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International Journal of Micro Air Vehicles最新文献

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Modeling the unstable DelftaCopter vertical take-off and landing tailsitter unmanned air vehicle in hover and forward flight from flight test data 基于飞行试验数据,对不稳定DelftaCopter垂直起降后置无人飞行器悬停和前飞进行建模
IF 1.4 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2019-01-01 DOI: 10.1177/1756829319880302
C. De Wagter, J. Meulenbeld
The DelftaCopter is a tilt-body tailsitter unmanned air vehicle which combines a large swashplate controlled helicopter rotor with a biplane delta-wing. Previous research has shown that the large moment of inertia of the wing and fuselage significantly interacts with the dynamics of the rotor. While this rigid rotor cylinder dynamics model has allowed initial flight testing, part of the dynamics remains unexplained. In particular, higher frequency dynamics and the forward flight dynamics were not modeled. In this work, the cylinder dynamics model is compared with the tip-path plane model, which includes the steady-state flapping dynamics of the blades. The model is then extended to include the wing and elevon dynamics during forward flight. Flight test data consisting of excitations with a large frequency content are used to identify the model parameters using grey-box modeling. Since the DelftaCopter is unstable, flight tests can only be performed while at least a rate feedback controller is active. To reduce the influence of this active controller on the identification of the dynamics, one axis is identified at a time while white noise is introduced on all other axes. The tip-path plane model is shown to be much more accurate in reproducing the high-frequency attitude dynamics of the DelftaCopter. The significant rotor–wing interaction is shown to differ greatly from what is seen in traditional helicopter models. Finally, an Linear-Quadratic Regulator (LQR) controller based on the tip-path plane model is derived and tested to validate its applicability. Modeling the attitude dynamics of the unstable DelftaCopter from flight test data has been shown to be possible even in the presence of the unavoidable baseline controller.
DelftaCopter是一种倾斜机身后置式无人飞行器,它结合了一个大型斜盘控制的直升机旋翼和一个双翼三角翼。以往的研究表明,机翼和机身的大惯性矩与旋翼的动力学显著相互作用。虽然这种刚性转子气缸动力学模型允许初始飞行测试,但部分动力学仍然无法解释。特别是,高频动力学和前向飞行动力学没有建模。在这项工作中,将圆柱动力学模型与包含叶片稳态扑动的尖端路径平面模型进行了比较。然后将模型扩展到包括前飞过程中的机翼和副翼动力学。利用含大频率激励的飞行试验数据,采用灰盒建模方法识别模型参数。由于DelftaCopter是不稳定的,飞行测试只能在至少一个速率反馈控制器是活跃的情况下进行。为了减少主动控制器对动态辨识的影响,每次只识别一个轴,而在所有其他轴上引入白噪声。结果表明,在模拟DelftaCopter的高频姿态动力学时,尖端路径平面模型更为精确。重要的旋翼相互作用显示出很大的不同,从什么是在传统的直升机模型。最后,推导了一种基于尖端路径平面模型的线性二次型调节器(LQR)控制器,并对其进行了测试,验证了其适用性。根据飞行试验数据对不稳定DelftaCopter的姿态动力学建模已被证明是可能的,即使在不可避免的基线控制器存在的情况下。
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引用次数: 2
Simulating unmanned aerial vehicle swarms with the UB-ANC Emulator 用UB-ANC仿真器模拟无人机机群
IF 1.4 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2019-01-01 DOI: 10.1177/1756829319837668
J. Modares, Nicholas Mastronarde, Karthik Dantu
Recent advances in multi-rotor vehicle control and miniaturization of hardware, sensing, and battery technologies have enabled cheap, practical design of micro air vehicles for civilian and hobby applications. In parallel, several applications are being envisioned that bring together a swarm of multiple networked micro air vehicles to accomplish large tasks in coordination. However, it is still very challenging to deploy multiple micro air vehicles concurrently. To address this challenge, we have developed an open software/hardware platform called the University at Buffalo’s Airborne Networking and Communications Testbed (UB-ANC), and an associated emulation framework called the UB-ANC Emulator. In this paper, we present the UB-ANC Emulator, which combines multi-micro air vehicle planning and control with high-fidelity network simulation, enables practitioners to design micro air vehicle swarm applications in software and provides seamless transition to deployment on actual hardware. We demonstrate the UB-ANC Emulator’s accuracy against experimental data collected in two mission scenarios: a simple mission with three networked micro air vehicles and a sophisticated coverage path planning mission with a single micro air vehicle. To accurately reflect the performance of a micro air vehicle swarm where communication links are subject to interference and packet losses, and protocols at the data link, network, and transport layers affect network throughput, latency, and reliability, we integrate the open-source discrete-event network simulator ns-3 into the UB-ANC Emulator. We demonstrate through node-to-node and end-to-end measurements how the UB-ANC Emulator can be used to simulate multiple networked micro air vehicles with accurate modeling of mobility, control, wireless channel characteristics, and network protocols defined in ns-3.
