a backward-facing step which is used in many engineering applications where flow separation and reattachment phenomenon occurs.Mixed type convective heat transfer of backward-facing step was examined with various values of Richardson number (Ri=0.01,0.1,1,10) and four different nanoparticle volume fractions (Ф=0.01,0.015,0.020,0.025) considering different electrical conductivity models.Finite element method via commercial code COMSOL was used for computations.Results indicate that the addition of nanoparticles enhanced heat transfer significantly.Also increasing magnetic field strength and inclination angle increased heat transfer rate.Effects of different electrical conductivity models were also investigated and it was observed that they have significant effects on the fluid flow and heat transfer characteristics in the presence of magnetic field. 展开更多
关键词 electrical conductivity nanofluids backward-facing step MHD flow mixed convection
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Response of turbulent fluctuations to the periodic perturbations in a flow over a backward facing step 被引量:3
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作者 Zhuoyue Li Honglei Bai Nan Gao 《Theoretical & Applied Mechanics Letters》 CAS CSCD 2015年第5期191-195,共5页
The flow structures in a separated shear layer actuated by a synthetic jet actuator were studied using experimental methods. When forced at a frequency much lower than the natural shedding frequency (fH/U = 0.042 orf... The flow structures in a separated shear layer actuated by a synthetic jet actuator were studied using experimental methods. When forced at a frequency much lower than the natural shedding frequency (fH/U = 0.042 orfXr/U = 0.24), the vertical flapping motion of the shear layer downstream of the separation point became prominent. The size of the peak in the pressure spectra at the forcing frequency (Sta = fAH//U) measured near the separation point (x/H = 1) increased linearly with the forcing ampli- tude (u'/U) suggesting a linear response of the pressure fluctuations to the forcing by the synthetic jet. The linear response did not hold for the pressure fluctuations away from the jet exit as the magnitude of the peak for StA measured at x/H = 3 soon saturated when the forcing amplitude became larger than 0.3. 展开更多
关键词 Active flow controlSynthetic jetBackward facing step
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Air Entrainment and Pressure Fields over Stepped Spillway in Skimming Flow Regime 被引量:1
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作者 Anant I. Dhatrak Sandip P. Tatewar 《Journal of Power and Energy Engineering》 2014年第4期53-57,共5页
This paper deals with some aspects of the air entrainment process along the chute of spillway and study of pressure fluctuations. The experimental study has been carried out using stepped spillway model located in the... This paper deals with some aspects of the air entrainment process along the chute of spillway and study of pressure fluctuations. The experimental study has been carried out using stepped spillway model located in the campus of Government College of Engineering, Amravati (India). It is observed that air concentration is increasing with discharge as well as with number of step. Air concentration is increasing along the length of spillway. It is also observed that the bottom mean air concentration increases with step height in the upstream reach of stepped spillway, which is prone to cavitation. The pressure profiles exhibit a wavy pattern down the stepped chute and pressure on each step increases with ratio of critical depth to step height (yc/h). 展开更多
关键词 stepped SPILLWAY Air ENTRAINMENT SKIMMING flow REGIME PRESSURE FLUCTUATIONS
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Drag increment induced by a small-scale forward-facing step in Mach number5 turbulent boundary layer flows 被引量:1
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作者 Yifei XUE Jie REN +1 位作者 Jinling LUO Song FU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第10期2491-2498,共8页
