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Modeling of gas-solid flow in a CFB riser based on computational particle fluid dynamics 被引量:7
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作者 Zhang Yinghui Lan Xingying Gao Jinsen 《Petroleum Science》 SCIE CAS CSCD 2012年第4期535-543,共9页
A three-dimensional model for gas-solid flow in a circulating fluidized bed(CFB) riser was developed based on computational particle fluid dynamics(CPFD).The model was used to simulate the gas-solid flow behavior ... A three-dimensional model for gas-solid flow in a circulating fluidized bed(CFB) riser was developed based on computational particle fluid dynamics(CPFD).The model was used to simulate the gas-solid flow behavior inside a circulating fluidized bed riser operating at various superficial gas velocities and solids mass fluxes in two fluidization regimes,a dilute phase transport(DPT) regime and a fast fluidization(FF) regime.The simulation results were evaluated based on comparison with experimental data of solids velocity and holdup,obtained from non-invasive automated radioactive particle tracking and gamma-ray tomography techniques,respectively.The agreement of the predicted solids velocity and holdup with experimental data validated the CPFD model for the CFB riser.The model predicted the main features of the gas-solid flows in the two regimes;the uniform dilute phase in the DPT regime,and the coexistence of the dilute phase in the upper region and the dense phase in the lower region in the FF regime.The clustering and solids back mixing in the FF regime were stronger than those in the DPT regime. 展开更多
关键词 Gas-solid flow circulating fluidized bed computational particle fluid dynamics modeling HYDROdynamics
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Flow Field and Temperature Field in GaN-MOCVD Reactor Based on Computational Fluid Dynamics Modeling 被引量:1
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作者 梅书哲 王权 +8 位作者 郝美兰 徐健凯 肖红领 冯春 姜丽娟 王晓亮 刘峰奇 徐现刚 王占国 《Chinese Physics Letters》 SCIE CAS CSCD 2018年第9期82-86,共5页
Metal organic chenlical vapor deposition (AIOCVD) growth systems arc one of the. main types of equipment used for growing single crystal materials, such as GaN. To obtain fihn epitaxial materials with uniform perfor... Metal organic chenlical vapor deposition (AIOCVD) growth systems arc one of the. main types of equipment used for growing single crystal materials, such as GaN. To obtain fihn epitaxial materials with uniform performanee, the flow field and ternperature field in a GaN-MOCVD reactor are investigated by modeling and simulating. To make the simulation results more consistent with the actual situation, the gases in the reactor are considered to be compressible, making it possible to investigate the distributions of gas density and pressure in the reactor. The computational fluid dynamics method is used to stud,v the effects of inlet gas flow velocity, pressure in the reactor, rotational speed of graphite susceptor, and gases used in the growth, which has great guiding~ significance for the growth of GaN fihn materials. 展开更多
关键词 MOCVD Flow Field and Temperature Field in GaN-MOCVD Reactor Based on computational fluid dynamics modeling GAN
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基于CFD−DPM的空气幕协同排风罩增效除尘研究
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作者 丁厚成 许婉萍 +2 位作者 邓权龙 陈圳杨 朱强 《安徽工业大学学报(自然科学版)》 2025年第1期62-71,共10页