多旋翼飞行器控制的最新进展以及硬件、传感和电池技术的小型化,为民用和业余应用提供了廉价、实用的微型飞行器设计。与此同时,正在设想几个应用程序,将多个联网的微型飞行器聚集在一起,协同完成大型任务。然而,同时部署多个微型飞行器仍然非常具有挑战性。为了应对这一挑战,我们开发了一个开放的软件/硬件平台,称为布法罗大学的机载网络和通信试验台(UB-ANC),以及一个相关的仿真框架,称为UB-ANC Emulator。在本文中,我们提出了UB-ANC仿真器,它将多微型飞行器规划和控制与高保真网络仿真相结合,使从业者能够在软件中设计微型飞行器群应用程序,并提供在实际硬件上部署的无缝过渡。我们根据在两种任务场景中收集的实验数据证明了UB-ANC Emulator的准确性:一种是使用三个联网微型飞行器的简单任务,另一种是通过单个微型飞行器的复杂覆盖路径规划任务。为了准确反映微型飞行器群的性能,其中通信链路会受到干扰和数据包丢失,数据链路、网络和传输层的协议会影响网络吞吐量、延迟和可靠性,我们将开源离散事件网络模拟器ns-3集成到UB-ANC模拟器中。我们通过节点到节点和端到端测量展示了UB-ANC仿真器如何用于模拟多个联网微型飞行器,并对ns-3中定义的移动性、控制、无线信道特性和网络协议进行准确建模。
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引用次数: 4
A design methodology for quiet and long endurance MAV rotors 静音长寿命MAV旋翼的设计方法
IF 1.4 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2019-01-01 DOI: 10.1177/1756829319845937
R. Serré, Hugo Fournier, J. Moschetta
Over the last 10 years, the use of micro air vehicles has rapidly covered a broad range of civilian and military applications. While most missions require optimizing the endurance, a growing number of applications also require acoustic covertness. For rotorcraft micro air vehicles, combining endurance and covertness heavily relies on the capability to design new propulsion systems. The present paper aims at describing a complete methodology for designing quiet and efficient micro air vehicle rotors, ranging from preliminary aerodynamic prediction to aeroacoustic optimization to experimental validation. The present approach is suitable for engineering purposes and can be applied to any multirotor micro air vehicle. A fast-response and reliable aerodynamic design method based on the blade-element momentum theory has been used and coupled with an extended acoustic model based on the Ffowcs Williams and Hawkings equation as well as analytical formulations for broadband noise. The aerodynamic and acoustic solvers have been coupled within an optimization tool. Key design parameters include the number of blades, twist and chord distribution along the blade, as well as the choice of an optimal airfoil. An experimental test bench suitable for non-anechoic environment has been developed in order to assess the benefit of the new rotor designs. Optimal rotors can maintain high aerodynamic efficiency and low acoustic signature with noise reductions in the order of 10 dB(A).