Small-scale roughness elements or imperfections are inevitable over the surface of a flight vehicle.The aerodynamics of these small-scale structures is difficult to predict but may play an important role in the design... Small-scale roughness elements or imperfections are inevitable over the surface of a flight vehicle.The aerodynamics of these small-scale structures is difficult to predict but may play an important role in the design of a flight vehicle at high speed.The forward-facing step is a typical type of roughness element.Many experiments have been conducted to study the aerodynamics of supersonic forward-facing step,especially with a step height larger than boundary layer thickness.However,few studies focus on small steps.To improve the understanding of small-scale forwardfacing step flow,we perform a series of simulations to analyze its aerodynamic influence on a Mach number 5 turbulent boundary layer.The general flow structures are analyzed and discussed.Several shock waves can be induced by the step even if the step height is much smaller than the boundary layer thickness.Two significant shocks are the separation shock and the reattachment shock.The influenced area by the step is limited.With the increase of the step height,the non-dimensional influence area decreases and gradually converges when the step height reaches the boundary layer thickness.There are two normalized distributions of the skin friction coefficient and pressure coefficient associated with step height.By using the normalized parameters,a power-law relationship between the step height and the drag increment coefficient is revealed and fits the simulation results well.It is further illustrated that this relationship still holds when changing the inlet angle of attack,but needs slight modification with the angle of attack. 展开更多
关键词 Aerodynamics Drag increment Forward-facing step Hypersonic flow Turbulent boundary layer
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Numerical investigation of air-entrainment in skimming flow over stepped spillways 被引量:1
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作者 Jiemin Zhan Jianbo Zhang Yejun Gong 《Theoretical & Applied Mechanics Letters》 CAS CSCD 2016年第3期139-142,共4页
As a widely used flood energy dissipator, the stepped spillway can significantly dissipate the kinetic or hydraulic energy due to the air-entrainment in skimming flow over the steps. The free-surface aeration involves... As a widely used flood energy dissipator, the stepped spillway can significantly dissipate the kinetic or hydraulic energy due to the air-entrainment in skimming flow over the steps. The free-surface aeration involves the sharp deformation of the free surface and the complex turbulent shear flows. In this study, the volume of fluid (VOF), mixture, and Eulerian methods are utilized to simulate the air-entrainment by coupling with the Reynolds-averaged Navier-Stokes/large eddy simulation (RANS/LES) turbulence models. The free surface deformation, air volume fraction, pressure, and velocity are compared for the three different numerical methods. Only the Eulerian+RANS method fails to capture the free-surface aeration. The air volume fraction predicted by the VOF+LES method best matches the experimental measurement, while the mixture+LES method predicts the inception point of the air entrainment more accurately. 展开更多
关键词 Skimming flow stepped spillways Air-entrainment Large eddy simulation
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Amplification mechanism of perturbation energy in controlled backward-facing step flow
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作者 Yadong HUANG Desheng ZHANG Fadong GU 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2021年第10期1479-1494,共16页
A body force resembling the streamwise Lorentz force which decays exponentially in the wall-normalwise direction is applied in the primary and secondary separation bubbles to modify the base flow and thereby adjust th... A body force resembling the streamwise Lorentz force which decays exponentially in the wall-normalwise direction is applied in the primary and secondary separation bubbles to modify the base flow and thereby adjust the amplification rate of the perturbation energy.The amplification mechanisms are investigated numerically via analyzing the characteristics of the terms in the Reynolds-Orr equation which describes the growth rate