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Effect of Blade Trimming Length on the Performance of Marine Centrifugal Pump 叶片修整长度对船用离心泵性能的影响
IF 1 4区 工程技术 Q4 MECHANICS Pub Date : 2023-11-01 DOI: 10.47176/jafm.16.11.1936
L. J. Zhai, H. X. Chen, Q. Gu, Z. Ma
To study the hydrodynamic characteristics of blade trimming length in centrifugal pumps, Delayed Detached Eddy Simulation (DDES) with nonlinear eddy viscosity was utilized to conduct unsteady calculations on the centrifugal pump. A comprehensive examination of the fluid dynamic properties of the centrifugal pump, including external features, flow conditions, and pressure fluctuations, was carried out. By applying the theory of entropy production, the areas of high energy loss within the centrifugal pump were identified, and the correlations between local entropy production, energy loss, and unsteady flow in different areas with varying blade trimming lengths were analyzed. The results indicate that with the increase in blade trimming length, under rated flow conditions, the head decreases by 1.8%, 3.2%, and 5.7% for different blade trimming lengths, respectively, compared to normal impellers. Similarly, the efficiency decreases by 0.5%, 0.8%, and 1.0% for different blade trimming lengths, respectively. Similar trends were observed under other working conditions as well. As the degree of blade trimming increases, the irreversible losses after the failure of the centrifugal pump also increase significantly, indicating that the flow inside the centrifugal pump becomes disorder. Blade trimming leads to a disorderly fluid flow inside the centrifugal pump, causing an increase in the radial force during operation, which in turn leads to an increase in vibration amplitude and affects its operational stability. Blade trimming failure has a significant impact on the frequency and amplitude of pressure pulsation, resulting in abnormal pressure pulsation and abnormal vibration of the centrifugal pump. Therefore, early warning and diagnosis of blade trimming can be achieved through pressure pulsation monitoring.
为了研究离心泵叶片修边长度的流体动力学特性,利用具有非线性涡粘性的延迟分离涡模拟(DDES)对离心泵进行了非定常计算。对离心泵的流体动力学特性进行了全面的检查,包括外部特征、流动条件和压力波动。应用熵产生理论,确定了离心泵内部能量损失较大的区域,并分析了不同修边长度区域内局部熵产生、能量损失和非定常流动之间的相关性。结果表明,随着叶片修边长度的增加,在额定流量条件下,与正常叶轮相比,不同修边长度下的水头分别下降1.8%、3.2%和5.7%。类似地,对于不同的刀片修剪长度,效率分别降低0.5%、0.8%和1.0%。在其他工作条件下也观察到类似的趋势。随着叶片修整程度的增加,离心泵故障后的不可逆损失也显著增加,表明离心泵内部的流动变得无序。叶片修整导致离心泵内部流体无序流动,导致运行过程中径向力增加,进而导致振动幅度增加,影响其运行稳定性。叶片修边故障对压力脉动的频率和幅度有很大影响,导致离心泵出现异常压力脉动和异常振动。因此,通过压力脉动监测可以实现叶片修边的预警和诊断。
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引用次数: 0
Comparative Study of OpenFOAM Solvers on Separation Pattern and Separation Pattern Transition in Overexpanded Single Expansion Ramp Nozzle 过膨胀单膨胀斜坡喷管分离模式与分离模式过渡的OpenFOAM求解器比较研究
IF 1 4区 工程技术 Q4 MECHANICS Pub Date : 2023-11-01 DOI: 10.47176/jafm.16.11.1751
T. Yu, Y. Yu, Y. P. Mao, Y. L. Yang, S. L. Xu
Flow separation in overexpanded single expansion ramp nozzles (SERN) involves complex phenomena, such as shock waves, expansion waves, turbulent boundary layers, and shear layers. Computational fluid dynamics plays a crucial role in studying unsteady flow behaviour in supersonic nozzles, allowing for an investigation into the dynamic flow field characteristics. However, the application of OpenFOAM as a numerical tool for studying SERN in the field of compressible flows, particularly in the overexpansion state where the flow field characteristics are more complex, has received relatively less attention. In this study, the flow field characteristics of an overexpanded SERN under different turbulence models are investigated through a combination of experiments and numerical calculations. The qualitative and quantitative predictive performance of two compressible flow solvers in OpenFOAM, namely, rhoCentralFOAM and sonicFOAM, are compared in terms of flow separation pattern and separation pattern transitions within the overexpanded SERN. The ability of rhoCentralFOAM and sonicFOAM to accurately predict complex flow states is evaluated. Results indicate that the numerical simulations conducted using rhoCentralFOAM and sonicFOAM successfully capture flow separation, separated shock waves, separated bubbles and shear layers for two types of restricted shock separation patterns at the same nozzle pressure ratio (NPR), demonstrating agreement with experimental results. However, sonicFOAM initiates the transition in the separation pattern 0.0773 NPR earlier than rhoCentralFOAM during the whole separation pattern transition process of the SERN. The transition process in sonicFOAM lasts longer and exhibits a greater variation in NPR. SonicFOAM fails to accurately predict certain aspects, such as the pressure rise after the separation bubble, the reattachment shock wave, and tends to overestimat the length of the separation shock length. Consequently, sonicFOAM cannot be recommended as a suitable solver for accurately capturing the separation pattern of an overexpanded nozzle.
