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Numerical and Experimental Investigation of High-efficiency Axial-flow Pump 被引量:50
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作者 SHI Weidong ZHANG Desheng +1 位作者 GUAN Xingfan LENG Hongfei 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2010年第1期38-44,共7页
The experimental investigation of axial-flow pump has been rapidly developed to meet the needs of South-to-North Water Diversion Project of China.Owing to the boundary conditions of hub,blade tip clearance,much of the... The experimental investigation of axial-flow pump has been rapidly developed to meet the needs of South-to-North Water Diversion Project of China.Owing to the boundary conditions of hub,blade tip clearance,much of the physical phenomena and laws involved in this complex flow field can't be fully determined.The flow characteristics of the high efficiency axial-flow pump have been simulated by RNG k-e turbulence model and SIMPLEC arithmetic based on FLUENT software.Numerical results indicate that the data from the prediction show agreement with the experimental results,static pressure on pressure side of blades increases slightly at circumferential direction with radius increasing,and keep almost constant at the same radial while increasing gradually from inlet to exit on the suction side along flow direction at design conditions.The static pressure,total pressure and velocity at inlet,impeller outlet and vane outlet were measured by a five-hole probe,and a contrastive experiment was done to investigate the influence of hub leakage.The experimental results show that inlet flow is almost axial and the prerotation is very small at various conditions.The meridional velocity and circulation distribution are almost identical at impeller outlet at design conditions due to steady flow and high efficiency.The residual circulation exits at downstream of the guide vane,and the circumferential velocity component increases linearly from hub to tip at small flow rate conditions.Hub leakage in adjustable blades results in the decrease of the meridional velocity and circulation at blade exit near hub.The results of numerical simulation and experiments supply important flow structure information for the high-efficiency axial-flow pump. 展开更多
关键词 axial-flow pump flow field multi-conditions high efficiency PROBE hub leakage
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A prediction method of operation trend for large axial-flow fan based on vibration-electric information fusion 被引量:4
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作者 GU Zhen-yu ZHU Yao-yao +1 位作者 XIANG Ji-lei ZENG Yuan 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第6期1786-1796,共11页
As the critical equipment,large axial-flow fan(LAF)is used widely in highway tunnels for ventilating.Note that any malfunction of LAF can cause severe consequences for traffic.Specifically,fault deterioration is suppr... As the critical equipment,large axial-flow fan(LAF)is used widely in highway tunnels for ventilating.Note that any malfunction of LAF can cause severe consequences for traffic.Specifically,fault deterioration is suppressed tremendously when an abnormal state is detected in the stage of early fault.Thus,the monitoring of the early fault characteristics is very difficult because of the low signal amplitude and system disturbance(or noise).In order to overcome this problem,a novel early fault judgment method to predict the operation trend is proposed in this paper.The vibration-electric information fusion,the support vector machine(SVM)with particle swarm optimization(PSO),and the cross-validation(CV)for predicting LAF operation states are proposed and discussed.Finally,the results of the experimental study verify that the performance of the proposed method is superior to that of the contrast models. 展开更多
关键词 large axial-flow fan early fault state prediction particle swarm optimization
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Multi-point airfoil optimization for axial-flow fan