of the perturbation energy.The results demonstrate that the main convective term always promotes the increase in the growth rate while the viscous terms usually play the reverse role.The contours of the product of the wall-normalwise and streamwise perturbation velocities distribute on both sides of the isoline,which represents the zero wall-normalwise gradient of the streamwise velocity in the base flow,due to the Kelvin-Helmholtz(KH)instability.For the case without control,the isoline downstream the reattachment point of the primary separation bubble is closer to the lower wall,and thus the viscous term near the lower wall might suppress the amplification rate.For the case in which the body force only acts on the secondary separation bubble,the secondary separation bubble is removed,and the magnitude of the negative wall-normalwise gradient of the base flow streamwise velocity decreases along the streamwise direction,and thus the growth rate of the perturbation energy is smaller than that for the case without control.For the case where the body force acts on both the separation bubbles,the secondary separation bubble is removed,the isoline stays in the central part of the channel,and thereby the viscous term has less effects on the amplification rate of which the peak value could be the maximum one for some control number. 展开更多
关键词 backward-facing step(bfs)flow flow control amplification mechanism perturbation energy
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Direct observation of bunching of elementary steps on protein crystals under forced flow conditions
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作者 Gen Sazaki Guoliang Dai 《Theoretical & Applied Mechanics Letters》 CAS CSCD 2015年第4期173-176,共4页
Bunching of elementary steps by solution flow is still not yet clarified for protein crystals. Hence, in this study, we observed elementary steps on crystal surfaces of model protein hen egg-white lysozyme (HEWL) un... Bunching of elementary steps by solution flow is still not yet clarified for protein crystals. Hence, in this study, we observed elementary steps on crystal surfaces of model protein hen egg-white lysozyme (HEWL) under forced flow conditions, by our advanced optical microscopy. We found that in the case of a HEWL solution of 99.99% purity, forced flow changed bunched steps into elementary ones (debunching) on tetragonal HEWL crystals. In contrast, in the case of a HEWL solution of 98.5% purity, forced flow significantly induced bunching of elementary steps. These results indicate that in the case of HEWL crystals, the mass transfer of impurities is more significantly enhanced by forced solution flow than that of solute HEWL molecules. We also showed that forced flow induced the incorporation of microcrystals into a mother crystal and the subsequent formation of screw dislocations and spiral growth hillocks. 展开更多
关键词 In situ observation step bunching step debunching Elementary steps Forced flow Protein crystal
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EXPERIMENTAL INVESTIGATION ON THE TURBULENT COHERENT STRUCTURES OF LAMINAR SEPARATION FLOW OVER A BACKWARD FACING STEP
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作者 Wang Jinjun Lian Qixiang Lan Shilong(Fluid Mechanics Institute, Beijing University of Aeronautics and Astronautics, Beijing, China, 100083) 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 1996年第3期175-181,共7页
The experimental investigation is conducted with LDV and hydrogen bubble technique in water flow. The shear layer thickness. the vorticity thickness. the maximulll value of turbulence intensities. the turbulent coher... The experimental investigation is conducted with LDV and hydrogen bubble technique in water flow. The shear layer thickness. the vorticity thickness. the maximulll value of turbulence intensities. the turbulent coherent structure. the variations of wall shear stress and the boundary layer shape factor are obtained. In the redevelopment region. the detailed analysis is first made for the streak structures in the near wall region and the turbulent boundary layer is formed at (x-xr) / h = 20. 展开更多
关键词 backward facing steps laminar boundary layer separated flow turbulent boundary layer reattached flow