在过去10年中,微型飞行器的使用迅速涵盖了广泛的民用和军事应用。虽然大多数任务都需要优化续航时间,但越来越多的应用也需要声学隐蔽性。对于旋翼飞机微型飞行器来说,结合续航能力和隐蔽性在很大程度上取决于设计新推进系统的能力。本文旨在描述一种设计安静高效微型飞行器旋翼的完整方法,从初步的空气动力学预测到气动声学优化再到实验验证。本方法适用于工程目的,并可应用于任何多旋翼微型飞行器。使用了一种基于叶片单元动量理论的快速响应和可靠的空气动力学设计方法,并将其与基于Ffowcs-Williams和Hawkings方程的扩展声学模型以及宽带噪声的分析公式相结合。空气动力学和声学求解器已耦合在优化工具中。关键设计参数包括叶片数量、沿叶片的扭曲和弦分布,以及最佳翼型的选择。为了评估新转子设计的效益,开发了一个适用于无消声环境的实验测试台。最佳的旋翼可以保持高的空气动力学效率和低的声学特征,噪音降低约10dB(A)。
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引用次数: 12
Nonparametric background modelling and segmentation to detect micro air vehicles using RGB-D sensor 使用RGB-D传感器检测微型飞行器的非参数背景建模和分割
IF 1.4 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2019-01-01 DOI: 10.1177/1756829318822327
Navid Dorudian, S. Lauria, S. Swift
A novel approach to detect micro air vehicles in GPS-denied environments using an external RGB-D sensor is presented. The nonparametric background subtraction technique incorporating several innovative mechanisms allows the detection of high-speed moving micro air vehicles by combining colour and depth information. The proposed method stores several colour and depth images as models and then compares each pixel from a frame with the stored models to classify the pixel as background or foreground. To adapt to scene changes, once a pixel is classified as background, the system updates the model by finding and substituting the closest pixel to the camera with the current pixel. The background model update presented uses different criteria from existing methods. Additionally, a blind update model is added to adapt to background sudden changes. The proposed architecture is compared with existing techniques using two different micro air vehicles and publicly available datasets. Results showing some improvements over existing methods are discussed.
提出了一种利用外接RGB-D传感器在gps拒绝环境中检测微型飞行器的新方法。结合几种创新机制的非参数背景减法技术可以通过结合颜色和深度信息来检测高速移动的微型飞行器。该方法存储多个颜色和深度图像作为模型,然后将一帧中的每个像素与存储的模型进行比较,从而将像素分类为背景或前景。为了适应场景的变化,一旦一个像素被分类为背景,系统就会更新模型,找到最接近相机的像素并用当前像素替换。所提出的背景模型更新使用了不同于现有方法的标准。此外,还增加了一个盲更新模型,以适应背景的突然变化。使用两种不同的微型飞行器和公开可用的数据集,将所提出的架构与现有技术进行了比较。结果表明在现有方法的基础上有所改进。
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引用次数: 5
Simulation and flight experiments of a quadrotor tail-sitter vertical take-off and landing unmanned aerial vehicle with wide flight envelope 宽飞行包线四旋翼尾座垂直起降无人机仿真与飞行实验
IF 1.4 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2018-12-01 DOI: 10.1177/1756829318813633
X. Lyu, Haowei Gu, Jinni Zhou, Zexiang Li, S. Shen, Fu Zhang
This paper presents the modeling, simulation, and control of a small-scale electric powered quadrotor tail-sitter vertical take-off and landing unmanned aerial vehicle. In the modeling part, a full attitude wind tunnel test is performed on the full-scale unmanned aerial vehicle to capture its aerodynamics over the flight envelope. To accurately capture the degradation of motor thrust and torque at the presence of the forward speed, a wind tunnel test on the motor and propeller is also carried out. The extensive wind tunnel tests, when combined with the unmanned aerial vehicle kinematics model, dynamics model and other practical constraints such as motor saturation and delay, lead to a complete flight simulator that can accurately reveal the actual aircraft dynamics as verified by actual flight experiments. Based on the developed model, a unified attitude controller and a stable transition controller are designed and verified. Both simulation and experiments show that the developed attitude controller can stabilize the unmanned aerial vehicle attitude over the entire flight envelope and the transition controller can successfully transit the unmanned aerial vehicle from vertical flight to level flight with negligible altitude dropping, a common and fundamental challenge for tail-sitter vertical take-off and landing aircrafts. Finally, when supplied with the designed controller, the tail-sitter unmanned aerial vehicle can achieve a wide flight speed envelope ranging from stationary hovering to fast level flight. This feature dramatically distinguishes our aircraft from conventional fixed-wing airplanes.
