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A decade of astrometric observations of Cassini: Past results and future prospects 卡西尼号天体测量观测的十年:过去的结果和未来的展望
Pub Date : 2017-03-04 DOI: 10.1109/AERO.2017.7943574
Dayton L. Jones, J. Romney, V. Dhawan, W. Folkner, R. Jacobson, C. Jacobs, E. Fomalont
The Cassini spacecraft has been in orbit about Saturn since 2004. During this time, regular astrometric measurements of Cassini's sky position have been made with the Very Long Baseline Array (VLBA). These are high precision differential measurements that determine the position of Cassini with respect to angularly nearby extragalactic radio sources. Differential, narrow-angle astrometry reduces many error sources, particularly those associated with signal propagation effects in the ionosphere and troposphere. The background radio sources positions are tied to the inertial International Celestial Reference Frame (ICRF) by other international VLBI observations. Thus, we obtain a series of ICRF positions for Cassini, which can be combined with spacecraft orbit solutions from Deep Space Network Doppler tracking to get ICRF positions for the center of mass of the Saturn system. These positions have typical accuracies at the nano-radian level. For some epochs uncertainties in the background source positions are a major component of the total error, but these positions are being constantly improved as additional VLBI observations are incorporated into radio source catalogs. The planetary ephemeris group at the Jet Propulsion Laboratory uses our position measurements to fit improved orbital solutions for Saturn. As a result the orientation of the plane of Saturn's orbit is now known to approximately 0.25 milli-arcseconds (1.25 nrad), nearly an order of magnitude improvement over its pre-VLBA uncertainty. We will continue this observing program until the end of the Cassini mission in late 2017. By that time we will have covered about 1/3 of Saturn's orbital longitude range. Future improvements to this technique will include the use of higher spacecraft downlink frequencies (Ka band instead of X band) and higher ground array sensitivity to permit the use of weaker but angularly closer reference sources. In addition, the continuing international campaigns to enhance the accuracy of radio source catalogs will be extended to weaker sources, improving their ties to the ICRF.
卡西尼号宇宙飞船自2004年以来一直在土星轨道上运行。在此期间,利用甚长基线阵列(VLBA)对卡西尼号的天空位置进行了定期的天文测量。这些是高精度的差分测量,可以确定卡西尼号相对于河外射电源的位置。微分窄角天体测量减少了许多误差来源,特别是那些与电离层和对流层中的信号传播效应有关的误差来源。背景射电源位置由其他国际VLBI观测与惯性国际天体参考系(ICRF)联系在一起。因此,我们获得了一系列卡西尼号的ICRF位置,这些位置可以与深空网络多普勒跟踪的航天器轨道解相结合,得到土星系统质心的ICRF位置。这些位置具有典型的纳米弧度级精度。在某些时期,背景源位置的不确定性是总误差的主要组成部分,但随着额外的VLBI观测被纳入射电源目录,这些位置正在不断得到改善。喷气推进实验室的行星星历组使用我们的位置测量来适应改进的土星轨道解决方案。结果,土星轨道平面的方向现在已知约为0.25毫角秒(1.25 nrad),几乎比vlba之前的不确定性提高了一个数量级。我们将继续这个观测项目,直到2017年底卡西尼号任务结束。到那时,我们将覆盖土星轨道经度范围的三分之一。这项技术的未来改进将包括使用更高的航天器下行频率(Ka波段代替X波段)和更高的地面阵列灵敏度,以允许使用较弱但角度较近的参考源。此外,正在进行的提高射电源目录准确性的国际运动将扩大到较弱的射电源,改善它们与ICRF的联系。
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引用次数: 3
Laser Communications Relay Demonstration (LCRD) update and the path towards optical relay operations 激光通信中继演示(LCRD)更新和走向光中继操作的路径
Pub Date : 2017-03-04 DOI: 10.1109/AERO.2017.7943819
D. Israel, B. Edwards, J. Staren
This paper provides a concept for an evolution of NASA's optical communications near Earth relay architecture. NASA's Laser Communications Relay Demonstration (LCRD), a joint project between NASA's Goddard Space Flight Center (GSFC), the Jet Propulsion Laboratory — California Institute of Technology (JPL), and the Massachusetts Institute of Technology Lincoln Laboratory (MIT LL). LCRD will provide a minimum of two years of high data rate optical communications service experiments in geosynchronous orbit (GEO), following launch in 2019. This paper will provide an update of the LCRD mission status and planned capabilities and experiments, followed by a discussion of the path from LCRD to operational network capabilities.