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作者 DUAN Haojie LIU Lei DAI Ren 《排灌机械工程学报》 EI CSCD 北大核心 2019年第6期469-474,共6页
Airfoil is the element of fan blade design. It is strongly anticipated to design a fan of ave- raged high performance over a wide operation range. Multi-point optimization design of airfoil for axial flow fan was prop... Airfoil is the element of fan blade design. It is strongly anticipated to design a fan of ave- raged high performance over a wide operation range. Multi-point optimization design of airfoil for axial flow fan was proposed over specific operation range. Weighted objective function of airfoil lift-drag ratio was constructed for several operation points around the designing one. Airfoil was defined by parametric B-spline curve of limited shape controlling points. Results show that normal standard airfoils have remained spaces to be optimized under specific operation conditions. Airfoil performance is sensitive to flow′s Reynolds number and cascade solidity. Predicting flow transition along airfoil profile is essential to search for optimized one. Optimized airfoil of wide operation range is possible to obtain with prescribed fitness function. Obtainments of multi-point optimization may be relatively lower at design point, but positive obtainments are achieved at off-design ones. Resulted airfoil is specially suitable for axial flow fans operating frequently at off-design point such as air condition coolers. 展开更多
关键词 multi-point optimization GEOMETRY DESCRIPTION lift-drag RATIO operation range axial-flow FAN
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Hybrid URANS/LES Method of Flow Fields in Axial-flow Compressor Rotor Rotor
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作者 Jia-hao Xiao Ya-ping Ju Chu-hua Zhang 《风机技术》 2023年第6期17-23,85,共8页
Accurate and efficient prediction of the aerodynamic performance and flow details of axial-flow com-pressors is of great engineering application value for the aerodynamic design and flow control of axial-flow compres-... Accurate and efficient prediction of the aerodynamic performance and flow details of axial-flow com-pressors is of great engineering application value for the aerodynamic design and flow control of axial-flow compres-sors.In this work,a delayed detached eddy simulation method is developed and applied to numerically simulate the tur-bulent channel flow and the aerodynamic performance of NASA Rotor 35.Several acceleration techniques including parallel implementation are also used to speed up the iteration convergence.The mean velocity distribution and Reyn-olds stress distribution in the boundary layer of turbulent channel flow and the aerodynamic performance curve of NASA Rotor 35 are predicted.The good agreement between the present delayed detached eddy simulation results and the available direct numerical simulation results or experimental data confirms the effectiveness of the developed meth-od in the accurate and efficient prediction of complex flow in turbomachinery. 展开更多
关键词 Delayed Detached Eddy Simulation Turbulent Channel Flow axial-flow Compressor Rotor Parallel Implementation
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凯斯Axial-Flow~轴流滚筒联合收割机
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《现代化农业》 2014年第7期69-69,共1页
183年前,凯斯(Case IH)发明了收割机;37年前,凯斯创立了轴流滚筒收获技术;今天,凯斯轴流滚筒联合收割机在收获质量、谷物损失、作物适应性、使用简便性、作业效率和产品保值方面,已成为全球收割机行业的标杆。●采用凯斯轴流滚筒设计... 183年前,凯斯(Case IH)发明了收割机;37年前,凯斯创立了轴流滚筒收获技术;今天,凯斯轴流滚筒联合收割机在收获质量、谷物损失、作物适应性、使用简便性、作业效率和产品保值方面,已成为全球收割机行业的标杆。●采用凯斯轴流滚筒设计,收获质量更高;●可以收获玉米、大豆、水稻、小麦等多种农作物,适应性更强;●采用凯斯技术设计,整机结构更轻,低湿地的通过性更好,油耗率更低;●驾驶室宽敞舒适,多功能手柄操作简单,让驾驶员集中精力进行田间收获。 展开更多
关键词 轴流 axial-flow 谷物损失 简便性 宽敞舒适 整机结构 油耗率 技术设计 纽荷兰 外高桥保税区
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凯斯Axial-Flow~6140轴流滚筒联合收割机
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《农业机械》 2016年第2期130-130,共1页
凯斯品牌作为农机行业领导品牌,拥有悠久的历史。20世纪40年代,麦考密克收割机和凯斯脱粒机的推出彻底改变了机械收获过程,收获机械也因此成为凯斯的拳头产品。
