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Data-driven neural networks for source localization and reconstruction using a planar array 数据驱动的神经网络用于平面阵列的源定位和重建
IF 1 4区 工程技术 Q2 Physics and Astronomy Pub Date : 2022-11-01 DOI: 10.1177/1475472X221136884
Sai Manikanta Kaja, Srinath Srinivasan, S. Chaitanya, Krishnamurthy Srinivasan
This study uses specialized deep neural networks comprising dense and convolutional neural networks to localize noise sources and reconstruct acoustic data on a reconstruction plane. The networks are trained on simulated acoustic data free from any form of noise in the signal. It is observed that neural networks can effectively localize monopole and dipole sources and reconstruct the acoustic data in reconstruction planes with higher accuracy than conventional methods. Performance of the networks is consistent over changes in some parameters like the source strength, noise in the input signal, and frequency range. Various tests are performed to assess the individual network performance. Results indicate that neural networks trained on a subset of the data are effective over the entire data set without significant bias or variance. Errors as low as 1% are observed, and the maximum error observed is below 5%. While reconstruction error decreased with an increase in the frequency of monopole sources, it increased with an increase in frequency for dipole sources.
本研究使用由密集神经网络和卷积神经网络组成的专业深度神经网络来定位噪声源,并在重建平面上重建声学数据。这些网络是在模拟的声学数据上训练的,信号中没有任何形式的噪声。结果表明,与传统方法相比,神经网络可以有效地定位单极子和偶极子源,并在重建平面上重建声学数据,具有更高的精度。网络的性能在一些参数的变化上是一致的,比如源强度、输入信号中的噪声和频率范围。执行各种测试来评估各个网络的性能。结果表明,在数据子集上训练的神经网络在整个数据集上是有效的,没有显著的偏差或方差。观察到的误差低至1%,最大误差低于5%。单极子源的重构误差随频率的增加而减小,而偶极子源的重构误差随频率的增加而增大。
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引用次数: 0
Numerical study on the noise propagation characteristics of rotor in non-uniform downwash flowfield Based on Linearized Euler Equations 基于线性Euler方程的非均匀下洗流场中转子噪声传播特性的数值研究
IF 1 4区 工程技术 Q2 Physics and Astronomy Pub Date : 2022-11-01 DOI: 10.1177/1475472X221136883
T. Yang, Xi Chen, Qi-jun Zhao, Guo-qing Zhao
To study the influence of non-uniform flowfield on the propagation characteristics of helicopter rotor noise, a Hybrid Computational Aeroacoustics (HCAA) method is developed. The acoustic source region is simulated by Computational Fluid Dynamics (CFD) technique with the Unsteady Reynolds Averaged Navier-Stokes equations (URANS) as the governing equations. Acoustic near-field is simulated by Computational Aeroacoustics (CAA) technique with the Linearized Euler Equations (LEE) as the governing equations, and the numerical discretization of the LEE is accomplished by Runge-Kutta Discontinuous Galerkin (RKDG) method. A novel acoustic source extraction method based on pressure and pressure gradient is proposed to accomplish the one-way CFD-CAA weak coupling. The HCAA method is validated through comparisons with noise experimental data of the UH-1H model rotor and the BO-105 model rotor. Based on the proposed HCAA method, the convection and refraction effects of rotor noise under different collective pitch angles are analyzed. The results show that the distortion effect of the rotor noise is most affected by the non-uniformly distributed downwash velocity field, resulting in an increment of acoustic energy below the rotor plane. The effect of non-uniformly distributed downwash velocity on noise propagation increases with the increase of the collective pitch angle. For the UH-1H model rotor, the maximum change of the sound pressure level is 0.8 dB (about 10% change of the effective sound pressure).