本文为NASA近地光通信中继架构的演变提供了一个概念。美国宇航局的激光通信中继演示(LCRD),是美国宇航局戈达德太空飞行中心(GSFC)、喷气推进实验室-加州理工学院(JPL)和麻省理工学院林肯实验室(MIT LL)之间的联合项目。LCRD将在2019年发射后,在地球同步轨道(GEO)上提供至少两年的高数据速率光通信服务实验。本文将提供LCRD任务状态、计划能力和实验的更新,然后讨论从LCRD到作战网络能力的路径。
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引用次数: 50
Lunarport: A proposed Lunar-resource station to expand deep-space travel horizons 月球机场:一个拟议的月球资源站,以扩大深空旅行的视野
Pub Date : 2017-03-04 DOI: 10.1109/AERO.2017.7943623
Ilana Gat, T. Talon
Deep-space travel is limited by the costly voyage to leave Earth's atmosphere and gravitational pull. The volume of propellants per unit mass of the payload required for that segment constrains the payload size and payload destination. To circumvent that limitation, this paper presents the feasibility of a refueling station using Lunar resources, called Lunarport. On Earth's moon, an unmanned station will robotically mine, produce, and store fuel and oxidizer from water ice at the poles. A first-stage-like rocket, called the Lunar Resupply Shuttle (LRS), stationed there and propelled with mined resources, will launch and dock with a passing payload-carrying rocket. That rocket will be reloaded with propellants by the LRS, after which the LRS will detach and the payload-carrying rocket will continue its journey to its desired trajectory. The LRS will wait in Lower Lunar Orbit (LLO, to avoid deterioration from Lunar regolith) until another payload-carrying rocket is launched from Earth, after which, the LRS will land back on the Moon, reload propellants, and launch again to dock with the next rocket. This paper elaborates on Lunarport, presenting proof-of-concept calculations of the increase in payload size sent to various payload destinations as well as a cost-benefit analysis. By way of example, NASA's Space Launch System (SLS) en-route to Mars that refuels at Lunarport can have a payload approximately 17 metric tons (mT) heavier than one traveling straight to Mars from Earth. This increase of more than 50% [1] is just to a relatively nearby planet — Mars. Sending a payload farther offers larger benefits with Lunarport. Wear-and-tear issues the port will be subjected to are also discussed. A full analysis of Lunarport will be done during the 2017 Caltech Space Challenge sponsored by Airbus Defence and Space held from March 26–31, 2017.