以某机械厂打磨车间为研究对象,利用Solidworks软件建立带有空气幕协同排风罩除尘的打磨车间模型,基于气固两相流理论,采用计算流体力学离散颗粒模型(CFD−DPM)模拟分析空气幕送风速度、射流角度和射流宽度对除尘效率的影响,选取空气幕... 以某机械厂打磨车间为研究对象,利用Solidworks软件建立带有空气幕协同排风罩除尘的打磨车间模型,基于气固两相流理论,采用计算流体力学离散颗粒模型(CFD−DPM)模拟分析空气幕送风速度、射流角度和射流宽度对除尘效率的影响,选取空气幕的最优参数;在此基础上,对比分析未开启排风罩、开启排风罩、同时开启排风罩与空气幕3种工况的风速分布、粉尘运移轨迹及粉尘质量浓度分布,探讨空气幕协同排风罩除尘的效果。结果表明:粉尘最大浓度、呼吸带粉尘浓度随空气幕送风速度、射流宽度的增大而减小,但不随空气幕射流角度的变化而变化;粉尘浓度随地面高度的增大先增后减,不同高度处粉尘浓度变化趋势基本一致;当空气幕射流宽度30 mm、射流角度30°、送风速度3 m/s时,通风除尘效果最佳,除尘效率高达94.2%。相比于仅开启排风罩,排风罩与空气幕协同作用下的除尘效率提高了38.8%,空气幕协同排风罩对车间除尘具有较好的增效作用。 展开更多
关键词 打磨车间 金属粉尘 排风罩 空气幕 计算流体力学(cfd) 离散颗粒模型(DPM) 除尘 职业健康
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Computational Fluid Dynamics Based Bulbous Bow Optimization Using a Genetic Algorithm 被引量:5
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作者 Shahid Mahmood Debo Huang 《Journal of Marine Science and Application》 2012年第3期286-294,共9页
Computational fluid dynamics (CFD) plays a major role in predicting the flow behavior of a ship. With the development of fast computers and robust CFD software, CFD has become an important tool for designers and eng... Computational fluid dynamics (CFD) plays a major role in predicting the flow behavior of a ship. With the development of fast computers and robust CFD software, CFD has become an important tool for designers and engineers in the ship industry. In this paper, the hull form of a ship was optimized for total resistance using CFD as a calculation tool and a genetic algorithm as an optimization tool. CFD based optimization consists of major steps involving automatic generation of geometry based on design parameters, automatic generation of mesh, automatic analysis of fluid flow to calculate the required objective/cost function, and finally an optimization tool to evaluate the cost for optimization. In this paper, integration of a genetic algorithm program, written in MATLAB, was carried out with the geometry and meshing software GAMBIT and CFD analysis software FLUENT. Different geometries of additive bulbous bow were incorporated in the original hull based on design parameters. These design variables were optimized to achieve a minimum cost function of "total resistance". Integration of a genetic algorithm with CFD tools proves to be effective for hull form ootimization. 展开更多
关键词 bulbous bow genetic algorithm computational fluid dynamics cfd total resistance
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Computational fluid dynamics simulation of Hyperloop pod predicting laminar–turbulent transition 被引量:2
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作者 Nathalie Nick Yohei Sato 《Railway Engineering Science》 2020年第1期97-111,共15页
Three-dimensional compressible flow simulationswere conducted to develop a Hyperloop pod. Thenovelty is the usage of Gamma transition model, in whichthe transition from laminar to turbulent flow can be predicted.First... Three-dimensional compressible flow simulationswere conducted to develop a Hyperloop pod. Thenovelty is the usage of Gamma transition model, in whichthe transition from laminar to turbulent flow can be predicted.First, a mesh dependency study was undertaken,showing second-order convergence with respect to themesh refinement. Second, an aerodynamic analysis for twodesigns, short and optimized, was conducted with thetraveling speed 125 m/s at the system pressure 0.15 bar.The concept of the short model was to delay the transitionto decrease the frictional drag;meanwhile that of theoptimized design was to minimize the pressure drag bydecreasing the frontal area and introduce the transitionmore toward the front of the pod. The computed resultsshow that the transition of the short model occurred moreon the rear side due to the pod shape, which resulted in 8%smaller frictional drag coefficient than that for the optimizedmodel. The pressure drag for the optimized designwas 24% smaller than that for the short design, half ofwhich is due to the decrease in the frontal area, and theother half is due to the smoothed rear-end shape. The totaldrag for the optimized model was 14% smaller than that forthe short model. Finally, the influence of the systempressure was investigated. As the system pressure and theReynolds number increase, the frictional drag coefficientincreases, and the transition point moves toward the front,which are the typical phenomena observed in the transitionregime. 展开更多