为了研究非均匀流场对直升机旋翼噪声传播特性的影响,提出了一种混合计算气动声学方法。以非定常雷诺平均Navier-Stokes方程为控制方程,采用计算流体动力学(CFD)技术对声源区进行了模拟。以线性化欧拉方程(LEE)为控制方程,采用计算气动声学(CAA)技术对声近场进行了模拟,并采用龙格-库塔间断伽辽金(RKDG)方法对LEE进行了数值离散。为了实现单向CFD-CAA弱耦合,提出了一种新的基于压力和压力梯度的声源提取方法。通过与UH-1H型转子和BO-105型转子的噪声实验数据的比较,验证了HCAA方法的有效性。基于所提出的HCAA方法,分析了不同桨距角下转子噪声的对流和折射效应。结果表明,非均匀分布的下洗速度场对转子噪声的畸变影响最大,导致转子平面以下的声能增加。非均匀分布的下洗速度对噪声传播的影响随着总桨距角的增大而增大。对于UH-1H型转子,声压级的最大变化为0.8dB(有效声压的变化约为10%)。
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引用次数: 2
Aerodynamic noise characteristics of non-circular cylinders in subcritical flow regime 亚临界流动状态下非圆形圆柱的气动噪声特性
IF 1 4区 工程技术 Q2 Physics and Astronomy Pub Date : 2022-11-01 DOI: 10.1177/1475472X221140869
Arun Mg, S. Tj
The present study experimentally investigates the aerodynamic noise from the flow around cylinders of square and equilateral triangle cross-sections at different angles of incidence (α). The cylinder models have a side dimension of 10 mm and a span of 300 mm. The free stream velocity (U 0 ) is in the range of 12–36 m/s, and the corresponding Reynolds numbers are 7.8 × 103 to 2.3 × 104, which is in the subcritical flow regime. The characteristic acoustic tones are generated at α = 30° and 45° for square and triangular cylinders. The frequency of acoustic tones linearly increases with the free stream velocity, and the corresponding Strouhal numbers are found to be in the range of 0.13–0.16. Depending on the angle of incidence, the overall sound pressure level is higher than the background noise by 4–24 dB for the square cylinder and 3–15 dB for the triangular cylinder at U 0 = 36 m/s. The highest noise level of the square cylinder is 90 dB at α = 45° and 79 dB at α = 30° for the triangular cylinder. The spectral scaling with the sixth power of the free stream velocity indicates the dipole behaviour of the acoustic tones. The mean and root-mean-square velocity profiles in the wake region characterise the noise emissions at different angles of incidence. The comparative acoustic study of the non-circular cylinders with a circular counterpart showed that the highest noise level is from the square cylinder at α = 45°. The directivity study shows that the noise level of the square cylinder at α = 45° at 90° angular location (θ) is higher by 6.5 dB than that at θ = 30°.
实验研究了不同入射角(α)下方形和等边三角形横截面圆柱绕流时的气动噪声。圆柱模型的侧面尺寸为10毫米,跨度为300毫米。自由流速度(u0)在12 ~ 36 m/s范围内,对应的雷诺数为7.8 × 103 ~ 2.3 × 104,处于亚临界流动状态。对于正方形圆柱体和三角形圆柱体,在α = 30°和45°处产生特征声学音调。声波频率随自由流速度线性增加,对应的Strouhal数在0.13 ~ 0.16范围内。根据入射角的不同,在u0 = 36 m/s时,方形圆柱体的总声压级比背景噪声高4-24 dB,三角形圆柱体的总声压级比背景噪声高3-15 dB。方形圆柱体在α = 45°时的最高噪声级为90 dB,三角形圆柱体在α = 30°时的最高噪声级为79 dB。自由流速度六次方的谱标度表明了声波的偶极子行为。尾迹区域的平均速度和均方根速度曲线表征了不同入射角下的噪声发射。非圆形圆柱体与圆形圆柱体的声学对比研究表明,在α = 45°处,方形圆柱体的噪声水平最高。指向性研究表明,在90°角位置(θ),当α = 45°时,方形圆柱体的噪声水平比θ = 30°时高6.5 dB。
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引用次数: 0
Guest editor biography 特邀编辑简介
IF 1 4区 工程技术 Q2 Physics and Astronomy Pub Date : 2022-11-01 DOI: 10.1177/1475472x221141788
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引用次数: 0
Experimental investigation of the laminar boundary layer vortex-shedding noise by an airfoil within a closed-vein wind tunnel 封闭翼形风洞内翼型层流边界层旋涡脱落噪声的实验研究
IF 1 4区 工程技术 Q2 Physics and Astronomy Pub Date : 2022-11-01 DOI: 10.1177/1475472X221136882
S. Redonnet, Thomas G Schmidt
This study concerns the experimental characterization of trailing edge noise, the understanding of which is crucial for mitigating acoustic pollution across major industries. An aeroacoustic experiment is carried out using a closed-vein wind tunnel to investigate the laminar boundary layer vortex-shedding (LBL-VS) noise of a symmetric NACA0021 airfoil in low Reynolds number flows (Re ≤ 163,500). Steady aerodynamic and acoustic measurements are performed, with numerous conditions covered (flow velocity from 10 m/s to 24.5 m/s, airfoil incidence from −10° to 10°). The aerodynamic results reveal that, in the