深空旅行受到离开地球大气层和地心引力的昂贵航行的限制。该段所需的每单位质量有效载荷的推进剂体积限制了有效载荷大小和有效载荷目的地。为了规避这一限制,本文提出了利用月球资源建立一个燃料补给站的可行性,该补给站被称为月球机场。在地球的月球上,一个无人驾驶的空间站将通过机器人从两极的水冰中开采、生产和储存燃料和氧化剂。驻扎在那里的第一级火箭,被称为月球补给航天飞机(LRS),由开采的资源推动,将发射并与经过的有效载荷运载火箭对接。该火箭将由LRS重新装载推进剂,之后LRS将分离,运载有效载荷的火箭将继续其旅程,以达到预期的轨道。LRS将在低月球轨道(LLO,以避免月球风化层的恶化)等待,直到另一枚运载火箭从地球发射,之后,LRS将返回月球,重新装载推进剂,并再次发射与下一枚火箭对接。本文详细阐述了Lunarport,提出了发送到各种有效载荷目的地的有效载荷大小增加的概念验证计算以及成本效益分析。例如,美国宇航局的太空发射系统(SLS)在飞往火星的途中,在月球机场加油,其有效载荷比从地球直接飞往火星的有效载荷重约17公吨(mT)。这一增长超过50%[1]只是相对较近的行星——火星。将有效载荷发送到更远的地方可以为Lunarport带来更大的好处。还讨论了港口将遭受的磨损问题。对Lunarport的全面分析将在2017年3月26日至31日举行的由空中客车防务和航天公司赞助的2017年加州理工学院太空挑战赛期间进行。
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引用次数: 1
Multi-UAS path planning for non-uniform data collection in precision agriculture 面向精准农业非均匀数据采集的多无人机路径规划
Pub Date : 2017-03-04 DOI: 10.1109/AERO.2017.7943794
P. Nolan, D. Paley, Kenneth Kroeger
This paper presents an augmented path-planning technique for unmanned aerial systems to generate focused trajectories about one or more areas of interest for non-uniform sensor data collection. The technique described in this paper uses a coordinate transformation that augments the work space with a temporary, virtual space in which existing path-planning and control algorithms can be used to provide uniform coverage. Transforming back to the original work space forces the planned trajectories to focus on regions of interest. We illustrate the application to precision farming, where regions of interest in a crop field correspond to stressed crop health. When collecting aerial survey data, we seek to have a higher density of sensor data in areas of interest (e.g., RGB images, multispectral images, etc.). The technique presented in this paper offers a method for concentrating sensor measurements around these regions of stressed crop health for one or more vehicles. In agricultural domains with multiple regions of interest, a Voronoi partitioning algorithm partitions the operating area into individual regions in which the augmented path-planning technique is applied. The path-planning in each region takes into account the resources available — i.e., vehicles with larger sensor footprints are assigned to larger regions and execute trajectories that are more broadly spread as compared to vehicles with smaller sensor footprints. Theoretical results are applied to commercial off-the-shelf unmanned systems, both in simulation and in a fully realized precision agriculture demonstration field experiment.
本文提出了一种用于无人机系统的增强路径规划技术,用于为非均匀传感器数据收集生成一个或多个感兴趣区域的聚焦轨迹。本文描述的技术使用坐标变换,将工作空间扩展为临时的虚拟空间,其中现有的路径规划和控制算法可用于提供统一的覆盖。转换回原来的工作空间迫使计划的轨迹集中在感兴趣的区域。我们举例说明了精确农业的应用,在作物领域感兴趣的区域对应于压力作物健康。在收集航空测量数据时,我们寻求在感兴趣的领域(例如,RGB图像,多光谱图像等)具有更高密度的传感器数据。本文提出的技术提供了一种方法,将传感器测量集中在一个或多个车辆的作物健康受损区域周围。在具有多个感兴趣区域的农业领域中,Voronoi划分算法将操作区域划分为单个区域,其中应用增强路径规划技术。每个区域的路径规划都考虑到可用的资源——即,与传感器足迹较小的车辆相比,传感器足迹较大的车辆被分配到更大的区域,并执行更广泛分布的轨迹。将理论结果应用于商用现货无人系统的仿真和完全实现的精准农业示范田试验。
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引用次数: 14
The Cassini grand finale mission: Planning for a new mission environment 卡西尼号最后的任务:规划一个新的任务环境
Pub Date : 2017-03-04 DOI: 10.1109/AERO.2017.7943877
N. Vandermey, William M. Heventhal, T. Ray