过膨胀单膨胀斜坡喷嘴(SERN)内的流动分离涉及激波、膨胀波、湍流边界层和剪切层等复杂现象。计算流体力学在研究超声速喷管的非定常流动特性中起着至关重要的作用,它使研究动态流场特性成为可能。然而,在可压缩流动领域,特别是流场特征更为复杂的过膨胀状态下,将OpenFOAM作为研究SERN的数值工具,受到的关注相对较少。本文采用实验与数值计算相结合的方法,研究了不同湍流模式下过膨胀式SERN的流场特性。对比了OpenFOAM中两个可压缩流动求解器(rhoCentralFOAM和sonicFOAM)在过膨胀SERN内的流动分离模式和分离模式转换的定性和定量预测性能。评估了rhoCentralFOAM和sonicFOAM准确预测复杂流体状态的能力。结果表明,采用rhoCentralFOAM和sonicFOAM进行的数值模拟成功地捕获了相同喷嘴压力比(NPR)下两种受限激波分离模式下的流动分离、分离激波、分离气泡和剪切层,与实验结果吻合较好。然而,在整个SERN的分离模式转变过程中,sonicFOAM比rhoCentralFOAM更早地在0.0773 NPR的分离模式中开始转变。sonicFOAM的过渡过程持续时间更长,并且在NPR中表现出更大的变化。SonicFOAM不能准确预测分离泡后的压力上升、再附着激波等方面,并且容易高估分离激波长度。因此,sonicFOAM不能被推荐为准确捕获过膨胀喷嘴分离模式的合适求解器。
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引用次数: 0
Numerical Study of High-Speed Vertical Water Entry of Hollow Projectiles with Different Aperture Sizes and Velocities 不同孔径和速度空心弹丸高速垂直入水的数值研究
IF 1 4区 工程技术 Q4 MECHANICS Pub Date : 2023-11-01 DOI: 10.47176/jafm.16.11.1961
H. W. Fan, Z. G. Huang, H. Wang, Z. H. Chen, X. Y. Liu, F. J. Xiao, R. X. Qiu
The hollow projectile is a new type of projectile that has complex water entry hydrodynamics characteristics and has attracted significant attention in recent years. As such, it is important to investigate the effects of different entry velocities and aperture diameters on the cavity morphology, cavitation, dynamics, and motion characteristics of hollow projectiles when entering water at high speeds. In this study, four stages of an open cavity, cavity stretching, cavity closure, and cavity contraction in the water entry processes of a hollow projectile at 50–200 m/s and four aperture diameter projectiles at 100 m/s were studied using the volume of fluid (VOF), realizable k-ε turbulence, and Schnerr-Sauer cavitation model. With an increase in the speed, the depth of the cavity closure increases, thereby advancing the closure time. The timing of the surface closure at 50 m/s is clearly different from that at 100–200 m/s. Cavitation is not obvious and is near the cavity wall at 50 m/s, although the entire cavity is almost filled with vapor at 100–200 m/s. The friction resistance has two step points when impacting the water surface and entering the water completely. As the velocity increases or the aperture ratio reduces, the splash is higher, the cavity volume is larger, the cavitation phenomenon is more obvious, the cavity closure time is delayed, and the frictional resistance of the projectile is greater. The results of this study can guide the production and application of hollow projectiles in the future.
