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Deep Learning Based Obstacle Awareness from Airborne Optical Sensors 基于深度学习的机载光学传感器障碍物感知
4区 工程技术 Q1 Engineering Pub Date : 2023-10-01 DOI: 10.4050/jahs.68.042012
Manogna Ammalladene-Venkata, Omkar Halbe, Christian Seidel, Christine Groitl, Lothar Kramel, Christoph Stahl, Heiko Seidel
Aviation statistics identify collision with terrain and obstacles as a leading cause of helicopter accidents. Assisting helicopter pilots in detecting the presence of obstacles can greatly mitigate the risk of collisions. However, only a limited number of helicopters in operation have an installed helicopter terrain awareness and warning system (HTAWS), while the cost of active obstacle warning systems remains prohibitive for many civil operators. In this work, we apply machine learning to automate obstacle detection and classification in combination with commercially available airborne optical sensors. While numerous techniques for learning-based object detection have been published in the literature, many of them are data and computation intensive. Our approach seeks to balance the detection and classification accuracy of the method with the size of the training data required and the runtime. Specifically, our approach combines the invariant feature extraction ability of pretrained deep convolutional neural networks (CNNs) and the high-speed training and classification ability of a novel, proprietary frequency-domain support vector machine (SVM) method. We describe our experimental setup comprising the CNN + SVM model and datasets of predefined classes of obstacles—pylons, chimneys, antennas, TV towers, wind turbines, helicopters—synthesized from prerecorded airborne video sequences of low-altitude helicopter flight. We analyze the detection performance using average precision, average recall, and runtime performance metrics on representative test data. Finally, we present a simple architecture for real-time, onboard implementation and discuss the obstacle detection performance of recently concluded flight tests.
航空统计表明,与地形和障碍物的碰撞是直升机事故的主要原因。协助直升机驾驶员探测障碍物的存在可以大大降低碰撞的风险。然而,只有有限数量的直升机在操作中安装了直升机地形感知和预警系统(HTAWS),而主动障碍物预警系统的成本对于许多民用运营商来说仍然是令人望而却步的。在这项工作中,我们将机器学习应用于与商用机载光学传感器相结合的自动障碍物检测和分类。虽然文献中已经发表了许多基于学习的目标检测技术,但其中许多技术都是数据和计算密集型的。我们的方法旨在平衡方法的检测和分类精度与所需训练数据的大小和运行时间。具体来说,我们的方法结合了预训练深度卷积神经网络(cnn)的不变特征提取能力和一种新颖的专有频域支持向量机(SVM)方法的高速训练和分类能力。我们描述了我们的实验设置,包括CNN + SVM模型和预定义障碍物类别的数据集-塔,烟囱,天线,电视塔,风力涡轮机,直升机-从低空直升机飞行的预先录制的机载视频序列合成。我们使用代表性测试数据上的平均精度、平均召回率和运行时性能指标来分析检测性能。最后,我们提出了一个简单的实时、机载实现架构,并讨论了最近完成的飞行测试的障碍物检测性能。
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引用次数: 0
Dynamic Load Analysis of Motion Converter Ball Bearings in a Pericyclic Transmission 周圈传动运动变换器球轴承的动载荷分析
4区 工程技术 Q1 Engineering Pub Date : 2023-10-01 DOI: 10.4050/jahs.68.042005
Nick J. Weinzapfel, Nathan W. Bolander, Tanmay D. Mathur, Hans DeSmidt, Edward C. Smith
Performance of ball bearings in the motion converter subassembly of an internally driven, single-speed, torque-split, twin configuration pericyclic transmission prototype is evaluated to extend the analytical knowledge base on this innovative transmission concept. A dynamic model of the transmission is developed with high-fidelity models of the installed rolling element bearings to determine their reactions. Attention is focused on the pair of ball bearings supporting the motion converter subassembly which are subjected to a complex combination of loads, including radial and axial forces, moments, carrier motion, and possibly internal preload. Then the influence of internal axial clearance and preload on the behavior of the rolling elements is analyzed with a fully dynamic ball bearing model. Provisions to consider the carrier motion and a robust integration algorithm for component orientations are presented. Finally, a microstructure-based fatigue life simulation of the critical bearing component is performed to demonstrate the effect of clearance/preload on bearing reliability.