The Cassini F-Ring & Proximal Orbits (FRPO) is a new and unique mission; to ensure the highest priority science gets implemented, the POST (Proximal Orbit Science Team) was created to pre-allocate the time around periapse for all 22 proximal orbits. The F-ring orbits, and proximal time outside of POST, were handled similar to Cassini's Solstice Mission using the Pre-Integrated Event (PIE) process. The new and unique properties of the spacecraft's trajectory required much forethought to be flown safely while still planning for the most and best science return possible. Some ring-plane crossings (RPX) will be protected against dust impacts by turning the high gain antenna (HGA) to the dust RAM direction (HGA2RAM). If on the first proximal RPX higher than expected dust readings are seen then the Project Office may choose to require more (all) subsequent RPX to be HGA2RAM, implemented via a real-time command overlay for uplinked sequences. The pointing uncertainties will be larger than usual after the final targeted flyby; some of the process changes to address this include adding extra orbit trim maneuvers (OTMs) (fuel permitting) to resync to the reference trajectory and reduce pointing uncertainties; and movable blocks of commands to be used for some periapses where atmospheric drag may cause large timing shifts Changes made for FRPO to address perceptions that these sequences will be hard to implement include requiring early pointing designs (during integration) for certain types of observations, requiring teams to check early on that they can turn to and from their observation attitude, and that their attitude is safe, and adjusting the Implementation process to give more time for science observation designers. This paper will discuss these process changes and lessons learned so far.
卡西尼f环和近端轨道(FRPO)是一个新的和独特的任务;为了确保最高优先级的科学得以实施,近地轨道科学小组(POST)的成立是为了预先分配所有22个近地轨道的周期。f环轨道和POST之外的近端时间的处理类似于卡西尼号的至日任务,使用预集成事件(PIE)过程。航天器轨道的新特性和独特特性要求在安全飞行的同时,还要为尽可能多、最好的科学回报做计划。通过将高增益天线(HGA)转向尘埃RAM方向(HGA2RAM),可以保护一些环平面交叉(RPX)免受尘埃影响。如果在第一个近端RPX上看到高于预期的尘埃读数,那么项目办公室可能会选择要求更多(所有)后续RPX为HGA2RAM,通过上行序列的实时命令覆盖实现。在最终目标飞掠后,指向不确定性将比通常情况下更大;解决这一问题的一些过程变化包括增加额外的轨道修剪机动(OTMs)(燃料允许)以重新同步到参考轨迹并减少指向不确定性;为了解决这些序列难以实现的认知,FRPO做出了一些改变,包括要求对某些类型的观测进行早期指向设计(在集成期间),要求团队尽早检查他们可以转换和转换观测姿态,并且他们的姿态是安全的。调整实施过程,给科学观测设计者更多的时间。本文将讨论到目前为止的这些过程变化和经验教训。
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引用次数: 0
The effects of constrained electric propulsion on gravity tractors for planetary defense 约束电力推进对行星防御重力拖拉机的影响
Pub Date : 2017-03-04 DOI: 10.1109/AERO.2017.7943774
Shawn C. Johnson, A. Pini, D. Reeves, A. S. Martin, Keith Deweese, J. Brophy
Electric propulsion may play a crucial role in the implementation of the gravity tractor planetary defense technique. Gravity tractors were devised to take advantage of the mutual gravitational force between a spacecraft flying in formation with the target celestial body to slowly alter the celestial body's trajectory. No physical contact is necessary, which bypasses issues associated with surface contact such as landing, anchoring, or spin compensation. The gravity tractor maneuver can take several forms, from the originally proposed constant thrust in-line hover to the offset halo orbit. Both can be enhanced with the collection of mass at the asteroid. The form of the gravity tractor ultimately impacts the required thrust magnitude to maintain the formation, as well as constraints on the vectoring of the thrust direction. Solar electric propulsion systems provide an efficient mechanism for tugging the spacecraft-asteroid system due to their high specific impulse. Electric propulsion systems can generate thrust continuously at high