关键词 轴流 axial-flow 菲亚特动力 收获机械 领导品牌 麦考密克 玉米割台 柴油发动机 谷物损失 宽敞舒适
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凯斯Axial-Flow~30系列轴流滚筒联合收割机
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《现代化农业》 2014年第1期69-69,共1页
182年前,凯斯(CASEIH)发明了收获机械;37年前,凯斯发明了轴流滚筒联合收割机。凯斯机械的高品质使其成为行业中同类产品在收获质量、谷物损失、作物适应性、使用简便性、机器作业效率和产品保值方面的标杆。
关键词 凯斯 axial-flow30系列 轴流滚筒联合收割机 农业机械化
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凯斯Axial-Flow6140轴流滚筒联合收割机——品质传承 性能优异
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《现代化农业》 2016年第3期57-57,共1页
凯斯作为农机行业领导品牌,拥有悠久的历史。20世纪40年代,麦考密克收割机和凯斯脱粒机的推出彻底改变了机械收获过程,收获机械也因此成为凯斯的拳头产品。
关键词 轴流 axial-flow 菲亚特动力 收获机械 领导品牌 玉米割台 麦考密克 割幅 柴油发动机 谷物损失
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凯斯Axial-Flow~联合收割机广受中国用户好评
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作者 关群 《农业机械》 2018年第3期107-108,共2页
自从1977年问世以来,凯斯Axial-Flow单轴流滚筒技术在业界始终处于领先地位。中国用户称赞这款采用创新技术的机器收获的谷物质量更加优越、获益更高。如今,这款为农业带来了翻天覆地变化的机器迎来了40周年纪念日,此后将继续为农业生... 自从1977年问世以来,凯斯Axial-Flow单轴流滚筒技术在业界始终处于领先地位。中国用户称赞这款采用创新技术的机器收获的谷物质量更加优越、获益更高。如今,这款为农业带来了翻天覆地变化的机器迎来了40周年纪念日,此后将继续为农业生产带来积极有效的影响。凯斯Axial-Flow轴流滚筒联合收割机在1977年引入单轴流设计,为谷物的质量、谷物保存、作物适应性和作业效率树立了新的标准。 展开更多
关键词 联合收割机 axial-flow 轴流滚筒
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The Effects of Axial-Flow Pump in Supporting of Regional Ischemic Left Ventricle: A Simulation Study
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作者 Bing Zhao and Jing Bai(Department of Electrical Engineering, The School of Life Science and Engineering,Tsinghua University, Beijing 100084, China) 《Chinese Journal of Biomedical Engineering(English Edition)》 1999年第3期46-47,共2页
关键词 Simulation A Simulation Study The Effects of axial-flow Pump in Supporting of Regional Ischemic Left Ventricle FLOW
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Study of Lyapunov exponent spectra for axial-flow compression system 被引量:1
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作者 ZHANG Jian DONG Fu-an WU You-li WU Xue-hui 《通讯和计算机(中英文版)》 2008年第6期61-65,共5页
关键词 李雅普诺夫指数 压缩技术 计算机技术 混沌系统
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STUDY ON THE POST-STALL BEHAVIOR OF AN AXIAL-FLOW COMPRESSION SYSTEM
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作者 李军 陶增元 +1 位作者 朱俊强 刘志伟 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 1999年第3期12-15,共4页
Post stall behaviors of a single stage compression system are studied theoretically and experimentally in this paper. A one dimensional nonlinear model, which is able to describe the dynamically post stall behavio... Post stall behaviors of a single stage compression system are studied theoretically and experimentally in this paper. A one dimensional nonlinear model, which is able to describe the dynamically post stall behaviors of the compression system, is applied to simulate the post stall behaviors digitally. The stall types, i.e. , rotating stall and surge, are determined. The variations of annular average parameters while the compression system goes into stall are also calculated exactly. The post stall behaviors are measured on the single stage compressor test rig. The measurement shows that rotating stall and surge appear under different conditions. On the basis of experiments, it is found that the post stall behaviors are influenced remarkably by some factors, such as rotation speeds, construction type and size of the exhaust duct. Good agreement between the simulation and experiments proves that this modeling technique is valid for simulating the post stall behaviors. 展开更多
关键词 axial flow compression system post stall EXPERIMENTS simulation
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Automatic and Rapid Throughflow-Based Optimal Design Method for Multi-Stage Axial-Flow Compressors
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作者 LEI Fan ZHANG Xiawen +1 位作者 JU Yaping ZHANG Chuhua 《Journal of Thermal Science》 2025年第1期77-91,共15页