评估了一种内驱动、单速、扭矩分裂、双配置周圈传动原型的运动变换器组件中的球轴承的性能,以扩展这一创新传动概念的分析知识基础。利用安装的滚动轴承的高保真模型建立了传动的动力学模型,以确定它们的反应。注意力集中在支持运动转换器组件的一对球轴承上,它们受到复杂的载荷组合,包括径向和轴向力,力矩,载体运动,以及可能的内部预载荷。采用全动态球轴承模型,分析了轴向内间隙和预紧力对滚动体性能的影响。提出了考虑载体运动的规定和一种鲁棒的分量方向积分算法。最后,对轴承关键部件进行了基于微观结构的疲劳寿命模拟,以验证间隙/预紧力对轴承可靠性的影响。
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引用次数: 0
Analytical Model Development for Rotors Hovering Above Heaving Surfaces 旋翼悬停升沉面分析模型的建立
4区 工程技术 Q1 Engineering Pub Date : 2023-10-01 DOI: 10.4050/jahs.68.042007
Joseph Milluzzo, John K. Tritschler, Scott Davids
A potential flow model was developed for rotors hovering in-ground-effect above a heaving surface using a similar methodology to classical, analytical, static ground effect models. Experimental performance measurements for rotors hovering above a surface undergoing single degree-of-freedom heaving motion were used for model validation, and potential mission trends were generated for a representative naval helicopter. Unlike prior empirical models, the current model was able to capture the effect of rotor hub height as well as ground motion parameters. A new thrust ratio was proposed that compared the thrust produced in-ground-effect above a heaving surface to that produced above a static surface. Better agreement was found to occur at the higher collective pitch settings and hub heights, with the model predicting the classical thrust ratio within 5% of the measured value for approximately 75% of the test points. The thrust ratio relative to a static surface was found to produce better agreement, and approximately 80% of the experimental tests points were predicted within 5% of the measured value.
采用与经典的、解析的、静态的地面效应模型相似的方法,建立了旋翼悬停在地面效应上的势流模型。利用旋翼在水面悬停进行单自由度升沉运动的实验性能测量对模型进行了验证,并对具有代表性的海军直升机产生了潜在的任务趋势。与以往的经验模型不同,目前的模型能够捕捉转子轮毂高度以及地面运动参数的影响。提出了一种新的推力比,将升沉表面上产生的地效推力与静态表面上产生的地效推力进行比较。在较高的集体螺距设置和轮毂高度下,模型预测的经典推力比在大约75%的测试点的测量值的5%以内。相对于静态表面的推力比被发现产生了更好的一致性,并且大约80%的实验测试点被预测在实测值的5%以内。
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引用次数: 0
High-Speed Rotorcraft Pitch Axis Response Type Investigation 高速旋翼机俯仰轴响应类型研究
4区 工程技术 Q1 Engineering Pub Date : 2023-07-01 DOI: 10.4050/jahs.68.032001
Tom Berger, Mark B. Tischler, Joseph F. Horn
This paper presents a systematic investigation of high-speed rotorcraft pitch-axis response types, command models, and handling qualities specifications. The investigation was done using two future vertical lift-relevant rotorcraft configurations—a lift offset coaxial helicopter with a pusher propeller and a tiltrotor. Five response types were investigated, consisting of a pitch rate-command/attitude-hold response type typically used for rotorcraft, a pitch rate-command/attitude-hold response type using a higher-order command model based on the conventional airplane pitch rate transfer function, a normal acceleration command/angle-of-attack hold response type, a flight path rate command/flight path hold response type, and a "blended" flight path rate command response type which varies the command model bandwidth based on stick input size. Designs of varying levels of pitch attitude bandwidth, flight path bandwidth, control anticipation parameter, and pitch attitude dropback were evaluated in a piloted simulation experiment conducted at the Penn State Flight Simulator facility using two high-speed mission task elements. The results of the piloted simulation suggest that both the pitch attitude bandwidth and the pitch attitude dropback requirements must be met for Level 1 handling qualities. A set of recommended specifications and associated updated level boundaries is provided in the Appendix.