空心弹丸是一种具有复杂进水流体力学特性的新型弹丸,近年来引起了人们的广泛关注。因此,研究不同的进入速度和孔径对中空射弹高速进入水中时的空腔形态、空化、动力学和运动特性的影响是很重要的。在本研究中,使用流体体积(VOF)、可实现的k-ε湍流和Schnerr-Sauer空化模型,研究了50–200 m/s下空心弹丸和100 m/s下四孔径弹丸进水过程中的开放空腔、空腔拉伸、空腔闭合和空腔收缩四个阶段。随着速度的增加,空腔闭合的深度增加,从而提前了闭合时间。50 m/s下的表面闭合时间与100–200 m/s下的时间明显不同。空化不明显,在50 m/s的速度下靠近空腔壁,尽管整个空腔几乎充满了100–200 m/s的蒸汽。摩擦阻力在撞击水面和完全进入水中时有两个台阶点。随着速度的增加或孔径比的减小,飞溅越大,空腔体积越大,空化现象越明显,空腔闭合时间延迟,弹丸的摩擦阻力越大。研究结果对今后空心弹的生产和应用具有指导意义。
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引用次数: 0
Analysis of Macroscopic Cavitation Characteristics of a Self-Excited Oscillating Cavitation Jet Nozzle 自激振荡空化喷嘴的宏观空化特性分析
IF 1 4区 工程技术 Q4 MECHANICS Pub Date : 2023-11-01 DOI: 10.47176/jafm.16.11.1923
Y. Zhao, G. Li, Fei Zhao, X. Wang, W. Xu
The self-excited oscillating cavitation jet nozzle (SEOCJN) serves as a crucial component for converting hydrostatic energy into dynamic pressure energy and ensuring optimal hydraulic and cavitation performance of cavitating jets. Thus, it is of crucial significance to understand the cavitation characteristics and the influence law of SEOCJN for its extensive industrial applications. This paper utilizes numerical simulation methods to analyze the dynamic process of cavitation initiation, development, and outlet cavitation performance of SEOCJN. It explores the effects of inlet pressure and flow rate on the frequency characteristics of SEOCJN, and establishes a mathematical relationship between self-excited oscillation frequency and outlet flow frequency. The results indicate that the self-excited oscillation nozzle has an inlet diameter (D1) of 4.7 mm, an outlet diameter (D2) of 12.2 mm, a length (L) of 52 mm, a chamber diameter (D) of 83 mm, an oscillation angle of 120°, and an inlet pressure (Pin) of 4.8 MPa. At these parameters, the frequency of the pulse jet reaches 830.01 Hz, with an internal flow period of approximately 0.0024 s. The maximum vapor volume fraction is found to be located 0.28 m from the outlet of the SEOCJN. Furthermore, the frequency of self-excited oscillation pulse increases with an increase in inlet pressure. These findings provide a theoretical basis for the industrial application of self-excited oscillation cavitation jet nozzles.