efficiency, which is an ideal property for gravity tractors that may require years of operation to achieve the desired deflection because of the very low coupling force provided by the gravitational attraction. The performance and feasibility of the deflection are predicated on having the propulsion capability to maintain the gravity tractor. This paper describes the impacts of constraining the solar electric propulsion thrust magnitude and thrust vectoring capability. It is shown that uncertainty in asteroid density and size, when combined with the enforcement of the electric propulsion constraints, can preclude the feasibility of certain gravity tractor configurations. Additionally, odd thruster configurations are shown to drive the gimbal performance and to have major impacts on eroding incident spacecraft surfaces due to plume interaction. Center of gravity movement further exacerbates issues with gimbaling and plume interaction. A tighter plume divergence angle is therefore always desired, but this paper shows that there is an optimal momentum balance between plume interaction and asteroid-plume avoidance. Several gravity tractor techniques are compared based on metrics of time efficacy, as measured by the induced asteroid delta-V per unit time, and mass efficiency, as measured by the induced asteroid delta-V per unit mass of fuel. Given the propulsion constraints, halo orbits can be infeasible for smaller asteroids unless the mass of the spacecraft is augmented with collected material through a technique called the Enhanced Gravity Tractor. Another proposed method is to alter the halo period by canting the thrusters. In-line hover gravity tractors can always be moved along the net thrust direction to conform to the given propulsion system at the expense of performance, except in the case of smaller asteroids with propulsion systems that are limited in lower throttle range or maximum gimbal angle. Alternative str
电力推进将在重力牵引行星防御技术的实施中发挥至关重要的作用。重力牵引机是利用航天器与目标天体编队飞行时的相互引力,缓慢改变天体运行轨迹而设计的。不需要物理接触,这绕过了与表面接触相关的问题,如着陆、锚定或旋转补偿。重力牵引车机动可以采取多种形式,从最初提出的恒推力直线悬停到偏移晕轨道。两者都可以通过在小行星上收集质量来增强。重力牵引器的形状最终会影响维持地层所需的推力大小,以及推力矢量方向的约束。太阳能电力推进系统由于其高比冲特性,为航天器-小行星系统提供了一种高效的牵引机制。电力推进系统可以持续高效地产生推力,这对于重力拖拉机来说是一个理想的特性,因为重力吸引提供的耦合力非常低,可能需要多年的运行才能达到预期的偏转。偏转的性能和可行性取决于是否具有维持重力牵引车的推进能力。本文讨论了限制太阳能电力推进推力大小和推力矢量能力的影响。研究表明,小行星密度和大小的不确定性,再加上电力推进约束的实施,可能会排除某些重力拖拉机配置的可行性。此外,奇怪的推进器配置被证明可以驱动万向架的性能,并对由于羽流相互作用而侵蚀的入射航天器表面产生重大影响。重心运动进一步加剧了平衡和羽流相互作用的问题。因此,总是希望羽流发散角更小,但本文表明,在羽流相互作用和小行星-羽流避免之间存在最佳动量平衡。根据时间效率(单位时间内诱发小行星的δ v)和质量效率(单位燃料质量内诱发小行星的δ v)的度量,对几种重力牵引车技术进行了比较。考虑到推进力的限制,晕轨道对于较小的小行星来说是不可行的,除非通过一种叫做增强重力牵引器的技术,用收集到的材料来增加航天器的质量。另一种提出的方法是通过倾斜推进器来改变光晕周期。直线悬停重力牵引车总是可以沿着净推力方向移动,以符合给定的推进系统,以牺牲性能为代价,除非是较小的小行星,其推进系统被限制在较低的油门范围或最大的万向节角度。考虑了可选策略,如开关脉冲推进器以降低有效推力。以小行星2008 EV5(341843)为例,该小行星目前是小行星重定向机器人任务的参考小行星。
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引用次数: 0
Satellite stem cells: The benefits & overheads of reliable, multicellular architectures 卫星干细胞:可靠的多细胞架构的好处和开销
Pub Date : 2017-03-04 DOI: 10.1109/AERO.2017.7943732
A. Erlank, Christopher P. Bridges