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Electromagnetic control of the instability in the liquid metal flow over a backward-facing step
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作者 Ya-Dong Huang Jia-Wei Fu Long-Miao Chen 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第12期306-314,共9页
The tile-type electromagnetic actuator(TEA)and stripe-type electromagnetic actuator(SEA)are applied to the active control of the perturbation energy in the liquid metal flow over a backward-facing step(BFS).Three cont... The tile-type electromagnetic actuator(TEA)and stripe-type electromagnetic actuator(SEA)are applied to the active control of the perturbation energy in the liquid metal flow over a backward-facing step(BFS).Three control strategies consisting of base flow control(BFC),linear model control(LMC)and combined model control(CMC)are considered to change the amplification rate of the perturbation energy.CMC is the combination of BFC and LMC.SEA is utilized in BFC to produce the streamwise Lorentz force thus adjusting the amplification rate via modifying the flow structures,and the magnitude of the maximum amplification rate could reach to 6 orders.TEA is used in LMC to reduce the magnitude of the amplification rate via the wall-normalwise Lorentz force,and the magnitude could be decreased by 2 orders.Both TEA and SEA are employed in CMC where the magnitude of the amplification rate could be diminished by 3 orders.In other words,the control strategy of CMC could capably alter the flow instability of the liquid metal flow. 展开更多
关键词 electromagnetic actuator backward-facing step flow flow instability flow control
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3D anatomy and flow dynamics of net-depositional cyclic steps on the world’s largest submarine fan:a joint 3D seismic and numerical approach
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作者 Da-Li Shao Guo-Zhang Fan +5 位作者 Hai-Qiang Wang Hong-Xia Ma Guo-Ping Zuo Liang-Bo Ding Zheng Cai Wei-Qiang Li 《Petroleum Science》 SCIE CAS CSCD 2021年第1期10-28,共19页
Supercritical flows are ubiquitous in natural environments;however,there is rare 3D anatomy of their deposits.This study uses high-quality 3D seismic datasets from the world’s largest submarine fan,Bengal Fan,to inte... Supercritical flows are ubiquitous in natural environments;however,there is rare 3D anatomy of their deposits.This study uses high-quality 3D seismic datasets from the world’s largest submarine fan,Bengal Fan,to interpret 3D architectures and flow processes of Pliocene undulating bedforms that were related to supercritical flows.Bengal undulating bedforms as documented in this study were developed in unconfined settings,and are seismically imaged as strike-elongated,crescentic bedforms in plan view and as rhythmically undulating,upstream migrating,erosive,discontinuous reflections in section view.Their lee sides are overall 3 to 4 times steeper(0.280 to 1.19°in slope)and 3 to 4 times shorter(117 to 419 m in length)than their stoss flanks and were ascribed to faster(high flow velocities of 2.70 to 3.98 m/s)supercritical flows(Froude numbers of 1.53 to 2.27).Their stoss sides,in contrast,are overall 3 to 4 times gentler(0.120 to 0.270 in slope)and 3 to 4 times longer(410 to 1139 m in length)than their lee flanks and were related to slower(low velocities of 2.35 to 3.05 m/s)subcritical flows(Froude numbers of 0.58 to 0.97).Bengal wave-like features were,thus,created by supercriticalto-subcritical flow transformations through internal hydraulic jumps(i.e.,cyclic steps).They have crests that are positive relative to the surrounding region of the seafloor,suggesting the predominant deposition of draping sediments associated with net-depositional cyclic steps.Turbidity currents forming Bengal wave-like features were,thus,dominated by deposition,resulting in net-depositional cyclic steps.Sandy deposits associated with Bengal net-depositional cyclic steps are imaged themselves as closely spaced,strike-elongated high RMS-attribute patches,thereby showing closely spaced,long and linear,strike-elongated distribution patterns. 展开更多
关键词 Sediment waves Net-depositional cyclic steps Supercritical flows Sandy supercritical-flow deposits Bengal Fan