关键词 computational fluid dynamics(cfd) Drag SUBSONIC COMPRESSIBLE flow Hyperloop Laminar-turbulent TRANSITION
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Computational Fluid Dynamics Simulation of Liquid-Phase FCC Diesel Hydrotreating in Tubular Reactor 被引量:1
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作者 Li Hua Liu Ningqiang +2 位作者 Zeng Zhiyu Zou Ying Wang Jiming 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS 2015年第4期102-110,共9页
The computational fluid dynamics(CFD) code, FLUENT, was used to simulate the liquid-phase FCC diesel hydrotreating tubular reactor with a ceramic membrane tube dispenser. The chemical reaction and reaction heat were a... The computational fluid dynamics(CFD) code, FLUENT, was used to simulate the liquid-phase FCC diesel hydrotreating tubular reactor with a ceramic membrane tube dispenser. The chemical reaction and reaction heat were added to the model by user-defined function(UDF), showing the distribution of temperature and content of sulfides, nitrides, bicyclic aromatics and monocyclic aromatics in different parts of the reaction bed. When the pressure was 6.5 MPa, the amount of mixing hydrogen was 0.84%(m), the space velocity was 2 h-1 and the inlet temperature was 633 K, the temperature reached a maximum at a height of 0.15 m, and the range of radial temperature reached its maximum(2.5 K) at a height of 0.15 m. It indicated that the proper ratio of height to diameter of catalyst bed in the tubular reactor was 5-6. The increase of inlet temperature, the mixing hydrogen and the decrease of space velocity led to the decrease in the content of bicyclic aromatics, sulfides and nitrides, and the increase in monocyclic aromatics content, while the high temperature increased. The results were in good agreement with experimental data, indicating to the high accuracy of the model. 展开更多
关键词 FCC diesel tubular liquid-phase hydrogenation computational fluid dynamicscfd
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基于CFD方法的某高速船泵舱通风系统设计改进方案
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作者 杨卫国 陈浮 胡云波 《造船技术》 2025年第1期54-59,共6页
为解决某高速船泵舱进水问题,提出泵舱通风系统设计改进方案,即在鹅颈式通风筒进气管道进口加装小型滤清器。基于计算流体动力学(Computational Fluid Dynamics,CFD)方法进行泵舱通风流场仿真计算。计算结果表明,在加装滤清器后阻力损... 为解决某高速船泵舱进水问题,提出泵舱通风系统设计改进方案,即在鹅颈式通风筒进气管道进口加装小型滤清器。基于计算流体动力学(Computational Fluid Dynamics,CFD)方法进行泵舱通风流场仿真计算。计算结果表明,在加装滤清器后阻力损失合理,对泵舱通风流场无明显影响。滤清器试验与实船试验的结果表明,泵舱进水现象得到明显改善,证明所提出方案具有合理性和有效性。 展开更多
关键词 高速船 泵舱 通风系统 设计改进 计算流体动力学 鹅颈式通风筒 滤清器 通风流场
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Particulate flow modelling in a spiral separator by using the Eulerian multi-fluid VOF approach 被引量:5
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作者 Lingguo Meng Shuling Gao +4 位作者 Dezhou Wei Qiang Zhao Baoyu Cui Yanbai Shen Zhenguo Song 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2023年第2期251-263,共13页