本文介绍了一种小型电动四旋翼尾座垂直起降无人机的建模、仿真和控制。在建模部分,对全尺寸无人机进行了全姿态风洞试验,以捕捉其在飞行包线上的空气动力学特性。为了准确捕捉在前进速度存在的情况下电机推力和扭矩的退化,还对电机和螺旋桨进行了风洞试验。广泛的风洞试验,结合无人机运动学模型、动力学模型和其他实际约束条件,如电机饱和和延迟,形成了一个完整的飞行模拟器,可以准确地揭示实际飞行实验验证的实际飞机动力学。基于所建立的模型,设计并验证了统一姿态控制器和稳定过渡控制器。仿真和实验都表明,所开发的姿态控制器可以在整个飞行包线上稳定无人机姿态,并且过渡控制器可以成功地将无人机从垂直飞行过渡到水平飞行,这是尾座垂直起降飞机面临的一个常见而根本的挑战。最后,当配备所设计的控制器时,尾座无人机可以实现从静止悬停到快速水平飞行的宽飞行速度包络。这一特点使我们的飞机有别于传统的固定翼飞机。
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引用次数: 16
Performance analysis of vertically offset overlapped propulsion system based quadrotor in an aerial mapping mission 基于四旋翼的垂直偏移重叠推进系统在测绘任务中的性能分析
IF 1.4 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2018-10-29 DOI: 10.1177/1756829318809706
G. Nandakumar, Rohan Saphal, Ashish Joishy, Asokan Thondiyath
In this paper, the authors present the performance analysis of a Vertically Offset Overlapped Propulsion System (VOOPS)-based quadrotor in an aerial mapping mission. The dynamic model of the VOOPS quadrotor with the effect of overlapping propellers and the profile drag has been derived and simulated. A path-tracking mission is taken as an example for aerial survey. The controller used for this task is presented, followed by the response study of the attitude and the position controller with standard test inputs. A graphical interface has been built to select the area to be mapped by defining a polygon around it, and waypoints for lawn-mower type survey grid were generated based on the direction of wind. The path-tracking algorithm is presented along with course correction and simulations were performed with both conventional and VOOPS quadrotor. An experimental vehicle based on the proposed VOOPS concept has been built, tested on the same path, and the results are discussed. The results show that the VOOPS quadrotor is capable of performing the aerial mapping mission with quick response and good accuracy.
在本文中,作者介绍了在航空测绘任务中基于垂直偏移重叠推进系统(VOOPS)的四旋翼机的性能分析。推导并模拟了VOOPS四旋翼在螺旋桨重叠和剖面阻力作用下的动力学模型。以路径跟踪任务为例进行了航空测量。介绍了用于该任务的控制器,然后研究了具有标准测试输入的姿态和位置控制器的响应。已经建立了一个图形界面,通过定义周围的多边形来选择要绘制地图的区域,并根据风向生成割草机类型调查网格的路线点。提出了路径跟踪算法和航向校正,并用常规和VOOPS四旋翼机进行了仿真。基于所提出的VOOPS概念,已经建立了一个实验车辆,并在同一路径上进行了测试,并对结果进行了讨论。结果表明,VOOPS四旋翼机能够以快速响应和良好的精度执行航空测绘任务。
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引用次数: 2
Attitude estimation using horizon detection in thermal images 基于地平检测的热图像姿态估计
IF 1.4 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2018-10-17 DOI: 10.1177/1756829318804761
Adrian Carrio, Hriday Bavle, P. Campoy
The lack of redundant attitude sensors represents a considerable yet common vulnerability in many low-cost unmanned aerial vehicles. In addition to the use of attitude sensors, exploiting the horizon as a visual reference for attitude control is part of human pilots’ training. For this reason, and given the desirable properties of image sensors, quite a lot of research has been conducted proposing the use of vision sensors for horizon detection in order to obtain redundant attitude estimation onboard unmanned aerial vehicles. However, atmospheric and illumination conditions may hinder the operability of visible light image sensors, or even make their use impractical, such as during the night. Thermal infrared image sensors have a much wider range of operation conditions and their price has greatly decreased during the last years, becoming an alternative to visible spectrum sensors in certain operation scenarios. In this paper, two attitude estimation methods are proposed. The first method consists of a novel approach to estimate the line that best fits the horizon in a thermal image. The resulting line is then used to estimate the pitch and roll angles using an infinite horizon line model. The second method uses deep learning to predict attitude angles using raw pixel intensities from a thermal image. For this, a novel Convolutional Neural Network architecture has been trained using measurements from an inertial navigation system. Both methods presented are proven to be valid for redundant attitude estimation, providing RMS errors below 1.7° and running at up to 48 Hz, depending on the chosen method, the input image resolution and the available computational capabilities.