Throughflow design has the advantages of less time consumption and large optimization space,and thus is the corner stone of advanced design system of multi-stage axial-flow compressors.The majority of relevant studies... Throughflow design has the advantages of less time consumption and large optimization space,and thus is the corner stone of advanced design system of multi-stage axial-flow compressors.The majority of relevant studies were limited to the throughflow inverse designs,and quite few works have been till now devoted to the throughflow optimal designs.In this work,an automatic and rapid throughflow-based optimal design method is proposed for axial-flow compressors in which a throughflow inverse design solver is embedded in optimal genetic algorithm to improve the design efficiency of axial-flow compressor.Two types of design parameters in the throughflow inverse design of axial-flow compressors,i.e.,swirl and shroud curve,are simultaneously used to optimize both the blade shape and flow path.The proposed method is validated by the redesign optimization of the benchmark axial-flow compressor NASA Stage 35,and the CFD predictions show that the throughflow-based optimization leads to 1.18% efficiency benefit at design condition.The proposed method is then utilized to the two-dimensional throughflow optimal design of a large-scale 6.5-stage axial-flow industrial compressor.The optimal design results are confirmed by CFD predictions,indicating that the proposed method can effectively improve the design adiabatic efficiency of the compressors by 1.09% within a few minutes on desk-top computer.Two throughflow design implications are also obtained for advanced axial-flow industrial compressors.This work could enhance the capability of throughflow design method and has engineering application value to explore the throughflow optimization space of multi-stage axial-flow compressors. 展开更多
关键词 multi-stage axial-flow compressor throughflow design empirical correlations genetic algorithm aerodynamic optimization
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Unsteady flow characteristics of backflow vortices in an axial-flow pump at low flow rates
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作者 Shu-ting Cai Ren-fang Huang +2 位作者 Zhao-hui Qian Xian-wu Luo Yi-wei Wang 《Journal of Hydrodynamics》 2025年第2期359-376,共18页
Axial flow pumps are widely used in water conservancy,petrochemical and agricultural industries.Efficient operation is crucial for energy conservation and emission reduction.Improving efficiency under severe condition... Axial flow pumps are widely used in water conservancy,petrochemical and agricultural industries.Efficient operation is crucial for energy conservation and emission reduction.Improving efficiency under severe conditions requires studying the internal flow of axial-flow pumps,particularly at low flow rates where backflow vortices form near the impeller inlet.This study investigates the unsteady flow characteristics of backflow vortices at different flow rates in an axial-flow pump.Results show that backflow vortices form when the flow rate decreases to 0.59Q_(d).As the flow rate further declines,the backflow vortex progresses upstream,contracts,and rebounds.The flow rate range is divided into three stages:Stage Ⅰ with no backflow vortex,stage Ⅱ with initial vortex development extending upstream and relatively fragmented,and stage Ⅲ with vortex contraction and rebound forming a more coherent structure.Besides,backflow vortices induce significant pressure fluctuations and velocity oscillations with the primary frequency being 0.5 fb.They exhibit a three-dimensional spiral motion involving changes in axial length,self-rotation,and revolution around the pump axis,with an angular velocity of approximately half the impeller’s rotational speed.This work enhances insights into backflow vortex behaviors,which is essential for optimizing pump design and improving operational stability in challenging environments. 展开更多
关键词 axial-flow pump backflow vortex pressure fluctuation unsteady flow low flow rates
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玉米轴流脱粒装置脱粒元件的设计与试验