The Euler-Euler model is less effective in capturing the free surface of flow film in the spiral separator,and thus a Eulerian multi-fluid volume of fluid(VOF)model was first proposed to describe the particulate flow ... The Euler-Euler model is less effective in capturing the free surface of flow film in the spiral separator,and thus a Eulerian multi-fluid volume of fluid(VOF)model was first proposed to describe the particulate flow in spiral separators.In order to improve the applicability of the model in the high solid concentration system,the Bagnold effect was incorporated into the modelling framework.The capability of the proposed model in terms of predicting the flow film shape in a LD9 spiral separator was evaluated via comparison with measured flow film thicknesses reported in literature.Results showed that sharp air–water and air-pulp interfaces can be obtained using the proposed model,and the shapes of the predicted flow films before and after particle addition were reasonably consistent with the observations reported in literature.Furthermore,the experimental and numerical simulation of the separation of quartz and hematite were performed in a laboratory-scale spiral separator.When the Bagnold lift force model was considered,predictions of the grade of iron and solid concentration by mass for different trough lengths were more consistent with experimental data.In the initial development stage,the quartz particles at the bottom of the flow layer were more possible to be lifted due to the Bagnold force.Thus,a better predicted vertical stratification between quartz and hematite particles was obtained,which provided favorable conditions for subsequent radial segregation. 展开更多
关键词 Spiral separator computational fluid dynamics(cfd) Eulerian multi-fluid VOF model Bagnold effect Particulate flow
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Discrete modeling of a longwall coal mine gob for CFD simulation 被引量:4
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作者 Aditya Juganda Claire Strebinger +1 位作者 Jurgen F.Brune Gregory E.Bogin 《International Journal of Mining Science and Technology》 SCIE EI CSCD 2020年第4期463-469,共7页
One area of concern in longwall coal mines is the active gob directly behind the longwall face,where high concentrations of methane are likely to accumulate and active roof caving occurs.Using computational fluid dyna... One area of concern in longwall coal mines is the active gob directly behind the longwall face,where high concentrations of methane are likely to accumulate and active roof caving occurs.Using computational fluid dynamics(CFD)to simulate gas flows in and through the gob,most researchers have represented the entire gob as a porous medium governed by Darcy’s law.However,Darcy-type porous flow may not be applicable for the highly porous and unconsolidated fringes of the gob.In addition,porous medium models do not allow for representative combustion modeling to simulate in-gob ignition and flame propagation.This study presents a hybrid approach to modeling the gob using CFD:the outer part of the gob is modeled as discrete objects that simulate coarse rock rubble,while the gob center is modeled as a porous medium. 展开更多
关键词 LONGWALL COAL computational fluid dynamic modelING Ventilation
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CFD studies of scraper built in SPA clarifying tank based on mixture solid-liquid two-phase flow model 被引量:1
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作者 CHEN Yu ZHOU Jianxu ZHANG Zhengyang 《排灌机械工程学报》 EI CSCD 北大核心 2018年第7期553-559,586,共8页