自激振荡空化射流喷嘴(SEOCJN)是将静水能转化为动压能,保证空化射流水力和空化性能最佳的关键部件。因此,了解SEOCJN的空化特性及其影响规律对其广泛的工业应用具有重要意义。本文采用数值模拟的方法分析了SEOCJN空化产生、发展及出口空化性能的动态过程。研究了进口压力和流量对SEOCJN频率特性的影响,建立了自激振荡频率与出口流量频率之间的数学关系。结果表明:该自激振荡喷管的进口直径D1为4.7 mm,出口直径D2为12.2 mm,长度L为52 mm,腔室直径D为83 mm,振荡角120°,进口压力Pin为4.8 MPa。在这些参数下,脉冲射流的频率达到830.01 Hz,内部流动周期约为0.0024 s。最大蒸汽体积分数位于离SEOCJN出口0.28 m处。此外,自激振荡脉冲的频率随进口压力的增加而增加。这些研究结果为自激振荡空化喷嘴的工业应用提供了理论依据。
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引用次数: 0
Numerical Simulation of Underwater Supersonic Jet of Vehicle with Shell-Shaped Flow Control Structure 壳型流控结构水下超声速飞行器射流的数值模拟
IF 1 4区 工程技术 Q4 MECHANICS Pub Date : 2023-11-01 DOI: 10.47176/jafm.16.11.1874
C. Ruixiang, X. Muyao, W. Ying, Y. Chao, Y. Bin, L. Shipeng
When the underwater vehicle engine operates under the condition of over-expansion, the violent pulsation of the flow field pressure at the rear of the nozzle can cause violent fluctuations in engine thrust, leading to engine instability. In order to improve the engine's stability, this study drew inspiration from the wave attenuation characteristics of the shell-shaped surface texture structure and added a multi-layer shell-shaped texture structure to the rear wall to reduce pressure fluctuations in the flow field at the rear of the nozzle . Based on the numerical simulation method, the effects of different bionic shell-shaped structures on jet morphology, wall pressure and engine thrust were compared and analyzed. The results show that the multi-layer bionic shell-shaped texture structure can effectively inhibit the occurrence of periodic phenomena such as bulge, necking, and return stroke in the rear flow field, so as to effectively reduce the pressure fluctuation in the rear flow field of the nozzle. In addition, when the momentum thrust is almost unchanged, it is found through calculations that during the initial stage of the jet, the suppression of thrust is not significant. After 0.005 seconds, the oscillation amplitude of the combined force of pressure difference thrust and back pressure thrust decreased by 22%, and the oscillation amplitude of the total thrust decreased by 20%.
水下航行器发动机在过膨胀状态下工作时,喷管尾部流场压力的剧烈脉动会引起发动机推力的剧烈波动,导致发动机失稳。为了提高发动机的稳定性,本研究借鉴了壳形表面纹理结构的消波特性,在后壁面增加了多层壳形纹理结构,以减小喷管后部流场的压力波动。基于数值模拟方法,对比分析了不同仿生壳型结构对射流形态、壁面压力和发动机推力的影响。结果表明,多层仿生贝壳状纹理结构可以有效抑制后流场凸起、颈缩、回冲等周期性现象的发生,从而有效降低喷嘴后流场的压力波动。另外,在动量推力几乎不变的情况下,通过计算发现,在射流初始阶段,对推力的抑制并不显著。0.005秒后,压差推力和背压推力合力的振荡幅值减小22%,总推力的振荡幅值减小20%。
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引用次数: 0
Experimental Study on Wind Load and Wind-Induced Interference Effect of Three High-Rise Buildings 三栋高层建筑风荷载及风致干扰效应的试验研究
IF 1 4区 工程技术 Q4 MECHANICS Pub Date : 2023-11-01 DOI: 10.47176/jafm.16.11.1897
H. Cui, H. An, M. Ma, Z. Han, S. C. Saha, Q. Liu
Wind loads of high-rise buildings are a key parameter in architectural design. The magnitude and distribution characteristics of wind loads are of great importance for the safety and economy of structural design. The wind loads of high-rise buildings are quite different from those of monomer buildings. The wind-induced interference effect could significantly increase the local wind pressure of buildings, causing potential safety hazards for the main structure and enclosure structure. For the three common high-rise buildings, we adopted the wind tunnel test method to measure the surface pressure of each building. The corresponding Re number was 8.2×106. This paper studied the shape coefficients, fluctuating wind pressure coefficients and base bending moment coefficient of each building with different wind direction angles and different spacing ratios, and the maximum value of each parameter and the corresponding working condition were statistically analyzed. The results showed that, under any wind direction angle, the fluctuating wind pressure coefficients on all sides of the building were affected by the spacing ratio, and the fluctuation range was large. When the wind angle was 180º, the fluctuating wind pressure coefficients on the sides of Building 1 were most affected by the slope ratio. At this wind angle, the maximum value was 0.43 at a slope ratio of 5.0, which was 65% different from the minimum. Partition shape coefficients of some sides and top surfaces changed significantly with the spacing ratio. When the spacing ratio was 5.0, the base bending moment coefficients in the downwind and crosswind directions reached their maximum values, and the wind direction angles where the maximum values of the base bending moment coefficients in the downwind direction were 40º and 50º, respectively, and the wind direction angle where the maximum value of the base bending moment coefficients in the crosswind direction was 10º. Due to the influence of the wind angle and the building spacing ratio, the wind loads on the facades of the pyramidal group of buildings varied greatly, and the wind-induced interference effect was evident. The wind load between the building facades in the three buildings was different, and the wind disturbance effect was evident. Therefore, the most unfavorable stress state and interference state of the structure should be comprehensively considered in the wind resistance design of the three buildings. The building spacing ratio should preferably be set to 3.0, and wind angles of 10º, 40º, and 50º should be avoided whenever possible.