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作者 毛欣 李元超 +3 位作者 衣淑娟 张东明 王光宇 王鹏 《农机化研究》 北大核心 2026年第1期79-86,118,共9页
针对玉米果穗脱粒时效率低和破碎率高的问题,设计了3种不同齿形的玉米轴流脱粒装置脱粒元件——脱粒板齿。通过对脱粒装置关键部件参数的选取和板齿工作时的受力分析,确定了3种板齿的相关参数。选择先玉335号玉米为试验材料,以破碎率、... 针对玉米果穗脱粒时效率低和破碎率高的问题,设计了3种不同齿形的玉米轴流脱粒装置脱粒元件——脱粒板齿。通过对脱粒装置关键部件参数的选取和板齿工作时的受力分析,确定了3种板齿的相关参数。选择先玉335号玉米为试验材料,以破碎率、未脱净率为指标,滚筒转速、喂入量、板齿形状和栅格凹板尺寸为变量,利用自行研制的轴流脱粒试验台进行单、多因素试验,单因素试验结果表明:3种不同齿形的脱粒板齿中类拇指齿在不同条件下的未脱净率和破碎率都处于较优状态;多因素试验结果表明:脱粒装置较优的参数组合为凹板栅格尺寸17 mm、滚筒转速300 r/min、喂入速度1.5 kg/s时,性能指标破碎率为3.0%、未脱净率为1.0%,该装置各项指标均满足脱粒的作业要求。 展开更多
关键词 玉米 脱粒装置 板齿 轴流式
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叶顶斜切结构对液环泵轴向间隙泄漏流的控制机理研究
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作者 郭广强 郭栋梁 +3 位作者 张人会 王吉生 陈学炳 蒋利杰 《工程热物理学报》 北大核心 2026年第1期143-151,共9页
液环泵内气相区域压力分布呈排气侧高压、吸气侧低压,在其压力差的作用下,气体介质在叶轮轴向叶顶间隙处产生泄漏,复杂间隙泄漏流的时空演化特性导致泵的效率和运行稳定性降低;针对此问题,提出斜切叶顶结构被动流动控制方法对泵轴向间... 液环泵内气相区域压力分布呈排气侧高压、吸气侧低压,在其压力差的作用下,气体介质在叶轮轴向叶顶间隙处产生泄漏,复杂间隙泄漏流的时空演化特性导致泵的效率和运行稳定性降低;针对此问题,提出斜切叶顶结构被动流动控制方法对泵轴向间隙泄漏流动进行控制,探究斜切叶顶对液环泵轴向间隙泄漏流的控制效果及影响机理。研究结果表明,相比原始平顶型叶顶,斜切叶顶液环泵在进口质量流量为0.03 kg/s工况下的进口真空度提升1000 Pa,效率提升0.3个百分点。斜切叶顶对间隙泄漏流的控制效果与泄漏流强度密切相关;当弱泄漏流流经斜切叶顶时在斜切腔附近无法形成诱导涡,而直接沿斜切面流动至下游流道,造成泄漏恶化;当泄漏流增强时,在斜切叶顶位置产生诱导涡结构,其与间隙泄漏流相互作用会消耗泄漏流的能量,进而抑制泄漏流向下游流道内的发展,起到正面的控制效果。研究结果可为液环泵性能优化及斜切叶顶在液环泵上的工程应用提供理论参考。 展开更多
关键词 液环泵 轴向间隙泄漏 斜切叶顶 流动控制 诱导涡
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球面分段式阻尼槽对柱塞泵流动特性影响的研究
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作者 徐楠 雷欣瑞 +3 位作者 李志云 张瑞敏 陈伟敬 谢海波 《液压气动与密封》 2026年第2期47-55,共9页
配流盘的阻尼槽结构承担着缓冲压力冲击的任务,实现轴向柱塞泵在预升压、预泄压阶段压力的平稳过渡,针对球面分段式阻尼槽结构展开研究。首先,参数化定义阻尼槽的结构特征,并设置了4组不同参数;然后,利用基于CFD的模型解析方法,反推求... 配流盘的阻尼槽结构承担着缓冲压力冲击的任务,实现轴向柱塞泵在预升压、预泄压阶段压力的平稳过渡,针对球面分段式阻尼槽结构展开研究。首先,参数化定义阻尼槽的结构特征,并设置了4组不同参数;然后,利用基于CFD的模型解析方法,反推求解得到了不同阻尼槽的过流面积,分析了各个参数对过流面积变化特性的影响;接着,对所有整泵模型进行流场仿真,提取得到了泵的出口流量信息;最后,对泵出口流量进行量化对比分析,得出了各个结构参数组内的最优值。结果表明:宽度角α对阻尼槽全局过流面积的影响较小,而深度角β1、深度角β2以及长度L的影响相对较大;当宽度角α取60°、深度角β1取4.8°、深度角β2取4.8°以及长度L取17 mm时,泵的出口流量脉动性能均优于各自组内的其他值。研究可为球面分段式阻尼槽的结构优化提供一定的参考依据。 展开更多
关键词 轴向柱塞泵 分段式阻尼槽 过流面积 CFD数值模拟
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UNSTEADY FLOW ANALYSIS AND EXPERIMENTAL INVESTIGATION OF AXIAL-FLOW PUMP 被引量:113
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作者 ZHANG De-sheng SHI Wei-dong CHEN Bin GUAN Xing-fan 《Journal of Hydrodynamics》 SCIE EI CSCD 2010年第1期35-43,共9页
The three-dimensional unsteady turbulent flow in axial-flow pumps was simulated based on Navier-Stoke solver embedded with k - ε RNG turbulence model and SIMPLEC algorithm. Numerical results show that the unsteady pr... The three-dimensional unsteady turbulent flow in axial-flow pumps was simulated based on Navier-Stoke solver embedded with k - ε RNG turbulence model and SIMPLEC algorithm. Numerical results show that the unsteady prediction results are more accurate than the steady results, and the maximal error of unsteady prediction is only 4.54%. The time-domain spectrums show that the static pressure fluctuation curves at the inlet and outlet of the rotor and the outlet of the stator are periodic, and all have four peaks and four valleys. The pressure fluctuation amplitude increases from the hub to the tip at the inlet and outlet of the rotor, but decreases at the outlet of the stator. The pressure fluctuation amplitude is the greatest at the inlet of the rotor, and the average amplitude decreases sharply from the inlet to the outlet. The frequency spectrums obtained by Fast Fourier Transform (FFT) show that the dominant frequency is approximately equal to the blade passing frequency. The static pressure on the pressure side of hydrofoil on different stream surfaces remains almost consistent, and increases gradually from the blade inlet to the exit on the suction side at different time steps. The axial velocity distribution is periodic and is affected by the stator blade number at the rotor exit. The experimental results show that the flow is almost axial and the pre-rotation is very small at the rotor inlet under the conditions of 0.8 QN -1.2 QN Due to the clearance leakage, the pressure, circulation and meridional velocity at the rotor outlet all decrease near the hub leakage and tip clearance regions. 展开更多