In the industrial process of producing the strong phosphoric acid(SPA),clarification of the solution is essential to the ultimate product.However,the large viscosity of sediment and the induced interface interaction r... In the industrial process of producing the strong phosphoric acid(SPA),clarification of the solution is essential to the ultimate product.However,the large viscosity of sediment and the induced interface interaction result in difficulties when the SPA is clarified.CFD numerical methodology was applied to simulate internal flow field and performance of the low speed scraper based on Mixture solidliquid two-phase flow model.Sediment deposition was generated by loading solid particles at the bottom of clarifying vessel.The moving mesh and RNG k-εmodel were used to simulate the rotational turbulent flow in clarifying tank.Variables studied,amongst others,were the scraper rotation speed and the mounting height,which could affect the solid suspension height.Features of flow field and solid volume fraction distribution in computational domain were presented and analyzed.The numerical reports of the scraper torque and velocities of inlet and outlet filed were obtained.It seems the torque value of rotatio-nal axis and particle suspending height augment with an increasing rotating speed.Meanwhile,a high revolving speed is good for the deposition discharge.The particle fraction distribution in meridional surface and horizontal surface at fixed rotation speed were analyzed to determine the corresponding optimal installation height.The simulating results reflect the flow field is marginally stirred by the scraper and proper working parameters are obtained,in which case the comprehensive properties of the scraper and the clarifying tank are superior. 展开更多
关键词 strong phosphoric acid clarifying TANK SCRAPER MIXTURE TWO-PHASE model GRANULAR SUSPENSION computational fluid dynamics
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Substitution for In Vitro and In Vivo Tests:Computational Models from Cell Attachment to Tissue Regeneration 被引量:1
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作者 Hao Huang Chaozong Liu +4 位作者 Teng Yi Maryam Tamaddon Shanshan Yuan Zhenyun Shi Ziyu Liu 《Chinese Medical Sciences Journal》 CAS CSCD 2021年第4期323-332,共10页
To get an optimal product of orthopaedic implant or regenerative medicine needs to follow trialand-error analyses to investigate suitable product’s material,structure,mechanical properites etc.The whole process from ... To get an optimal product of orthopaedic implant or regenerative medicine needs to follow trialand-error analyses to investigate suitable product’s material,structure,mechanical properites etc.The whole process from in vivo tests to clinical trials is expensive and time-consuming.Computational model is seen as a useful analysis tool to make the product development.A series of models for simulating tissue engineering process from cell attachment to tissue regeneration are reviewed.The challenging is that models for simulating tissue engineering processes are developed separately.From cell to tissue regeneration,it would go through blood injection after moving out the defect;to cell disperse and attach on the scaffold;to proliferation,migration and differentiation;and to the final part-becoming mature tissues.This paper reviewed models that related to tissue engineering process,aiming to provide an opportunity for researchers to develop a mature model for whole tissue engineering process.This article focuses on the model analysis methods of cell adhesion,nutrient transport and cell proliferation,differentiation and migration in tissue engineering.In cell adhesion model,one of the most accurate method is to use discrete phase model to govern cell movement and use Stanton-Rutland model for simulating cell attachment.As for nutrient transport model,numerical model coupling with volume of fluid model and species transport model together is suitable for predicting nutrient transport process.For cell proliferation,differentiation and migration,finite element method with random-walk