本文系统地研究了高速旋翼机的俯仰轴响应类型、指挥模型和操纵质量规范。该研究使用了两种未来垂直升力相关的旋翼机配置-升力偏移同轴直升机与推进螺旋桨和倾转旋翼。研究了五种响应类型,包括旋翼飞机通常使用的俯仰率-命令/姿态保持响应类型,使用基于传统飞机俯仰率传递函数的高阶命令模型的俯仰率-命令/姿态保持响应类型,普通加速度命令/迎角保持响应类型,航迹率命令/航迹保持响应类型,以及一种“混合”航路速率命令响应类型,该类型根据操纵杆输入大小改变命令模型带宽。在宾夕法尼亚州立大学飞行模拟器设施中,利用两个高速任务单元,对不同水平的俯仰姿态带宽、飞行路径带宽、控制预估参数和俯仰姿态后降设计进行了评估。导航仿真结果表明,俯仰姿态带宽和俯仰姿态回降都必须满足1级操纵质量的要求。附录提供了一套建议的规范和相关的更新级别边界。
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引用次数: 0
Performance and Loads of a Wing-Offset Compound Helicopter 机翼偏置复合直升机的性能和载荷
4区 工程技术 Q1 Engineering Pub Date : 2023-07-01 DOI: 10.4050/jahs.68.032002
Daniel Escobar, Hyeonsoo Yeo
Analysis of a hingeless rotor with a single wing on the retreating side for lift compounding was conducted. The goals included validation of performance and load predictions with wind tunnel test data, study of the impact of different aerodynamic inflow models, and understanding of benefits by lift compounding with a single wing on the retreating side. The three primary test cases include collective sweeps of the isolated rotor, and the rotor with the wing, at two different incidence angles. The comprehensive analysis was able to accurately predict the performance and blade structural loads of both the isolated rotor and rotor plus wing configurations. Overprediction of propulsive force leads to underprediction of lift-to-drag ratio in several cases. The normal bending moments were well captured for all cases, while the chord bending moment predictions had a phase offset from the test data, but magnitude and harmonics were captured. Comparing inflow models found that dynamic inflow and vortex wake (prescribed and free) models provided similar results. At these advance ratios, prescribed and free wake models showed almost no differences. Additionally, the vortex particle method showed an overprediction of thrust and greater rotorto-wing aerodynamic interference compared to test data. The addition of the wing on the retreating side provided dual benefits of increasing maximum lift-to-drag ratio and reduction of structural loads for a given total thrust. These effects are a result of both lift share between the rotor and wing, and lift offset, the rotor carries a roll moment to balance the wing's roll moment.
对一种后撤侧单翼无铰转子进行了升力复合分析。目标包括利用风洞试验数据验证性能和载荷预测,研究不同气动流入模型的影响,以及了解在后退侧采用单翼复合升力的好处。三个主要测试用例包括隔离转子和带翼转子在两种不同入射角下的集体扫掠。综合分析能够准确预测转子隔离和转子加翼两种构型的性能和叶片结构载荷。在某些情况下,对推进力的过度预测会导致升阻比的低估。所有情况下的正常弯矩都被很好地捕获,而和弦弯矩预测与测试数据有相位偏移,但幅度和谐波被捕获。对比入流模型发现动态入流模型和旋涡尾迹模型(规定模型和自由模型)的结果相似。在这些超前比下,规定尾流模型和自由尾流模型几乎没有差异。此外,与测试数据相比,涡旋粒子法对推力的预测过高,旋翼气动干扰更大。在后退侧增加机翼提供了双重好处,增加了最大升阻比,并减少了给定总推力下的结构负载。这些影响是由于转子和机翼之间的升力份额和升力抵消,转子携带一个滚转力矩来平衡机翼的滚转力矩。
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引用次数: 0
Observers for Robust Rotor State Estimation 鲁棒转子状态估计的观测器
4区 工程技术 Q1 Engineering Pub Date : 2023-07-01 DOI: 10.4050/jahs.68.032005
Omkar Halbe, Manfred Hajek, Florian Holzapfel
The paper discusses the synthesis of linear and nonlinear observers to estimate rotor states from fuselage state measurements alone. First, the paper reviews two forms of the classical Luenberger linear observer applied to the rotor state estimation problem and identifies some limitations thereof. Thereafter, the paper proposes a new robust nonlinear discontinuous observer based on the sliding mode theory to simultaneously estimate rotor flapping and lead-lagging states from fuselage state measurements. For this new nonlinear observer, the paper presents stability analyses to determine conditions that guarantee rotor state estimation accuracy despite unknown but bounded turbulence input. The nonlinear observer also lends itself to the online and real-time estimation of the unknown turbulence input. Simulation results in calm and turbulent air conditions highlight the efficacy and performance of the nonlinear discontinuous observer. Such rotor state observers could provide an independent source of online and real-time rotor states estimates to complement or supplement in situ rotor state measurement apparatus for various flight control and health-monitoring functions.