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Effects of Baffle on Entropy Generation in Separated Convection Flow Adjacent to Inclined Backward-Facing Step
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作者 Asad Bahrami Seyyed Abdolreza Gandjalikhan Nassab Maliheh Hashemipour 《Journal of Electronics Cooling and Thermal Control》 2012年第4期53-61,共9页
Numerical simulations of a two-dimensional laminar forced convection flow adjacent to inclined backward-facing step in a rectangular duct are presented to examine effects of baffle on flow, heat transfer and entropy g... Numerical simulations of a two-dimensional laminar forced convection flow adjacent to inclined backward-facing step in a rectangular duct are presented to examine effects of baffle on flow, heat transfer and entropy generation distributions. The main aim of using baffles is to enhance the value of convection coefficient on the bottom wall. But the useful energy can be destroyed due to intrinsic irreversibilities in the flow by the baffle. In the present work, the amount of energy loss is estimated by the computation of entropy generation. The values of velocity and temperature which are the inputs of the entropy generation equation are obtained by the numerical solution of momentum and energy equations with blocked-off method using computational fluid dynamic technique. Discretized forms of the governing equations in the (x, y) plane are obtained by the control volume method and solved using the SIMPLE algorithm. Numerical expressions, in terms of Nusselt number, entropy generation number, Bejan number and coefficient of friction are derived in dimensionless form. Results show that although a baffle mounted onto the upper wall increases the magnitude of Nusselts number on the bottom wall, but a considerable increase in the amount of entropy generation number takes place because of this technique. For validation, the numerical results for the Nusselt number and entropy generation number are compared with theoretical findings by other investigators and reasonable agreement is found. 展开更多
关键词 ENTROPY Generation Inclined BACKWARD step BAFFLE CONVECTION flow
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THE VERIFICATION OF THE CURRENT TRANSIENT EQUATION AT TUBULAR ELECTRODES IN A FLOWING FLUID UNDER POTENTIAL STEP
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作者 Song Ying MO and Ying Sing FUNG Department of Chemistry, University of Hong Kong, Hong Kong 《Chinese Chemical Letters》 SCIE CAS CSCD 1992年第3期191-192,共2页
The equation derived for the response of the current transients in the flowing fluid is verified experimentally.
关键词 THE VERIFICATION OF THE CURRENT TRANSIENT EQUATION AT TUBULAR ELECTRODES IN A flowING FLUID UNDER POTENTIAL step AT
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Analysis of Combined Radiation and Forced Convection Heat Transfer in 3D Laminar Flow over an Inclined Forward Facing Step
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作者 A. Dehghani Rayeni S. A. Gandjalikhan Nassab 《Journal of Electronics Cooling and Thermal Control》 2016年第1期1-18,共18页
In the current study, a numerical investigation of three-dimensional combined convection-radiation heat transfer over an inclined forward facing step (FFS) in a horizontal rectangular duct is presented. The fluid is t... In the current study, a numerical investigation of three-dimensional combined convection-radiation heat transfer over an inclined forward facing step (FFS) in a horizontal rectangular duct is presented. The fluid is treated as a gray, absorbing, emitting and scattering medium. To simulate the incline surface of FFS, the blocked-off method is employed in this study. The set of governing equations for gas flow are solved numerically using the CFD technique to obtain the temperature and velocity fields. Since the gas is considered as a radiating medium, all of the convection, conduction and radiation heat transfer mechanisms are presented in the energy equation. For computation of radiative term in energy equation, the radiative transfer equation (RTE) is solved numerically by the discrete ordinates method (DOM) to find the divergence of radiative heat flux distribution inside the radiating medium. The effects of optical thickness, radiation-conduction parameter and albedo coefficient on heat transfer behavior of the system are carried out. 展开更多