关键词 axial-flow pump unsteady flow pressure fluctuation high efficiency flow field measurement
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NUMERICAL INVESTIGATION OF PERFORMANCE OF AN AXIAL-FLOW PUMP WITH INDUCER 被引量:60
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作者 LI Yao-jun WANG Fu-jun 《Journal of Hydrodynamics》 SCIE EI CSCD 2007年第6期705-711,共7页
The interaction of flow through the inducer and impeller of an axial-flow pump equipped with an inducer has significant effect on its performance. This article presents a recent numerical investigation on this topic. ... The interaction of flow through the inducer and impeller of an axial-flow pump equipped with an inducer has significant effect on its performance. This article presents a recent numerical investigation on this topic. The studied pump has an inducer with 3 blades mounted on a conical hub and a 6-blade impeller. The blade angle of the impeller is adjustable to generate different relative circumferential angles between the inducer blade trailing edge and the impeller blade leading edge. A computational fluid dynamics code was used to investigate the flow characteristics and performance of the axial-flow pump. For turbulence closure, the RNG k-ε model was applied with an unstructured grid system. The rotor-stator interaction was treated with a Multiple Reference Frame (MRF) strategy. Computations were performed in different cases: 7 different relative circumferential angles ( Δθ ) between the inducer blade trailing edge and the impeller blade leading edge, and 3 different axial gaps (G) between the inducer and the impeller. The variation of the hydraulic loss in the rotator was obtained by changing Δθ . The numerical results show that the pressure generated is minimum in the case of ( G = 3%D), which indicates that the interference between inducer and impeller is strong if the axial gap is small. The pump performances were predicted and compared to the experimental measurements. Recommendations for future modifications and improvements to the pump design were also given. 展开更多
关键词 axial-flow pump INDUCER CFD numerical simulation of flow
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Numerical analysis of cavitation within slanted axial-flow pump 被引量:27
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作者 张睿 陈红勋 《Journal of Hydrodynamics》 SCIE EI CSCD 2013年第5期663-672,共10页
In this paper, the cavitating flow within a slanted axial-flow pump is numerically researched. The hydraulic and cavitation performance of the slanted axial-flow pump under different operation conditions are estimated... In this paper, the cavitating flow within a slanted axial-flow pump is numerically researched. The hydraulic and cavitation performance of the slanted axial-flow pump under different operation conditions are estimated. Compared with the experimental hydraulic performance curves, the numerical results show that the filter-based model is better than the standard k-ε model to predict the parameters of hydraulic performancE. In cavitation simulation, compared with the experimental results, the proposed numerical method has good predicting ability. Under different cavitation conditions, the internal cavitating flow fields within slanted axial-flow pump are investigated. Compared with flow visualization results, the major internal flow features can be effectively grasped. In order to explore the origin of the cavitation performance breakdown, the Boundary Vorticity Flux (BVF) is introduced to diagnose the cavitating flow fields. The analysis results indicate that the cavitation performance drop is relevant to the instability of cavitating flow on the blade suction surface. 展开更多
关键词 slanted axial-flow pump CAVITATION filter-based model numerical simulation
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