高层建筑的风荷载是建筑设计中的一个重要参数。风荷载的大小和分布特征对结构设计的安全性和经济性具有重要意义。高层建筑的风荷载与单体建筑的风荷载有很大的不同。风致干扰效应会显著增加建筑物局部风压,对主体结构和围护结构造成安全隐患。对于三个常见的高层建筑,我们采用风洞试验的方法来测量每个建筑的表面压力。对应的Re号为8.2×106。本文研究了不同风向角和不同间距比下每个建筑的形状系数、脉动风压系数和基础弯矩系数,并对各参数的最大值和相应的工况进行了统计分析。结果表明:在任意风向角下,建筑各侧风压系数波动均受间距比的影响,且波动幅度较大;当风角为180º时,1号楼两侧的脉动风压系数受坡比影响最大。在该风角下,坡度比为5.0时的最大值为0.43,与最小值相差65%。部分侧面和顶面分区形状系数随间距比变化显著。当间距比为5.0时,顺风方向和侧风方向的基础弯矩系数最大,顺风方向的基础弯矩系数最大的风向角分别为40º和50º,侧风方向的基础弯矩系数最大的风向角为10º。由于风角和建筑间距比的影响,金字塔建筑群外立面风荷载变化较大,风致干扰效应明显。3栋建筑立面间风荷载不同,风扰动效应明显。因此,在对三栋建筑进行抗风设计时,应综合考虑结构的最不利应力状态和干扰状态。建筑间距比最好设置为3.0,尽可能避免10º、40º、50º的风角。
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引用次数: 0
Numerical Investigation of Optimal Hydrodynamic Performance by Changing the Orifice Ratio and Relative Opening of a Land-Fixed Rectangular-based OWC 改变陆上固定矩形OWC孔口比和相对开度的最优水动力性能数值研究
IF 1 4区 工程技术 Q4 MECHANICS Pub Date : 2023-11-01 DOI: 10.47176/jafm.16.11.1799
S. Ranjan, †. P.DebRoy
The energy that can be extracted from the ocean is inexhaustible. An oscillating water column (OWC) is a wave energy converter that extracts this energy. A numerical investigation has been conducted by altering relative opening (α) and orifice ratio (τ) to assess the maximal energy of a land-fixed rectangular-based OWC model in a nonlinear wave field. The power of OWC has also been evaluated by the wave steepness (H/L) alteration. The numeric analysis has been imposed to obtain the optimal power using Fluent software in a three-dimensional tank. Validation of the present numeric model’s result correlates with the printed empirical data. The Finite Volume Method (FVM) solves RANS equations, and the relevant waves are generated at the inlet of the numerical tank by the inlet velocity approach. The efficiency (η) increases with relative openings (α) increase. The efficiency (η) decreases with wave steepness (H/L) increase. The η reaches the optimum shown in the study at H/L = 0.02 and τ = 1.03% for entire values of α. The excellent energy of around 71.3% is attained at α =75% and H/L = 0.02. This study is a highly relevant source of information that finds the optimal efficiency of a land-fixed rectangular base OWC and gives prior knowledge of the performance of OWC before the real-life experiment.