pre-stall regime, the airfoil’ suction side exhibits both a laminar separation bubble (LSB) and a trailing edge detached flow – which both make LBL-VS noise likely to occur. The acoustic results reveal that, when at low speed and moderate incidence, the airfoil emits one to two tones, which can be both attributed to LBL-VS noise. In particular, their respective frequency is seen to scale as the 0.8th power of the flow velocity, whereas varying linearly with the incidence. At higher speeds, these two tones vanish to the profit of other, more intense tonal emissions, whose frequency does not scale with the velocity nor the incidence. These tones are attributed to resonance effects coming from a retroaction of the reverberant environment onto the LBL-VS noise emission, which then locks-on to some of the duct resonant frequencies via an acoustic feedback loop. Revealing indirectly the presence of the pre-existing LBL-VS noise, these resonant tones emerge only when the flow velocity and incidence obey specific conditions, namely a roughly linear relationship.
本研究关注后缘噪声的实验特征,了解后缘噪声对于减轻主要行业的声污染至关重要。采用闭脉风洞对对称型NACA0021机翼在低雷诺数(Re≤163500)条件下的层流边界层涡脱落(LBL-VS)噪声进行了研究。进行了稳定的空气动力学和声学测量,涵盖了许多条件(流速从10米/秒到24.5米/秒,翼型入射从- 10°到10°)。气动结果表明,在失速前,翼型的吸力侧既表现出层流分离泡(LSB)和尾缘分离流-两者都使LBL-VS噪声可能发生。声学结果表明,在低速和中等发生率时,翼型发出一到两个音调,这都可以归因于LBL-VS噪声。特别是,它们各自的频率被看作是流速的0.8次方,而与入射角呈线性变化。在更高的速度下,这两种音调会消失,而其他更强烈的音调则会消失,而这些音调的频率既不随速度变化也不随入射频率变化。这些音调归因于来自混响环境对LBL-VS噪声发射的反作用的共振效应,然后通过声学反馈回路锁定到一些管道谐振频率。这些共振音调只有在流速和入射服从特定条件,即大致线性关系时才会出现,间接揭示了先前存在的LBL-VS噪声的存在。
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引用次数: 0
Reduction of noise generated by cylinder-airfoil interaction using grooved structures on the upstream cylinder 利用上游汽缸上的沟槽结构减少汽缸-翼型相互作用产生的噪声
IF 1 4区 工程技术 Q2 Physics and Astronomy Pub Date : 2022-10-29 DOI: 10.1177/1475472X221136885
Chengchun Zhang, Xiaowei Sun, T. Du, Chun Shen, Zheng-wu Chen, Dong Liang, Jiale Zhao, Yingchao Zhang
The cylinder-airfoil interaction noise can be reduced by changing the shape of the leading edge of the downstream airfoil. Generally, this way not only can reduce the interaction noise at middle and high frequency, but also can change the peak noise at the low frequency. This study attempts to affect the cylinder-airfoil interaction noise from the perspective of reducing the intensity of the upstream wake shedding vortex. In order to achieve this target, the equally spaced grooves were cut into the upstream cylinder, and the acoustic wind tunnel tests at various incoming velocities (20–60m·s−1) were conducted to compare the interaction noise of cylinder-airfoil (NACA0012) models. It is found that the grooved structure can effectively reduce the peak noise at characteristic frequencies bellow 1000 Hz and the broadband noise in the mid-frequency ranging from 1000 Hz to 3000 Hz, especially for the higher incoming velocity. Thereinto, the peak noise and overall sound pressure level (OASPL) with the grooved cylinder are reduced by 13 dB and 7.2 dB, respectively at the incoming velocity of 60 m·s−1. The numerical simulations based on the large eddy simulation (LES) and Ffowcs Williams–Hawkings (FW-H) acoustic analogy were performed to further reveal the mechanisms of noise reduction when the velocity is 60 m·s−1. The results show that the vortex shedding from cylinder wake is suppressed by the grooved cylinder and the vortex structure at the leading edge of the airfoil is also cut into the small-scale vortex structures by the grooved structure. The pressure fluctuation amplitude and the peak value turbulent kinetic energy in the wake of the grooved cylinder are significantly reduced. In addition, the further spectrum analysis reveals that the weak correlation of the vortex shedding on the grooved cylinder could lead to the suppression of the pressure fluctuation in the cylinder wake, and thereby the interaction noise is significantly reduced.