在许多低成本无人机中,缺乏冗余的姿态传感器是一个相当普遍的弱点。除了使用姿态传感器外,利用地平线作为姿态控制的视觉参考也是人类飞行员训练的一部分。因此,鉴于图像传感器的理想特性,已经进行了大量研究,提出使用视觉传感器进行地平线检测,以获得无人机上的冗余姿态估计。然而,大气和照明条件可能会阻碍可见光图像传感器的可操作性,甚至使其使用不切实际,例如在夜间。热红外图像传感器具有更广泛的操作条件,其价格在过去几年中大幅下降,在某些操作场景中成为可见光谱传感器的替代品。本文提出了两种姿态估计方法。第一种方法包括一种新的方法来估计最适合热图像中地平线的线。然后,使用无限地平线模型,使用所得线来估计俯仰角和滚转角。第二种方法使用深度学习,使用热图像的原始像素强度来预测姿态角。为此,使用惯性导航系统的测量值训练了一种新的卷积神经网络结构。所提出的两种方法都被证明适用于冗余姿态估计,均方根误差低于1.7°,运行频率高达48 Hz,具体取决于所选方法、输入图像分辨率和可用的计算能力。
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引用次数: 9
Application of a lattice Boltzmann method to some challenges related to micro-air vehicles 晶格玻尔兹曼方法在微型飞行器相关问题中的应用
IF 1.4 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2018-09-01 DOI: 10.1177/1756829318794174
N. Gourdain, T. Jardin, R. Serré, S. Prothin, J. Moschetta
The demand for micro-air vehicles is increasing as well as their potential missions. Whether for discretion in military operations or noise pollution in civilian use, the improvement of aerodynamic and acoustic performance of micro-air vehicles propeller is a goal to achieve. Micro- and nano-air vehicles operate at Reynolds numbers ranging from 103 to 105. In these conditions, the aerodynamic performance of conventional fixed and rotary wings concepts drastically decreases due to the increased importance of flow viscous forces that tend to increase drag and promote flow separation, which leads to reduced efficiency and reduced maximum achievable lift. Reduced efficiency and lift result in low endurance and limited payloads. The numerical simulation is a potential solution to better understand such low Reynolds number flows and to increase the micro-air vehicles’ performance. In this paper, it is proposed to review some challenges related to micro-air vehicles by using a Lattice-Boltzmann method. The method is first briefly presented, to point out its strengths and weaknesses. Lattice-Boltzmann method is then applied to three different applications: a DNS of a single blade rotor, a large eddy simulation of a rotor operating in-ground effect and a large eddy simulation of a rotor optimised for acoustic performance. A comparison with reference data (Reynolds Averaged Navier-Stokes, DNS or experimental data) is systematically done to assess the accuracy of lattice-Boltzmann method-based predictions. The analysis of results demonstrates that lattice-Boltzmann method has a good potential to predict the mean aerodynamic performance (torque and thrust) if the grid resolution is chosen adequately (which is not always possible due to limited computational resources). A study of the turbulent flow is conducted for each application in order to highlight some of the physical flow phenomena that take place in such rotors. Different designs are also investigated, showing that potential improvements are still possible in terms of aerodynamic and aero-acoustic performance of low-Reynolds rotors.