algorithm is one the most advanced way to simulate these processes.Most of the model analysis methods require further experiments to verify the accuracy and effectiveness.Due to the lack of technology to detect the rate of nutrient diffusion,there are especially few researches on model analysis methods in the area of blood coagulation.Therefore,there is still a lot of work to be done in the research of the whole process model method of tissue engineering.In the future,the numerical model would be seen as an optimal way to investigate tissue engineering products bioperformance and also enable to optimize the parameters and material types of the tissue engineering products. 展开更多
关键词 tissue engineering SCAFFOLD computer aided design computational fluid dynamics finite element models
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调谐液柱阻尼器-结构系统风致振动响应的CFD/CSD耦合分析方法
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作者 黄鹏 吴玖荣 +2 位作者 傅继阳 孙连杨 王加雷 《振动与冲击》 EI CSCD 北大核心 2024年第11期236-245,254,共11页
针对调谐液柱阻尼器(tuned liquid column damper, TLCD)难以建立其精确的非线性理论分析模型,且其力学性能试验成本高和耗时长等问题,首先采用计算流体动力学(CFD)数值模拟方法,对TLCD系统的力学性能和动力特征进行仿真模拟,在此基础... 针对调谐液柱阻尼器(tuned liquid column damper, TLCD)难以建立其精确的非线性理论分析模型,且其力学性能试验成本高和耗时长等问题,首先采用计算流体动力学(CFD)数值模拟方法,对TLCD系统的力学性能和动力特征进行仿真模拟,在此基础上进一步提出了基于计算流体动力学/计算结构动力学(CFD/CSD)耦合分析方法,求解带TLCD系统的高层建筑结构的风致动力响应。通过开展某一TLCD系统在特定底部激励下的力学性能和动力特性试验,得到其内液体晃荡的自由液面波高和晃动力时程,验证了CFD数值模拟方法可以准确地分析TLCD水箱内液体的非线性晃动特征。随后对风工程领域广泛采用的76层建筑结构振动控制Benchmark模型,假设其顶部设置TLCD系统时主体结构在三种风速重现期(10、50和100年)风速对应的横风向动力风荷载激励下的风致控制效率,采用提出的CFD/CSD耦合分析方法,进行了数值仿真模拟分析。耦合分析结果表明,TLCD系统对Benchmark模型的风致加速度、速度和位移响应均有一定的控制效果,对加速度响应的控制效果要优于对位移响应的控制效果。该研究方法可为复杂TLCD系统对高层建筑的风振控制分析提供有效的参考。 展开更多
关键词 调谐液柱阻尼器(TLCD) 高层结构 风振控制 计算流体动力学(cfd) 计算结构动力学(CSD) cfd/CSD耦合分析方法
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基于CFD的FPSO风载荷规范计算适用性研究
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作者 苗洋 封少雄 +2 位作者 叶代扬 裴志勇 张磊 《中国舰船研究》 CSCD 北大核心 2024年第2期37-44,共8页
[目的]目前,设计人员多使用针对大型油轮的OCIMF规范和针对海上平台的API规范对FPSO风载荷进行计算,但因FPSO船舶上层建筑更为复杂,需进一步研究这2种规范对于FPSO风载荷计算的适用性。[方法]建立具有通用型上部模块的某30万吨级大型FPS... [目的]目前,设计人员多使用针对大型油轮的OCIMF规范和针对海上平台的API规范对FPSO风载荷进行计算,但因FPSO船舶上层建筑更为复杂,需进一步研究这2种规范对于FPSO风载荷计算的适用性。[方法]建立具有通用型上部模块的某30万吨级大型FPSO数值模型,对恶劣海况下不同风向角、横倾角下的FPSO所受风载荷进行数值模拟,分析其中存在的遮蔽效应;与规范计算结果进行对比分析,讨论在风载荷作用下FPSO受到的横倾力矩。[结果]结果显示,船舶正浮状态受到的最大风载荷和横倾力矩出现在270°风向角;船舶横倾状态下受到的风载荷和横倾力矩比正浮状态更大,最大横倾力矩出现在10.5°横倾角280°风向角;采用API规范和OCIMF规范得到的FPSO风载荷计算结果与CFD计算结果相差较大,二者在270°风向角的结果与CFD分别相差13.6%和24.5%。[结论]数值仿真给出的流场细节有利于分析上部模块间的遮蔽效应,能够较为准确地预报船舶所受到的风载荷,可以为考虑遮蔽效应的FPSO稳性设计提供参考。 展开更多
关键词 浮式生产储油船 风载荷 遮蔽效应 计算流体动力学
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证据理论框架下主动学习代理模型驱动的CFD模拟不确定性量化方法
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作者 陈浩 吴沐宸 +3 位作者 陈江涛 夏侯唐凡 赵忠锐 刘宇 《空气动力学学报》 CSCD 北大核心 2024年第9期86-99,I0002,共15页
计算流体力学(CFD)模拟中存在模型参数、数值离散和边界条件等诸多形式各异的不确定因素。鉴于证据理论具有灵活的建模框架,且能同时量化CFD模拟中的随机和认知不确定性,基于其提出了一种证据理论框架下主动学习代理模型驱动的CFD模拟... 计算流体力学(CFD)模拟中存在模型参数、数值离散和边界条件等诸多形式各异的不确定因素。鉴于证据理论具有灵活的建模框架,且能同时量化CFD模拟中的随机和认知不确定性,基于其提出了一种证据理论框架下主动学习代理模型驱动的CFD模拟不确定性量化方法,以较少的CFD仿真模型调用次数实现对CFD模拟结果的不确定性量化。该方法采用最优最大最小距离策略生成空间分布良好的候选样本点,通过动态熵权-TOPSIS主动学习策略平衡了代理模型的全局探索、局部开发和鲁棒性。此外,提出基于Hartley测度和Jousselme距离的复合收敛准则以判断终止代理模型训练的时间并量化输出响应的不确定性。最后,以采用NASA SC(2)0410翼型剖面的超临界机翼流场CFD模拟为例,分析来流参数和湍流模型参数的不确定性对机翼输出响应升阻比的不确定性量化结果。 展开更多
关键词 cfd 不确定性量化 证据理论 主动学习 代理模型 动态熵权-TOPSIS
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基于CFD的管道漏损模拟检测与评估研究 被引量:1
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作者 陶怡 严栋飞 +2 位作者 马玲娜 杨会甲 张建奇 《水资源与水工程学报》 CSCD 北大核心 2024年第2期122-129,共8页