通过改变下游翼型前缘的形状,可以降低汽缸与翼型的相互作用噪声。一般来说,这种方式不仅可以降低中高频的相互作用噪声,而且可以改变低频的峰值噪声。本研究试图从减小上游尾流脱落涡强度的角度来影响汽缸-翼型相互作用噪声。为了实现这一目标,在上游圆柱上切割等间距的凹槽,并在不同来流速度(20 ~ 60m·s−1)下进行了声学风洞试验,比较了NACA0012模型的圆柱-翼型相互作用噪声。研究发现,沟槽结构能有效降低1000 Hz以下特征频率处的峰值噪声和1000 ~ 3000 Hz中频处的宽带噪声,特别是对于较高的入射速度。其中,在入射速度为60 m·s−1时,带槽圆柱的峰值噪声和总声压级(OASPL)分别降低了13 dB和7.2 dB。基于大涡模拟(LES)和Ffowcs williams - hawkins (FW-H)声学模拟的数值模拟进一步揭示了速度为60 m·s−1时的降噪机理。结果表明:沟槽结构抑制了翼型尾迹涡脱落,并将翼型前缘涡结构切割成小尺度涡结构。槽形圆柱尾迹的压力波动幅值和湍流动能峰值明显减小。此外,进一步的频谱分析表明,沟槽筒体上旋涡脱落的弱相关性可以抑制筒体尾迹中的压力波动,从而显著降低相互作用噪声。
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引用次数: 2
Editorial 编辑
IF 1 4区 工程技术 Q2 Physics and Astronomy Pub Date : 2022-09-01 DOI: 10.1177/1475472x221112056
Yueping Guo
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引用次数: 0
Acoustic energy balances for sound radiated from duct exit with mean flow 具有平均流量的管道出口辐射声的声能平衡
IF 1 4区 工程技术 Q2 Physics and Astronomy Pub Date : 2022-09-01 DOI: 10.1177/1475472X221107363
S. Rienstra
An old model problem for the exchange of energy between sound field and mean flow by vortex shedding has been worked out in numerical detail. The analytically exact solution of the problem of reflection, diffraction and radiation of acoustic modes in a semi-infinite annular duct with uniform subsonic mean flow, including shedding of unsteady vorticity from the duct exit, allows a precise formulation of Myers’ energy for perturbations of an inviscid mean flow. The transmitted power P t in the duct and the radiated power P f in the far field differ by the amounts of hydrodynamic far field powers P H i inside and P H o outside the wake (vortex sheet) emanating from the duct edge, plus the power P w that disappears into the vortex sheet. This last component represents the source term in Myers’ energy equation. This is evidence of the non-conserved character of acoustic energy in mean flow, owing to the coupling of the acoustic field with the mean flow. P f , P H i and P H o are always positive. This is normally the case too for P w and P t . But for not too high frequencies or other circumstances where shed vorticity produces more sound than was necessary for its creation, P w and even P t may also be negative.