从海洋中提取的能量是取之不尽的。振荡水柱(OWC)是提取这种能量的波能转换器。通过改变相对开度(α)和孔口比(τ),对非线性波场中陆地固定矩形OWC模型的最大能量进行了数值研究。通过波浪陡度(H/L)的变化来评价OWC的威力。利用Fluent软件对一个三维油箱进行了数值分析,得到了最优功率。数值模型结果的验证与印刷的经验数据有关。有限体积法(FVM)求解了RANS方程,并通过入口速度法在数值坦克入口处产生相应的波。效率(η)随相对开度(α)的增大而增大。效率(η)随波浪陡度(H/L)的增大而减小。当H/L = 0.02和τ = 1.03%时,η值达到研究结果所示的最佳值。当α =75%, H/L = 0.02时,能达71.3%左右。本研究是一个高度相关的信息源,它找到了陆地固定矩形基OWC的最佳效率,并在实际实验之前给出了OWC性能的先验知识。
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引用次数: 0
Numerical Analysis of Transient Vortex Formation at the Outlet of a Tank Containing Gas-Liquid Phases 含气液相储罐出口瞬态涡形成的数值分析
IF 1 4区 工程技术 Q4 MECHANICS Pub Date : 2023-11-01 DOI: 10.47176/jafm.16.11.1942
M. Mohseni, M. K. Domfeh
One of the basic phenomena when a liquid leaves a tank is the formation of vortices. This phenomenon can have a significant impact on the liquid mass remaining in the tank and the ingress of air and bubbles into the system. As a result, the performance of the system can be disturbed. The purpose of this study is to numerically investigate the effect of gas pressure on vortex formation and critical height. It also verifies the relationships presented for turbulent viscosity. In addition, the near-wall behavior of the analytical relationships proposed for the tangential velocity is revised based on the boundary layer theory. Some common effective factors such as angular velocity, discharge time, and liquid height are also investigated. The volume of fluid (VOF) model and the Transitional SST k-ω turbulence model were used to solve the two-phase turbulent flow. The results show that increasing the gas pressure from 1 to 5 bar and its direct impact on the liquid surface significantly accelerates the formation of the vortex and the critical height. This phenomenon causes the air core to reach the inlet of the outlet pipe approximately 7 seconds earlier after the start of the liquid discharge. As a result, much more liquid mass remains in the tank. The increase in the angular velocity of the reference frame from 0.1 to 1 rad/s also causes the critical height to be reached much earlier and the remaining liquid mass to increase by 32 kg. In addition, the amount and variations of turbulent viscosity differ significantly from the semi-empirical constants, limiting their use to certain flows.
液体离开储罐时的一个基本现象是涡流的形成。这种现象会对储罐中剩余的液体质量以及空气和气泡进入系统产生重大影响。因此,系统的性能可能会受到干扰。本研究的目的是数值研究气体压力对涡流形成和临界高度的影响。它还验证了湍流粘度的关系。此外,基于边界层理论,对切向速度解析关系的近壁行为进行了修正。文中还研究了角速度、排出时间和液面高度等常见的影响因素。采用流体体积(VOF)模型和过渡SST k-ω湍流模型求解两相湍流。结果表明,将气体压力从1巴增加到5巴及其对液体表面的直接影响显著加速了涡流和临界高度的形成。这种现象导致空气芯在液体排放开始后大约提前7秒到达出口管的入口。因此,更多的液体质量保留在储罐中。参考系的角速度从0.1 rad/s增加到1 rad/s,也会导致临界高度提前达到,剩余液体质量增加32 kg。此外,湍流粘度的量和变化与半经验常数有很大差异,限制了它们在某些流动中的使用。
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引用次数: 0
Pressure Drop Prediction in Fluidized Dense Phase Pneumatic Conveying using Machine Learning Algorithms 基于机器学习算法的流化密相气力输送压降预测
IF 1 4区 工程技术 Q4 MECHANICS Pub Date : 2023-10-01 DOI: 10.47176/jafm.16.10.1869
J. Shijo, †. N.Behera
Modeling of pressure drop in fluidized dense phase conveying (FDP) of powders is a tough work as the flow comprises of various interactions among solid, gas and pipe wall. It is difficult to incorporate these interactions into a model. The pressure drop depends on flow, material and geometrical parameters. The existing models show high error when applied to other pipeline configurations of varying pipeline lengths or diameters. The current study investigates the capability of machine learning (ML) techniques to estimate the drop in pressure in FDP conveying of powders. Pneumatic conveying experimental data were used for training the network and then for predicting the pressure drop. For estimating the pressure drop, four distinct ML algorithms light gradient boosting machine (LighGBM)), multilayer perception (MLP), K-nearerst neighbors (KNN), extreme gradient boosting (XGBoost), and were selected. XGBoost model performed better than other models chosen for the study with ±5% error margin while training and testing the data, and ±10% error margin in validating the data. MLP, XGBoost, KNN, and LightGBM models predicted the data of pressure drop with MAE of 5.05, 1.19, 5.72, and 2.85, respectively, for training as well as testing data. Among the four models considered, the model using XGBoost algorithm performed the best, whereas the model using KNN algorithm performed poorly in predicting the FDP conveying pressure drop.