While small, low-cost satellites continue to increase in capability and popularity, their reliability remains a problem. Traditional techniques for increasing system reliability are well known to satellite developers, however, their implementation on low-cost satellites is often limited due to intrinsic mass, volume and budgetary restrictions. Aiming for graceful degeneration, therefore, may be a more promising route. To this end, a stem-cell-inspired, multicellular architecture is being developed using commercial-off-the-shelf components. It aims to replace a significant portion of a typical satellite's bus avionics with a set of initially identical cells. Analogous to biological cells, the artificial cells are able to differentiate during runtime to take on a variety of tasks thanks to a set of artificial proteins. Each cell reconfigures its own proteins within the context of a system-wide distributed task management strategy. In this way, essential tasks can be maintained, even as system cells fail. This paper focusses on two hardware implementations of the stem-cell inspired architecture. The first implementation, based on a single cell, serves as the Payload Interface Computer on a CubeSat named SME-SAT. The second hardware implementation is a benchtop system composed of several cells intended to demonstrate a complete multicellular system in operation. In order to demonstrate the feasibility of these multicellular architectures, the physical attributes of the hardware implementations are compared to those of more traditional implementations and are shown to have enhanced reliability at the cost of increased power and internal bus bandwidth.
虽然小型、低成本卫星的能力和受欢迎程度不断提高,但它们的可靠性仍然是一个问题。提高系统可靠性的传统技术为卫星开发人员所熟知,然而,由于固有的质量、体积和预算限制,它们在低成本卫星上的实施往往受到限制。因此,以优雅的退化为目标可能是一条更有希望的路线。为此,一种受干细胞启发的多细胞结构正在使用现成的商业组件进行开发。它的目标是用一组最初相同的单元取代典型卫星的公共航空电子设备的很大一部分。与生物细胞类似,由于一组人工蛋白质,人工细胞能够在运行期间分化以承担各种任务。每个细胞在系统范围内的分布式任务管理策略的背景下重新配置自己的蛋白质。通过这种方式,即使系统单元出现故障,也可以维护基本任务。本文着重于干细胞启发架构的两种硬件实现。第一种实现基于单个单元,作为名为SME-SAT的立方体卫星上的有效载荷接口计算机。第二个硬件实现是一个由几个单元组成的台式系统,旨在演示一个完整的多单元系统的运行。为了证明这些多蜂窝架构的可行性,将硬件实现的物理属性与更传统的实现进行了比较,并显示出以增加功率和内部总线带宽为代价提高了可靠性。
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引用次数: 6
Smoothing-based estimation of an inspector satellite trajectory relative to a passive object 相对于被动目标的基于平滑的检测卫星轨迹估计
Pub Date : 2017-03-04 DOI: 10.1109/AERO.2017.7943974
T. Setterfield, David W. Miller, J. Leonard, A. Saenz-Otero
This paper presents a method of obtaining the maximum a posteriori estimate of an inspector satellite's trajectory about an unknown tumbling target while on-orbit. An inspector equipped with radar or a 3D visual sensor (such as LiDAR or stereo cameras), an inertial measurement unit, and a star tracker is used to obtain measurements of range and bearing to the target's centroid, angular velocity, acceleration, and orientation in the inertial frame. A smoothing-based trajectory estimation scheme is presented that makes use of all the input sensor data to estimate the inspector's trajectory. Open-source incremental smoothing and mapping (iSAM2) software is used to implement the smoothing-based trajectory estimation algorithm; this facilitates computationally efficient evaluation of the entire trajectory, which can be performed incrementally, and in real time on a computer capable of processing 3D visual sensor data in real time. The presented algorithm was tested on data obtained in 6 degree-of-freedom microgravity using the SPHERES-VERTIGO robotic test platform on the International Space Station (ISS). In these tests, a SPHERES inspector satellite with attached stereo cameras circumnavigated a passive SPHERES target satellite, making visual observations of it. The results of these tests demonstrate accurate estimation of the inspector satellite's trajectory.