本文讨论了综合线性观测器和非线性观测器,仅从机身状态测量来估计旋翼状态。首先,本文回顾了两种用于转子状态估计问题的经典Luenberger线性观测器,并指出了其局限性。在此基础上,提出了一种新的基于滑模理论的鲁棒非线性不连续观测器,可从机身状态测量中同时估计旋翼扑动和前置滞后状态。对于这种新的非线性观测器,本文进行了稳定性分析,以确定在未知但有界的湍流输入下保证转子状态估计精度的条件。非线性观测器也适用于对未知湍流输入的在线和实时估计。在平静和湍流条件下的仿真结果突出了非线性不连续观测器的有效性和性能。这种旋翼状态观测器可以提供一个独立的在线和实时旋翼状态估计来源,以补充或补充各种飞行控制和健康监测功能的原位旋翼状态测量设备。
{"title":"Observers for Robust Rotor State Estimation","authors":"Omkar Halbe, Manfred Hajek, Florian Holzapfel","doi":"10.4050/jahs.68.032005","DOIUrl":"https://doi.org/10.4050/jahs.68.032005","url":null,"abstract":"The paper discusses the synthesis of linear and nonlinear observers to estimate rotor states from fuselage state measurements alone. First, the paper reviews two forms of the classical Luenberger linear observer applied to the rotor state estimation problem and identifies some limitations thereof. Thereafter, the paper proposes a new robust nonlinear discontinuous observer based on the sliding mode theory to simultaneously estimate rotor flapping and lead-lagging states from fuselage state measurements. For this new nonlinear observer, the paper presents stability analyses to determine conditions that guarantee rotor state estimation accuracy despite unknown but bounded turbulence input. The nonlinear observer also lends itself to the online and real-time estimation of the unknown turbulence input. Simulation results in calm and turbulent air conditions highlight the efficacy and performance of the nonlinear discontinuous observer. Such rotor state observers could provide an independent source of online and real-time rotor states estimates to complement or supplement in situ rotor state measurement apparatus for various flight control and health-monitoring functions.","PeriodicalId":50017,"journal":{"name":"Journal of the American Helicopter Society","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136261124","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hover Dynamics and Flight Control of a UAM-Scale Quadcopter With Hybrid RPM and Collective Pitch Control 带有混合转速和集体俯仰控制的uam级四轴飞行器的悬停动力学和飞行控制
4区 工程技术 Q1 Engineering Pub Date : 2023-04-01 DOI: 10.4050/jahs.68.022012
Ariel Walter, Michael McKay, Robert Niemiec, Farhan Gandhi, Tom Berger
Hover analysis is performed on a 1200-lb gross weight UAM-scale quadcopter with both variable rotor speed and collective pitch control. With these redundant controls, the hover performance and flight dynamics are considered at three trim points, where power consumption can be increased to improve authority of the pitch inputs for changes in rotor thrust. An explicit model following control laws is optimized using CONDUIT R to meet ADS-33E-PRF handling qualities specifications, with design margin optimization on each axis. The responses of the linearized system are examined with either control type, and pitch control is shown to outperform RPM-control in heave, while the opposite is true for yaw. Trim in axial climb is simulated, where the collective pitch can be scheduled with the climb rate to maintain effective stall margin. Hybrid control mixing is implemented using a complementary filter, allowing the aircraft to use pitch control for short-term responses and RPM control for trim. The benefits of this hybrid control scheme are demonstrated through simulation of hot/high/heavy conditions, where trimming with RPM control allows the pitch actuators to maintain margin for maneuvers. It is concluded that hybrid control allows the aircraft to reap the benefits of pitch control for maneuverability while maintaining stall margin by using RPM control for trim.