对微型飞行器及其潜在任务的需求正在增加。无论是军事行动中的自由裁量权,还是民用中的噪声污染,改善微型飞行器螺旋桨的气动和声学性能都是一个需要实现的目标。微型和纳米飞行器的雷诺数在103到105之间。在这些条件下,由于流动粘性力的重要性增加,传统固定翼和旋转翼概念的空气动力学性能急剧下降,流动粘性力往往会增加阻力并促进流动分离,从而导致效率降低和可实现的最大升力降低。效率和升力的降低导致低耐久性和有限的有效载荷。数值模拟是一种潜在的解决方案,可以更好地理解这种低雷诺数流动,并提高微型飞行器的性能。在本文中,建议使用Lattice Boltzmann方法来回顾与微型飞行器相关的一些挑战。首先简要介绍了该方法,指出其优缺点。然后,将Lattice Boltzmann方法应用于三种不同的应用:单叶片转子的DNS、在地面效应下运行的转子的大涡模拟和针对声学性能优化的转子的大涡模拟。系统地与参考数据(Reynolds Averaged Navier-Stokes,DNS或实验数据)进行比较,以评估基于格子Boltzmann方法的预测的准确性。结果分析表明,如果网格分辨率选择得当(由于计算资源有限,这并不总是可能的),格子Boltzmann方法有很好的潜力预测平均空气动力学性能(扭矩和推力)。为了突出在这种转子中发生的一些物理流动现象,对每种应用都进行了湍流研究。还对不同的设计进行了研究,表明在低雷诺转子的空气动力学和气动声学性能方面仍有可能进行潜在的改进。
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引用次数: 11
Bioinspired wind field estimation—part 1: Angle of attack measurements through surface pressure distribution 仿生风场估计——第1部分:通过表面压力分布测量攻角
IF 1.4 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2018-09-01 DOI: 10.1177/1756829318794172
N. Gavrilović, M. Bronz, J. Moschetta, E. Bénard
One of the major challenges of Mini-Unmanned Aerial Vehicle flight is the unsteady interaction with turbulent environment while flying in lower levels of atmospheric boundary layer. Following inspiration from nature we expose a new system for angle of attack estimation based on pressure measurements on the wing. Such an equipment can be used for real-time estimation of the angle of attack during flight or even further building of wind velocity vector with additional equipment. Those information can find purpose in control and stabilization of the aircraft due to inequalities seen by the wing or even for various soaring strategies that rely on active control for energy extraction. In that purpose, flying wing aircraft has been used with totally four span-wise locations for local angle of attack estimation. In-flight angle of attack estimation from differential pressure measurements on the wing has been compared with magnetic sensor with wind vane. The results have shown that pressure ports give more reliable estimation of angle of attack when compared to values given by wind vane attached to a specially designed air-boom. Difference in local angle of attack at four span-wise locations has confirmed spatial variation of turbulence in low altitude flight. Moreover, theoretical law of energy dissipation for wind components described by Kaimal spectrum has shown acceptable match with estimated ones.
小型无人机飞行的主要挑战之一是在低层大气边界层飞行时与湍流环境的非定常相互作用。根据自然的启发,我们提出了一种基于机翼压力测量的迎角估计新系统。这种设备可以用于飞行期间攻角的实时估计,或者甚至可以使用附加设备进一步构建风速矢量。这些信息可以在飞机的控制和稳定中找到目的,这是由于机翼所看到的不平等,甚至是对于依赖主动控制来提取能量的各种飞行策略。为此,飞翼飞机已被用于估计局部迎角,共有四个翼展位置。通过机翼上的压差测量来估计飞行攻角,并与带风向标的磁传感器进行了比较。结果表明,与连接在专门设计的气动臂上的风向标给出的值相比,压力端口可以更可靠地估计攻角。四个翼展位置局部攻角的差异证实了低空飞行中湍流的空间变化。此外,用Kaimal谱描述的风分量的能量耗散理论规律与估计值吻合良好。
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引用次数: 10
Editorial IJMAV
IF 1.4 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2018-09-01 DOI: 10.1177/1756829318802404
J. Moschetta, G. Hattenberger, Henry de Plinval, Thierry Jardin
IMAV 2017 has gathered more than 280 participants from 30 different countries including Asia, North, Central and South America, Europe, and Australia. The special issue IMAV 2017 includes a selection of the best papers nominated for the "Best Paper Award".
IMAV 2017汇集了来自亚洲、北美、中南美、欧洲和澳大利亚等30个不同国家的280多名参与者。2017年IMAV特刊精选了获得“最佳论文奖”提名的最佳论文。
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引用次数: 0
期刊
International Journal of Micro Air Vehicles
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