为研究管道漏损对供水管道中水力要素变化的影响,基于计算流体动力学(CFD)方法模拟分析了有、无漏损点和不同漏损点尺寸下供水管道内部水流流动及流场变化过程。以1#管道模拟结果为例,t=4 s时,无漏损管道拟设漏损点附近流速为0.16 m/s,... 为研究管道漏损对供水管道中水力要素变化的影响,基于计算流体动力学(CFD)方法模拟分析了有、无漏损点和不同漏损点尺寸下供水管道内部水流流动及流场变化过程。以1#管道模拟结果为例,t=4 s时,无漏损管道拟设漏损点附近流速为0.16 m/s,压力为0.015 kPa;漏损管道漏损点附近流速峰值为0.32 m/s,压力峰值为0.068 kPa。管道整体结果表明1,管道无泄漏时,拟设漏损点附近管段内压力和流速波动较小;因泄漏,漏损管道漏损点附近管段内压力和流速出现峰值,且由沿程变化曲线可得,漏损点下游管段内压力和流速大小明显低于无漏损管道。不同模拟条件下漏损点所在管道内流速和压力具有相似的数值变化规律,但压力比流速变化更剧烈。漏损点尺寸大小与管道内流速和压力的数值变化成反比。本研究对供水管道漏损监测方案制定及监测设备布局优化具有重要的参考价值。 展开更多
关键词 计算流体动力学 管道漏损 压力流速监测 数值模拟
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CFD与机器学习相结合的某数据机房冷通道热环境模拟
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作者 许启航 程少杰 +1 位作者 董文杰 邓佩刚 《暖通空调》 2024年第11期146-152,共7页
为了降低数据机房模拟的成本,快速地预测机房的热环境,本文以常州市某大型数据中心内一个实际运行中的机房为研究对象,首先采用多孔介质方法模拟服务器内部的流动与传热过程,并建立了一个CFD简化模型,然后将实测数据与CFD模拟结果对比,... 为了降低数据机房模拟的成本,快速地预测机房的热环境,本文以常州市某大型数据中心内一个实际运行中的机房为研究对象,首先采用多孔介质方法模拟服务器内部的流动与传热过程,并建立了一个CFD简化模型,然后将实测数据与CFD模拟结果对比,验证其有效性。在此基础上,通过改变机房工况参数,建立并比较了反向传播(BP)神经网络、随机森林及极限梯度提升树(XGBoost)3种机器学习模型在不同情形下的预测性能。结果表明:BP神经网络模型具有良好的泛化能力,其预测温度时,绝对误差在0.56℃以内,决定系数R 2在0.966以上;预测速度时,绝对误差在0.01 m/s以内,R 2为0.999。 展开更多
关键词 数据中心 机器学习 计算流体力学(cfd) 预测模型 冷通道 热环境
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基于CFD法的桨前预旋导流罩设计与分析 被引量:1
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作者 蔺永杰 张宝吉 《上海海事大学学报》 北大核心 2024年第1期85-91,共7页
为满足现有船舶能效指数(energy efficiency existing ship index,EEXI)要求,达到节能减排的目的,基于水动力学基础理论,设计一种桨前预旋导流罩节能装置。该装置由加速型导管和导叶组成:加速型导管可以使水流紧贴船体,改善流动分离,使... 为满足现有船舶能效指数(energy efficiency existing ship index,EEXI)要求,达到节能减排的目的,基于水动力学基础理论,设计一种桨前预旋导流罩节能装置。该装置由加速型导管和导叶组成:加速型导管可以使水流紧贴船体,改善流动分离,使进入螺旋桨的水流更加均匀,从而提高螺旋桨的推进效率;导叶可以为螺旋桨提供预旋,减少能量损失。利用计算流体动力学(computational fluid dynamics,CFD)软件对比分析优化前后的船尾流场和伴流分布。通过组合与优化节能装置的设计参数,节能装置的节能效果可达7.96%。与自航试验结果比较,证明了采用CFD软件进行桨前预旋导流罩节能装置设计是切实可行的。 展开更多
关键词 桨前预旋导流罩 计算流体动力学(cfd) 节能装置 数值模拟
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基于CFD的某畜禽车厢体内机械通风优化设计 被引量:1
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作者 王朋 苗永存 +2 位作者 王建林 吴彦宣 傅爱军 《广西科技大学学报》 CAS 2024年第2期17-24,共8页
为研究某畜禽车厢体的内部结构对厢体温度场和风速场的影响,并了解厢体内气流的流动状态和温度的分布情况,利用计算流体力学的方法,建立计算流体动力学(computational fluid dynamics,CFD)模型,并对厢体的温度场和风速场进行仿真分析。... 为研究某畜禽车厢体的内部结构对厢体温度场和风速场的影响,并了解厢体内气流的流动状态和温度的分布情况,利用计算流体力学的方法,建立计算流体动力学(computational fluid dynamics,CFD)模型,并对厢体的温度场和风速场进行仿真分析。将模型的模拟值与实测值进行对比,结果显示,模拟值与实测值最大绝对误差为1.8℃,温度值相对误差范围在5%以内的测点有20个,风速值相对误差范围在10%以内的测点有21个,模拟得到的结果与实测值拟合度较高。通过改变厢体内隔板的结构和通风孔的尺寸及数量来提供优化方案,优化后的厢体内温度均匀性得到明显改善,温度显著降低,为畜禽车厢体的内环境优化提供可靠基础。 展开更多
关键词 畜禽运输车 计算流体动力学(cfd) 温度场 风速场
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Modelling of internal ballistics of gun systems:A review
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作者 F.Ongaro C.Robbe +2 位作者 A.Papy B.Stirbu A.Chabotier 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第11期35-58,共24页
A deep understanding of the internal ballistic process and the factors affecting it is of primary importance to efficiently design a gun system and ensure its safe management. One of the main goals of internal ballist... A deep understanding of the internal ballistic process and the factors affecting it is of primary importance to efficiently design a gun system and ensure its safe management. One of the main goals of internal ballistics is to estimate the gas pressure into the combustion chamber and the projectile muzzle velocity in order to use the propellant to its higher efficiency while avoiding over-pressure phenomena. Dealing with the internal ballistic problem is a complex undertaking since it requires handling the interaction between different constituents during a transient time lapse with very steep rise of pressure and temperature. Several approaches have been proposed in the literature, based on different assumptions and techniques. Generally, depending on the used mathematical framework, they can be classified into two