悬停分析是在一架总重1200磅的uam级四轴飞行器上进行的,该飞行器具有可变旋翼速度和集体俯距控制。有了这些冗余的控制,悬停性能和飞行动力学被考虑在三个修剪点上,在那里可以增加功率消耗,以提高俯仰输入的权威,以改变转子推力。利用CONDUIT R优化了遵循控制律的显式模型,以满足ADS-33E-PRF处理质量规范,并对每个轴进行了设计余量优化。研究了两种控制方式下线性化系统的响应,俯仰控制在升沉时优于转速控制,而在偏航时则相反。在轴向爬升修剪是模拟,其中集体俯仰可以安排与爬升率,以保持有效的失速裕度。混合控制混合使用一个互补的过滤器,允许飞机使用俯仰控制短期响应和RPM控制修剪。这种混合控制方案的优势通过热/高/重条件的模拟得到证明,其中微调与RPM控制允许俯仰执行器保持机动余量。得出的结论是,混合控制允许飞机获得的优势,为机动性的俯仰控制,同时保持失速裕度,通过使用转速控制修剪。
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引用次数: 0
Numerical Simulations of the Adverse Effects of Rain on Airfoil And Rotor Aerodynamic Characteristics 雨对翼型和旋翼气动特性不利影响的数值模拟
4区 工程技术 Q1 Engineering Pub Date : 2023-04-01 DOI: 10.4050/jahs.68.022004
Aishwerya S. Gahlot, Ritu M. Eshcol, Lakshmi N. Sankar, Richard E. Kreeger
There is a significant interest in improving the performance of rotors under adverse operating conditions. However, there is a very limited understanding of the performance implications on two-dimensional (2D) airfoils and rotor blades under adverse effects of rainfall. Furthermore, the fundamental physical phenomena causing the loss in performance are not clearly understood. In this study, low-fidelity models are first developed to rapidly estimate the water layer formation on 2D airfoils and assess the resulting impact on lift and drag characteristics. The low-fidelity simulations are also useful to obtain quick estimates of water layer thickness as a function of liquid water content and droplet diameter. Subsequently, computational fluid dynamics studies for 2D airfoils and a small-scale rotor in hover are done to obtain more accurate estimates of the effects of rain on airfoil performance and match test data where available. Higher fidelity parametric studies for various airfoils were conducted by varying angles of attack, the liquid water content in the rain droplets, and the droplet diameters to capture trends in performance degradation. The resulting trends match the trends from the test data reasonably well. The higher fidelity airfoil loads are subsequently used within a classical combined blade element-momentum model to assess the loss of performance attributable to rain for a small-scale rotor. The present studies indicate a significant loss in thrust production, a rise in the power requirement, and a reduction in the figure of merit for small-scale rotors caused by rain.
在不利的操作条件下,改善转子的性能是一个重要的兴趣。然而,对二维(2D)翼型和旋翼叶片在降雨不利影响下的性能影响的理解非常有限。此外,导致性能下降的基本物理现象还不清楚。在这项研究中,首先开发了低保真模型来快速估计二维翼型上水层的形成,并评估由此对升力和阻力特性的影响。低保真度模拟也有助于快速估计水层厚度作为液态水含量和液滴直径的函数。随后,对二维翼型和小型旋翼进行了计算流体动力学研究,以更准确地估计雨对翼型性能的影响,并在可用的情况下匹配测试数据。通过不同的迎角、雨滴中的液态水含量和水滴直径,对不同翼型进行了更高保真度的参数研究,以捕捉性能下降的趋势。所得到的趋势与测试数据的趋势相当吻合。更高保真度的翼型载荷随后在一个经典的组合叶片元素动量模型中使用,以评估小型转子的性能损失归因于雨。目前的研究表明,在推力生产的重大损失,在功率需求的上升,并在小型转子的优点数字减少,由雨引起的。
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引用次数: 0
Prediction of Motion Sickness Onset for Vertical Lift Applications 垂直升降应用的运动病发病预测
4区 工程技术 Q1 Engineering Pub Date : 2023-04-01 DOI: 10.4050/jahs.68.022001
Philippe J. Petit
It is foreseen that in the upcoming application of (electric) urban air taxis, the comfort of ride and especially the experience of motion sickness will play a vital role in acceptance among passengers and therefore economic success of these vehicles. For this reason, accurate motion sickness prediction models are needed, which later can be employed for, for example, kinetosislow trajectory generation. Established motion sickness models like the ISO 2631 standard, however, only take into account the vertical translational axis and no rotational axis. For this reason, the 6-degrees-of-freedom Kamiji motion sickness model is selected and modified in order to circumvent unsatisfactory prediction results with this model. Subsequently, the parameters of this model are retuned by employing an optimization approach based on published experimental data. It is then shown that with this approach, the modified Kamiji model is better suited for predicting the motion sickness results of this dataset. In the future, this model shall be tested and validated via a series of flight tests with test subjects in DLR's BO-105 helicopter.