本文提出了一种获取探测卫星在轨时关于未知翻滚目标轨迹的最大后验估计的方法。探测器配备雷达或3D视觉传感器(如激光雷达或立体摄像机)、惯性测量单元和星跟踪器,用于测量目标在惯性坐标系中的质心、角速度、加速度和方向的距离和方位。提出了一种基于平滑的轨迹估计方案,利用所有输入的传感器数据来估计检查器的轨迹。采用开源的增量平滑与映射(iSAM2)软件实现基于平滑的轨迹估计算法;这有助于在能够实时处理3D视觉传感器数据的计算机上对整个轨迹进行增量和实时的计算效率评估。利用国际空间站的SPHERES-VERTIGO机器人测试平台,对该算法在6自由度微重力环境下获得的数据进行了测试。在这些测试中,一颗带有立体摄像机的SPHERES检查卫星环绕一颗被动SPHERES目标卫星,对其进行视觉观察。这些试验的结果证明了对侦察卫星轨道的准确估计。
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引用次数: 6
Autonomous UAV with vision based on-board decision making for remote sensing and precision agriculture 用于遥感和精准农业的基于视觉的自主无人机
Pub Date : 2017-03-04 DOI: 10.1109/AERO.2017.7943593
B. Alsalam, K. Morton, D. Campbell, Felipe Gonzalez
In recent years, a phenomenal increase in the development of Unmanned Aerial Vehicles (UAVs) has been observed in a broad range of applications in various fields of study. Precision agriculture has emerged as a major field of interest, integrating unmanned monitoring of crop health into general agricultural practices for researchers are utilizing UAV to collect data for post-analysis. This paper describes a modular and generic system that is able to control the UAV using computer vision. A configuration approach similar to the Observation, Orientation, Decision and Action (OODA) loop has been implemented to allow the system to perform on-board decision making. The detection of an object of interest is performed by computer vision functionality. This allows the UAV to change its planned path accordingly and approach the target in order to perform a close inspection, or conduct a manoeuvres such as the application of herbicide or collection of higher resolution agricultural images. The results show the ability of the developed system to dynamically change its current goal and implement an inspection manoeuvre to perform necessary actions after detecting the target. The vision based navigation system and on-board decision making were demonstrated in three types of tests: ArUco Marker detection, colour detection and weed detection. The results are measured based on the sensitivity and the selectivity of the algorithm. The sensitivity is the ability of the algorithm to identify and detect the true positive target while the selectivity is the capability of the algorithm to filter out the false negatives for detection targets. Results indicate that the system is capable of detecting ArUco Markers with 99% sensitivity and 100% selectivity at 5 m above the ground level. The system is also capable of detecting a red target with 96% sensitivity and 99% selectivity at the same height during a test height at 5 metres. This system has potential applicability in the field of precision agriculture such as, crop health monitoring, pest plant detection which causes detrimental financial damage to crop yields if not noticed at an early stage.