categories: computational fluid dynamics-based models and lumped-parameter ones. By focusing on gun systems, this paper offers a review of the main contributions in the field by mentioning their advantages and drawbacks. An insight into the limitations of the currently available modelling strategies is provided,as well as some considerations on the choice of one model over another. Lumped-parameter models, for example, are a good candidate for performing parametric analysis and optimisation processes of gun systems, given their minimum requirements of computer resources. Conversely, CFD-based models have a better capacity to address more sophisticated phenomena like pressure waves and turbulent flow effects. The performed review also reveals that too little attention has been given to small calibre guns since the majority of currently available models are conceived for medium and large calibre gun systems.Similarly, aspects like wear phenomena, bore deformations or projectile-barrel interactions still need to be adequately addressed and our suggestion is to dedicate more effort on it. 展开更多
关键词 Internal ballistics Numerical modelling Lumped-parameter model computational fluid dynamics Gun systems
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基于CFD的具有首翼的新型飞翔形式AUV升力和阻力估计:对阻力极曲线和推力估计的见解
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作者 Faheem Ahmed Xianbo Xiang +2 位作者 Haotian Wang Gong Xiang Shaolong Yang 《哈尔滨工程大学学报(英文版)》 CSCD 2024年第2期352-365,共14页
To achieve hydrodynamic design excellence in Autonomous Underwater Vehicles(AUVs)largely depends on the accurate prediction of lift and drag forces.The study presents Computational Fluid Dynamics(CFD)-based lift and d... To achieve hydrodynamic design excellence in Autonomous Underwater Vehicles(AUVs)largely depends on the accurate prediction of lift and drag forces.The study presents Computational Fluid Dynamics(CFD)-based lift and drag estimations of a novel torpedo-shaped flight-style AUV with bow-wings.The horizontal bow-wings are provided to accommodate the electromagnetic arrays used to perform the cable detection and tracking operations near the seabed.The hydrodynamic performance of the AUV due to addition of these horizontal bow-wings is required to be investigated,particularly at the initial design stage.Hence,CFD techniques are employed to compute the lift and drag forces observed by the flight-style AUV,maneuvering underwater at different angles of attack and varying speeds.The Reynolds-Averaged Navier-Stokes Equations(RANSE)closure is achieved by employing the modified k-ϵ model and Two-Scale Wall Function(2-SWF)approach is used for boundary layer treatment.Further,the study also highlights the unique mesh refinement and solution-adaptive meshing techniques to perform the CFD simulations in Solidworks Flow Simulation(SWFS)environment.The drag polar curve for flight-style AUV with and without bow-wings is generated using the computed lift and drag coefficients.The curve provided essential insights for achieving hydrodynamically efficient and optimized AUV design.From the drag polar curve,it is revealed that due to horizontal bow-wings,the flight-style AUV is capable to generate higher lift with less drag and thus,it gives better lift-to-drag ratio compared to the AUV without bow-wings.Moreover,simulated results of axial drag observed by the AUV have also been compared with free-running experimental results and are found in good agreement. 展开更多
关键词 Autonomous underwater vehicle(AUV) computational fluid dynamics(cfd) Solidworks flow simulation(SWFS) Drag polar curve Free-running experiments
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