可以预见,在即将到来的(电动)城市空中出租车的应用中,乘坐的舒适性,特别是晕动病的体验,将在乘客的接受度和这些车辆的经济成功方面发挥至关重要的作用。因此,需要精确的晕动病预测模型,这些模型以后可以用于例如运动缓慢轨迹的生成。然而,像ISO 2631标准这样建立的晕动病模型只考虑了垂直平移轴而没有旋转轴。为此,选择并修正了6自由度的Kamiji晕动病模型,以避免该模型预测结果不理想的问题。然后,采用基于已发表实验数据的优化方法返回该模型的参数。然后表明,使用这种方法,改进的Kamiji模型更适合预测该数据集的晕动病结果。未来,该模型将在DLR的BO-105直升机上进行一系列的飞行测试和验证。
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引用次数: 0
Transient and Quasi-steady Numerical Simulations of Tiltrotor Conversion Maneuvers 倾转旋翼转换机动的瞬态和准稳态数值模拟
4区 工程技术 Q1 Engineering Pub Date : 2023-04-01 DOI: 10.4050/jahs.68.022003
Steven A. Tran, Hyeonsoo Yeo
The goal of this work is to characterize the ability of current numerical tools such as Comprehensive Analysis (CA) and computational fluid dynamics (CFD) to model the aeromechanics of a tiltrotor undergoing a transient conversion maneuver. First, a simplified model is used to quantify the differences in predicted loads between a simulation of a transient maneuver and those of several quasi-steady simulations. This analysis showed that quasi-steady simulations were an efficient and accurate method for modeling transient maneuvers. Next, the full XV-15 tiltrotor was studied using coupled CFD/CA quasi-steady and standalone CA transient maneuver simulations. Analysis and comparisons are made in terms of the rotor performance, trim, aerodynamic loads and interference, as well as the structural and vibrational loads. Nonlinear effects such as blade-wake interactions and aerodynamic interferences between the rotor and the wings were significant at the beginning and end of the conversion maneuver, respectively. As such, CA showed good agreement with CFD/CA at moderate airspeeds during conversion but struggled at low speeds and during cruise. Overall this work highlights the need for coupled CFD/CA analysis for capturing the complexities of tiltrotor conversion maneuvers. Coupled together, the simulations leverage the strengths offered by each tool and have the capability to accurately model the aerodynamic and structural dynamics of proprotors and tiltrotors at relevant operating conditions.
这项工作的目的是表征当前数值工具的能力,如综合分析(CA)和计算流体动力学(CFD)来模拟倾转旋翼机瞬态转换机动的空气力学。首先,采用简化模型量化了瞬态机动仿真与几种准稳态仿真预测载荷之间的差异。分析表明,准稳态仿真是一种有效、准确的瞬态机动建模方法。其次,采用CFD/CA耦合准稳态和独立CA瞬态机动仿真对全XV-15倾转旋翼进行了研究。从转子性能、配平、气动载荷和干涉、结构载荷和振动载荷等方面进行了分析和比较。在转换机动的开始和结束阶段,叶片-尾流相互作用和转子与机翼之间的气动干扰等非线性效应分别是显著的。因此,在转换过程中,CA在中等空速下与CFD/CA表现出良好的一致性,但在低速和巡航期间则表现出困难。总的来说,这项工作强调了需要耦合CFD/CA分析来捕捉倾转旋翼转换机动的复杂性。结合在一起,模拟利用了每个工具提供的优势,能够准确地模拟在相关操作条件下的旋翼和倾转旋翼的空气动力学和结构动力学。
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引用次数: 0
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Journal of the American Helicopter Society
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