近年来,无人驾驶飞行器(uav)的发展有了惊人的增长,在各个研究领域得到了广泛的应用。精准农业已经成为人们感兴趣的一个主要领域,将作物健康的无人监测整合到一般农业实践中,研究人员正在利用无人机收集数据进行后期分析。本文介绍了一种利用计算机视觉控制无人机的模块化通用系统。一种类似于观察、定位、决策和行动(OODA)循环的配置方法已经实现,以允许系统执行机载决策制定。感兴趣的对象的检测是由计算机视觉功能执行的。这允许无人机相应地改变它计划的路径并接近目标,以便执行近距离检查,或进行演习,例如施用除草剂或收集更高分辨率的农业图像。结果表明,所开发的系统能够动态改变其当前目标,并在检测到目标后执行检查机动以执行必要的动作。基于视觉的导航系统和车载决策通过三种类型的测试进行了演示:ArUco标记检测、颜色检测和杂草检测。根据算法的灵敏度和选择性对结果进行了测量。灵敏度是算法识别和检测真阳性目标的能力,选择性是算法滤除检测目标假阴性的能力。结果表明,该系统能够在距地面5 m处以99%的灵敏度和100%的选择性检测ArUco标记物。在5米的测试高度,该系统还能够以96%的灵敏度和99%的选择性在相同高度探测红色目标。该系统在作物健康监测、病虫害检测等精准农业领域具有潜在的适用性,如果不及早发现,将对作物产量造成严重的经济损失。
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引用次数: 100
SpaceCubeX: A framework for evaluating hybrid multi-core CPU/FPGA/DSP architectures 一个评估混合多核CPU/FPGA/DSP架构的框架
Pub Date : 2017-03-04 DOI: 10.1109/AERO.2017.7943876
A. Schmidt, G. Weisz, M. French, T. Flatley, C. Villalpando
The SpaceCubeX project is motivated by the need for high performance, modular, and scalable on-board processing to help scientists answer critical 21st century questions about global climate change, air quality, ocean health, and ecosystem dynamics, while adding new capabilities such as low-latency data products for extreme event warnings. These goals translate into on-board processing throughput requirements that are on the order of 100–1,000x more than those of previous Earth Science missions for standard processing, compression, storage, and downhnk operations. To study possible future architectures to achieve these performance requirements, the SpaceCubeX project provides an evolvable testbed and framework that enables a focused design space exploration of candidate hybrid CPU/FPGA/DSP processing architectures. The framework includes ArchGen, an architecture generator tool populated with candidate architecture components, performance models, and IP cores, that allows an end user to specify the type, number, and connectivity of a hybrid architecture. The framework requires minimal extensions to integrate new processors, such as the anticipated High Performance Spaceflight Computer (HPSC), reducing time to initiate benchmarking by months. To evaluate the framework, we leverage a wide suite of high performance embedded computing benchmarks and Earth science scenarios to ensure robust architecture characterization. We report on our projects Year 1 efforts and demonstrate the capabihties across four simulation testbed models, a baseline SpaceCube 2.0 system, a dual ARM A9 processor system, a hybrid quad ARM A53 and FPGA system, and a hybrid quad ARM A53 and DSP system.
SpaceCubeX项目的动机是对高性能、模块化和可扩展的机载处理的需求,以帮助科学家回答21世纪关于全球气候变化、空气质量、海洋健康和生态系统动态的关键问题,同时增加新功能,如用于极端事件预警的低延迟数据产品。这些目标转化为机载处理吞吐量要求,比以前的地球科学任务在标准处理、压缩、存储和下行操作方面的要求高出100 - 1,000倍。为了研究未来可能的架构以实现这些性能要求,SpaceCubeX项目提供了一个可进化的测试平台和框架,使候选混合CPU/FPGA/DSP处理架构的设计空间探索成为可能。该框架包括ArchGen,这是一个体系结构生成器工具,填充了候选体系结构组件、性能模型和IP内核,允许最终用户指定混合体系结构的类型、数量和连接性。该框架需要最小的扩展来集成新的处理器,例如预期的高性能航天计算机(HPSC),从而将启动基准测试的时间缩短了数月。为了评估框架,我们利用了一套广泛的高性能嵌入式计算基准和地球科学场景,以确保健壮的体系结构特征。我们报告了我们的项目第一年的努力,并展示了四个仿真试验台模型的功能,一个基线SpaceCube 2.0系统,一个双ARM A9处理器系统,一个混合四ARM A53和FPGA系统,以及一个混合四ARM A53和DSP系统。
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引用次数: 12
期刊
2017 IEEE Aerospace Conference
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