本文对涡旋脱落声场与平均流能量交换的一个老模型问题进行了数值计算。具有均匀亚音速平均流的半无限环形管道中声模的反射、衍射和辐射问题的解析精确解,包括管道出口的非定常涡量的脱落,允许对无粘平均流的扰动的迈尔斯能量的精确公式。管道内的传输功率pt和远场辐射功率pf的差异在于,从管道边缘发出的尾迹(旋涡片)内部和外部的流体动力远场功率ph i的量加上消失在旋涡片中的功率pw。最后一个分量表示Myers能量方程中的源项。由于声场与平均流的耦合作用,声能在平均流中具有非守恒性。P f, P H i和P H o总是正的。对于pw和pt通常也是这样。但如果频率不太高,或者在其他情况下,流涡产生的声音比产生它所必需的声音要多,那么pw甚至pt也可能是负的。
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引用次数: 1
Computationally efficient, frequency-domain quadrupole corrections for the Ffowcs Williams and Hawkings equation Ffowcs-Williams和Hawkins方程的高效频域四极校正
IF 1 4区 工程技术 Q2 Physics and Astronomy Pub Date : 2022-09-01 DOI: 10.1177/1475472X221107374
Tomoaki Ikeda, K. Yamamoto
In the present article, frequency-domain formulations of quadrupole corrections are derived in a computationally efficient form for the Ffowcs Williams and Hawkings (FW-H) equation with permeable control surfaces. Quadrupole corrections effectively reduce spurious noise associated with hydrodynamic fluctuations passing across integral surfaces, originally derived for Formulation 1A of Farassat in the time domain. When a corresponding frequency-domain formulation is sought, however, difficulty arises as its Green’s function is written in a convective form and different from that of Formulation 1A. First, the mathematical framework of the convective FW-H equation is shown to be equivalent to Formulation 1A by applying a simple Galilean transformation for rectilinear motion. Then, a frequency-domain formulation is derived via a Fourier transform applied directly to the time-domain quadrupole correction forms. The results of the derived formulation agree precisely with the time-domain solutions, in the verification study of vortex convection, as well as non-uniform entropy convection, in which spurious noise can be effectively removed by the present quadrupole correction integrals.
在本文中,对于具有可渗透控制面的Ffowcs-Williams和Hawkins(FW-H)方程,以计算有效的形式导出了四极校正的频域公式。四极校正有效地减少了与穿过积分表面的流体动力学波动相关的杂散噪声,该噪声最初是为时域中的Farassat公式1A推导的。然而,当寻求相应的频域公式时,会出现困难,因为它的格林函数是以对流形式写成的,与公式1A的格林函数不同。首先,通过对直线运动应用简单的伽利略变换,对流FW-H方程的数学框架被证明等价于公式1A。然后,通过直接应用于时域四极校正形式的傅立叶变换导出频域公式。在涡旋对流和非均匀熵对流的验证研究中,导出的公式的结果与时域解完全一致,其中通过现有的四极校正积分可以有效地去除杂散噪声。
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引用次数: 0
Subsonic jet noise source location as a function of nozzle exit boundary layer 亚音速射流噪声源位置与喷管出口边界层的关系
IF 1 4区 工程技术 Q2 Physics and Astronomy Pub Date : 2022-09-01 DOI: 10.1177/1475472X221107370
Nick P Breen, K. Ahuja
Over the years, there have been numerous studies on determining subsonic jet noise source locations, typically plotted as Strouhal number as a function of distance from the nozzle exit. A comparison of the results of various studies yields a spread of about two nozzle diameters in measured source location. This work examines how boundary layer thickness, which can vary from nozzle to nozzle, could be the cause of observed differences in different studies in subsonic jet noise source location. Source location measurements of unheated jets from ASME nozzles, which have comparably thinner nozzle exit boundary layers, and conical nozzles, which have comparably thicker nozzle exit boundary layers, are compared. These results are substantiated with the use of schlieren flow visualization and velocity profile measurements. It is found that the nozzles with thinner nozzle exit boundary layers have noise source distributions that are 0.25–2 diameters upstream of those with thicker nozzle exit boundary layers. Thinner nozzle exit boundary layers result in higher growth rates of instability waves, increasing mixing and thereby moving noise sources upstream.
多年来,已经进行了大量关于确定亚音速喷气噪声源位置的研究,通常绘制为与喷嘴出口距离成函数的斯特劳哈尔数。对各种研究结果的比较得出了在测量源位置上大约两个喷嘴直径的分布。这项工作考察了不同喷嘴的边界层厚度如何可能是亚音速喷气噪声源位置不同研究中观察到的差异的原因。比较了具有相对较薄的喷嘴出口边界层的ASME喷嘴和具有相对较厚的喷嘴出口边缘层的锥形喷嘴的未加热射流的源位置测量。这些结果通过纹影流动可视化和速度剖面测量得到了证实。研究发现,喷嘴出口边界层较薄的喷嘴的噪声源分布比喷嘴出口边界线较厚的喷嘴的上游直径为0.25–2。更薄的喷嘴出口边界层导致不稳定波的增长率更高,增加了混合,从而将噪声源向上游移动。
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引用次数: 1
期刊
International Journal of Aeroacoustics
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