由于粉体流态化密相输送过程中存在固体、气体和管壁之间的多种相互作用,因此对流态化密相输送过程的压降建模是一项艰巨的工作。很难将这些相互作用合并到一个模型中。压降取决于流量、材料和几何参数。现有模型在应用于其他不同管道长度或管径的管道构型时,误差较大。目前的研究调查了机器学习(ML)技术的能力,以估计FDP输送粉末的压力下降。利用气力输送实验数据对网络进行训练,进而进行压降预测。为了估计压力降,我们选择了四种不同的ML算法:光梯度增强机(LighGBM)、多层感知(MLP)、k最近邻(KNN)、极端梯度增强(XGBoost)。XGBoost模型在训练和测试数据时的误差范围为±5%,在验证数据时的误差范围为±10%,优于本研究选择的其他模型。MLP、XGBoost、KNN和LightGBM模型对训练和测试数据的压降预测MAE分别为5.05、1.19、5.72和2.85。在四种模型中,使用XGBoost算法的模型在预测FDP输送压降方面表现最好,而使用KNN算法的模型在预测FDP输送压降方面表现较差。
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引用次数: 0
Simulation of the Hydraulic Performance of Parallel Pivot Weirs with Different Angles 不同角度平行枢轴堰水力性能仿真
IF 1 4区 工程技术 Q4 MECHANICS Pub Date : 2023-10-01 DOI: 10.47176/jafm.16.10.1796
B. Khatamipour, A. Khosrojerdi, M. R. Kavianpour, M. G. Hassanabad
Pivot weirs are one of the most important structures for regulating the water level in rivers and canals. These weirs are constructed with one or more gates in a row in the waterways. Changing the angle of each gate is done individually with an independent system. Based on available information, the hydraulic performance of this type of weirs (especially in several gates and different angles) in different operational conditions has not been investigated. In present study, pivot weirs with two gates are simulated using Ansys CFX software with the angles of 27.8 to 90 degree and the discharges between 40 to 130 L/s. Further, the importance of the open space between the two adjacent weirs with different angles (lack of retail wall) and its hydraulic behavior have been studied. The model was calibrated based on valid laboratory data and using the K-ϵ turbulence model. Therefore, the weirs with equal angles were studied in the first step. In this case, the effective discharge angle coefficient was studied and its maximum value compared to the vertical angle was obtained 1.076 for the angle of 52°. Furthermore, relationships for discharge coefficient versus upstream water depth were developed. In the next step, the effective length of the crest was found to be increases by 30% under unequal angles operation and the discharge coefficient raised by 1.3 to 2.4 times. Also, it was recognized that, in case of two weirs with unequal angles, about 26% to 69% of the flow passes through the distance between the two weirs. Therefore, the performance of unequal angles operation seems to be more effective in controlling the water level and discharge in different conditions and especially in flood events.
枢纽堰是调节河渠水位的重要建筑物之一。这些堰在水道中建造有一个或多个成排的闸门。通过一个独立的系统单独改变每个闸门的角度。根据现有信息,尚未对这种类型的堰(特别是在几个闸门和不同角度)在不同操作条件下的水力性能进行研究。在本研究中,使用Ansys CFX软件模拟了具有两个闸门的枢轴堰,角度为27.8至90度,流量在40至130L/s之间。此外,还研究了不同角度(缺少零售墙)的两个相邻堰之间开放空间的重要性及其水力行为。该模型基于有效的实验室数据并使用K-ε湍流模型进行了校准。因此,在第一步中对等角堰进行了研究。在这种情况下,对有效流量角系数进行了研究,在52°的角度下,其与垂直角相比的最大值为1.076。此外,还建立了流量系数与上游水深的关系。在下一步中,发现在不等角度操作下,坝顶的有效长度增加了30%,流量系数提高了1.3至2.4倍。此外,人们认识到,在两个角度不等的堰的情况下,大约26%至69%的流量通过两个堰之间的距离。因此,在不同条件下,尤其是在洪水事件中,不等角运行在控制水位和流量方面似乎更有效。
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Journal of Applied Fluid Mechanics
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