关键词 3-D Laminar Convection flow Forward Facing step RADIATION DOM
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铁钢界面“一包到底”模式的系统动力学规律和调控方法 被引量:1
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作者 郑忠 杨治朋 +2 位作者 杨永杰 王永周 高小强 《钢铁》 北大核心 2025年第6期205-216,共12页
铁钢界面“一包到底”模式是长流程钢铁企业采用的一类有利于运行优化的新型界面技术,在提高铁水包周转率和降低铁水运输过程温降方面已展现出显著优势。从更好发挥该模式的技术优势,促进钢企运行管控向高效低碳转化的角度,基于冶金流... 铁钢界面“一包到底”模式是长流程钢铁企业采用的一类有利于运行优化的新型界面技术,在提高铁水包周转率和降低铁水运输过程温降方面已展现出显著优势。从更好发挥该模式的技术优势,促进钢企运行管控向高效低碳转化的角度,基于冶金流程工程学和系统动力学理论,在研究并揭示“一包到底”模式的系统动力学运行规律基础上,探讨和明确了可适时通过铁水包上线或下线调节的动态调控方法。研究工作基于冶金流程工程学对铁钢界面运行的推力与拉力分析,明确了铁素物质流的基本运行特性;运用系统动力学方法描述了铁钢界面运行过程的主要状态变量和决策变量间的因果关系,构建了铁素物质流运行的系统动力学模型,并明确了该系统的动力学水准方程以及输入与输出速率的计算公式。在“一包到底”模式下,进一步建立了铁水包周转过程模型。以具有3座大型高炉和2个炼钢厂的铁钢界面生产实绩数据为案例,进行了铁素物质流及铁水包周转运行动态特性的量化分析。结果显示,从铁素物质流输入与输出速率变化的角度,系统动力学模型能很好地描述高炉出铁与钢厂生产节奏变化对系统运行状态的影响,且铁水包的数量变化可以反映系统在实际生产过程中的运行规律。采用Ven⁃sim动力学系统仿真软件,基于生产实绩仿真提出了考虑物质流速率匹配的铁水包动态上下线策略,实现按照高炉侧输入与炼钢侧输出的速率差值进行铁水包运行数量的动态调控。研究旨在为铁钢界面的运行机制优化提供理论支撑,也为其生产运行优化提供决策指导。 展开更多
关键词 铁钢界面 “一包到底”模式 冶金流程工程学 系统动力学 运行规律 调控方法 物质流
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建成环境影响下的城市轨道交通客流多步短时预测 被引量:4
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作者 李之红 郄堃 +2 位作者 王健宇 许晗 陈金政 《交通运输系统工程与信息》 北大核心 2025年第1期160-172,共13页
为挖掘客流的复杂时空耦合关系,解析建成环境影响下的轨道交通客流出行规律,本文提出一种考虑城市建成环境的时空双层超图神经网络模型(Spatial Temporal-Double Hypergraph Neural Network,STDHGNN)。模型分为双层超图神经网络和时间... 为挖掘客流的复杂时空耦合关系,解析建成环境影响下的轨道交通客流出行规律,本文提出一种考虑城市建成环境的时空双层超图神经网络模型(Spatial Temporal-Double Hypergraph Neural Network,STDHGNN)。模型分为双层超图神经网络和时间序列模块,双层超图神经网络模块用于挖掘轨道交通线路站点间的高阶连通关系和相邻同类建成区域站点的集群关系,时间序列模块用于表征历史客流数据的时间依赖关系。同时,以建成环境和线路作为变量构造新的损失函数,旨在剖析建成环境的影响,提高模型的预测性能。最后,以武汉轨道交通数据为例开展实证研究。研究结果显示:考虑建成环境和轨道站点高阶连通关系对客流预测精度的提升效果显著,本模型均方根误差(RMSE)和平均绝对误差(MAE)值分别为52.04和29.32,比基线模型降低了22%以上,性能显著优于基线模型;通过消融实验验证了融合轨道高阶联通关系和建成环境对模型性能的贡献,其中,单步预测任务中,考虑这两种因素使模型性能分别提升了6%和9%,多步预测任务中,分别提升了4%和12%;构造的融合建成环境因素的可解释损失函数,提高了模型的预测性能,同时,使模型具备更好的科学性和可解释性。研究成果为城市轨道交通的客流管理和列车调度提供了技术支持。 展开更多
关键词 智能交通 客流多步预测 超图时空网络 城市轨道交通 建成环境影响 可解释损失函数
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管式发射燃气流动计算方法及特性研究
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作者 谢军虎 赵英豪 +2 位作者 杜文强 李浩镕 傅德彬 《兵器装备工程学报》 北大核心 2025年第7期162-167,共6页
燃气流动对火箭、导弹发射安全有着重要影响,采用有效的数值方法模拟发射时燃气流场和载荷特性具有重要价值。为探究火箭、导弹管式热发射时燃气流场特性,围绕发射过程中自由射流和发射管内受限流动状态,分别采用局部时间步长定常模型... 燃气流动对火箭、导弹发射安全有着重要影响,采用有效的数值方法模拟发射时燃气流场和载荷特性具有重要价值。为探究火箭、导弹管式热发射时燃气流场特性,围绕发射过程中自由射流和发射管内受限流动状态,分别采用局部时间步长定常模型、全局时间步长定常模型和非定常模型进行求解计算。结果表明:局部时间步长和全局时间步长能够获得相吻合的燃气自由射流结构,但不同模型获得的发射管内受限燃气流场存在显著差异;局部时间步长定常模型收敛于局部平衡状态,发射管内出现明显雍塞;全局时间步长定常模型收敛于完全发展的无雍塞流动状态;非定常模型则出现先雍塞,而后雍塞区逐渐后移并消失的时变过程。 展开更多
关键词 燃气流动 发射管 时间推进法 局部时间步长 雍塞流动
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基于跨时步求解格式的感知边界外流场重构方法
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作者 张海丽 张耀东 +3 位作者 邱海云 陈千寻 许宇阳 周领 《力学学报》 北大核心 2025年第5期1272-1285,共14页
在涉及深埋长隧洞段的长距离输水工程中,由于地形地质条件的限制,传感器难以实现全线部署,导致输水隧洞存在众多不容忽视的“盲段”,使得水力安全监测的范围受限且难度增大.文章基于特征线法,提出一种利用传感数据重构全局流场的跨时步... 在涉及深埋长隧洞段的长距离输水工程中,由于地形地质条件的限制,传感器难以实现全线部署,导致输水隧洞存在众多不容忽视的“盲段”,使得水力安全监测的范围受限且难度增大.文章基于特征线法,提出一种利用传感数据重构全局流场的跨时步求解格式.该求解格式利用前一时步与后一时步的已知数据重构待求时步的水力参数.通过数值模拟和实验验证,证实该方法的实用性和精确性,证明跨时步求解格式能够从传感数据中提取关键的物理信息,例如管道的摩擦阻力和水力特性,并据此重构出实际管道的流场分布.考虑实际工程中可能遇到的噪声影响,并根据对3种滤波方法的比较给出一种推荐方法.此外,还探讨了网格尺寸对流场重构结果的影响,并通过一个变管径的案例验证了该方法在管径变化系统中的适用性.最后,通过对初始流量和恒定摩阻系数的干扰进行分析,评估了该方法的抗干扰性能.敏感性分析结果揭示,该求解格式对于初始流量和恒定摩阻系数的变化具有较强的鲁棒性. 展开更多
关键词 瞬变流 特征线法 跨时步积分 流场重构 水力安全监测
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基于多分支ResCovLSTM的城市轨道交通短时客流预测模型 被引量:1
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作者 刘燕 李恒如 谷卫 《现代城市轨道交通》 2025年第2期130-139,共10页
随着城市化进程的加速,城市轨道交通客流预测对于提高运营效率和服务质量愈发重要。然而,现有模型在处理大规模、多维度数据时面临预测精度不足和计算复杂度高的挑战。为解决该问题,文章提出一种基于多分支ResCovLSTM的深度学习模型,创... 随着城市化进程的加速,城市轨道交通客流预测对于提高运营效率和服务质量愈发重要。然而,现有模型在处理大规模、多维度数据时面临预测精度不足和计算复杂度高的挑战。为解决该问题,文章提出一种基于多分支ResCovLSTM的深度学习模型,创新性地设计4个独立分支,分别处理天气与空气质量、流入量、流出量以及网络拓扑结构等关键因素。通过融合残差网络、CovLSTM和卷积注意力等模块,有效提升预测精度和模型泛化能力。实验结果表明,该模型在单步和多步预测中均表现出色,显著降低预测误差。以WMAPE为例,模型在单步预测中的WMAPE仅为8.625 1%,相比次优模型降低0.16%,证明模型的有效性和优越性。 展开更多
关键词 城市轨道交通 短时客流预测 多步预测 深度学习 ResCovLSTM
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