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Evaluation of SfM for surface characterization of a snow-covered glacier through comparison with aerial lidar 通过与航空激光雷达的比较,评估SfM对积雪冰川表面特征的影响
IF 2.3 Q1 Mathematics Pub Date : 2020-05-01 DOI: 10.1139/juvs-2019-0006
E. Bash, B. Moorman, B. Menounos, Allison Gunther
The combined use of unmanned aerial vehicles (UAVs) and structure-from-motion (SfM) is rapidly growing as a cost-effective alternative to airborne laser scanning (lidar) for reconstructing glacier surfaces. Here we present a thorough analysis of the precision and accuracy of a photogrammetric point cloud (PPC) constructed through SfM from UAV-acquired imagery over the spring snow surface at Haig Glacier, Alberta, Canada, the first of its kind in a glaciological setting. An aerial lidar survey conducted concurrently with UAV surveys was used to examine spatial patterns in the PPC accuracy. We found a median error in the PPC of −0.046 ± 0.067 m, with a 95% quantile of 0.218 m. Mean precision of the PPC was 0.199 m, with large spatially clustered outliers. We found an association between high-error, low-precision, and high-surface roughness in the PPC, likely due to illumination characteristics of the snow surface. Glacier surface reconstructions are important for geodetic mass balance measurements, giving key insights into changing climate where in situ measurements are difficult to obtain. The PPC errors are small enough that they would have minimal effects on total mass balance, should the technique be applied across the glacier.
无人机(UAV)和运动结构(SfM)的结合使用正在迅速发展,成为重建冰川表面的机载激光扫描(激光雷达)的一种具有成本效益的替代方案。在这里,我们对加拿大阿尔伯塔省黑格冰川春季雪面上通过无人机获取的图像通过SfM构建的摄影测量点云(PPC)的精度和准确性进行了全面分析,这是冰川学环境中的首次。与无人机调查同时进行的航空激光雷达调查用于检查PPC精度的空间模式。我们发现PPC的中值误差为-0.046 ± 0.067 m,95%的分位数为0.218 m。PPC的平均精度为0.199 m,具有较大的空间聚集异常值。我们发现PPC中的高误差、低精度和高表面粗糙度之间存在关联,这可能是由于雪表面的照明特性造成的。冰川表面重建对于大地质量平衡测量很重要,为难以获得原位测量的气候变化提供了关键见解。PPC误差很小,如果该技术在冰川上应用,它们对总质量平衡的影响很小。
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引用次数: 9
Remotely piloted aircraft imagery for automatic tree counting in forest restoration areas: a case study in the Amazon 用于森林恢复地区树木自动计数的遥控飞机图像:以亚马逊为例
IF 2.3 Q1 Mathematics Pub Date : 2020-04-30 DOI: 10.1139/juvs-2019-0024
R. W. Albuquerque, M. Costa, M. E. Ferreira, G. Carrero, C. Grohmann
Throughout the world, restoration of degraded areas (RDA) is not only a global but also a local challenge. In this context, the Brazilian government committed itself to restore 12 million hectares of forests by 2030. RDA monitoring customarily depends on extensive fieldwork to collect data on all individuals planted. As remotely piloted aircrafts (RPAs) can reduce costs and time of fieldwork activities, studying this technology is therefore timely given. A crucial metric for RDA is the number of trees established in the area. Methods using RPAs on automatic tree counting showed good accuracy using algorithms based on the canopy height model (CHM), which is the difference between a digital surface model (DSM) and a digital terrain model (DTM). However, obtaining a DTM demands an extra computational processing step and may require field control points or manually delimiting objects on the surface. The study presented here proposes and evaluates a semi-automated methodology for counting trees directly on DSM in RDAs in the Amazon using RPA coupled with a red–green–blue standard photographic sensor. The DSM method obtained good overall accuracy and F-score indexes, superior to the CHM method for all study areas even when overall accuracy was low for both methods.
在世界各地,退化地区的恢复不仅是一个全球性的挑战,也是一个地方性的挑战。在这方面,巴西政府承诺到2030年恢复1200万公顷森林。RDA监测通常依赖于广泛的实地调查来收集所有种植个体的数据。由于遥控飞机(RPA)可以减少实地调查活动的成本和时间,因此研究这项技术是及时的。RDA的一个关键指标是该地区的树木数量。使用RPA进行树木自动计数的方法显示,使用基于冠层高度模型(CHM)的算法具有良好的准确性,这是数字地表模型(DSM)和数字地形模型(DTM)之间的区别。然而,获得DTM需要额外的计算处理步骤,并且可能需要现场控制点或手动界定表面上的对象。本文提出并评估了一种半自动化方法,该方法使用RPA和红-绿-蓝标准摄影传感器,直接在亚马逊RDA的DSM上计数树木。DSM方法获得了良好的总体准确度和F评分指数,在所有研究领域都优于CHM方法,即使这两种方法的总体准确率都很低。
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引用次数: 5
UAS integration in congested terminal airspace: challenges posed to pilots 在拥挤的终端空域集成无人机:给飞行员带来的挑战
IF 2.3 Q1 Mathematics Pub Date : 2020-04-07 DOI: 10.1139/juvs-2019-0015
Julie Diiulio, L. Militello, Devorah E. Klein
There is increasing demand to operate unmanned aircraft systems (UAS) in congested terminal environments, such as busy commercial airports. With this demand comes challenges to pilots. To identify these challenges, we conducted critical decision method (CDM) interviews with pilots. CDM is a cognitive task analysis method aimed at uncovering tacit cognitive challenges. Eight pilots from the U.S. were interviewed including four UAS pilots and four commercial pilots. Interviews were analyzed using thematic analysis, resulting in the identification of four categories of cognitive challenges: (i) noticing anomalies, (ii) diagnosing automation behavior, (iii) understanding when and how to intervene, and (iv) coordinating with air traffic control. In this paper, we describe each challenge, highlight real-world examples from our interviews, and provide some recommendations for addressing the implications of integrating UAS in congested terminal airspace.
在拥挤的航站楼环境中操作无人驾驶飞机系统(UAS)的需求越来越大,例如繁忙的商业机场。伴随着这种需求,飞行员也面临着挑战。为了识别这些挑战,我们对飞行员进行了关键决策方法(CDM)访谈。CDM是一种认知任务分析方法,旨在揭示隐性认知挑战。八名来自美国的飞行员接受了采访,其中包括四名无人机飞行员和四名商业飞行员。使用主题分析对访谈进行分析,从而确定了四类认知挑战:(i)注意异常,(ii)诊断自动化行为,(iii)了解何时以及如何干预,以及(iv)与空中交通管制协调。在本文中,我们描述了每一个挑战,重点介绍了我们采访中的真实世界例子,并为解决在拥挤的终端空域集成无人机的影响提供了一些建议。
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引用次数: 2
Measurements of juvenile Atlantic bluefin tuna (Thunnus thynnus) size using an unmanned aerial system 使用无人机系统测量幼年大西洋蓝鳍金枪鱼(Thunnus thynnus)的尺寸
IF 2.3 Q1 Mathematics Pub Date : 2020-03-05 DOI: 10.1139/juvs-2018-0039
J. Jech, Jennifer J. Johnson, M. Lutcavage, Angelia S. M. Vanderlaan, Y. Rzhanov, D. LeRoi
An APH-22 vertical-takeoff-and-landing hexacopter was used to collect aerial images of schools and individuals of juvenile Atlantic bluefin tuna (ABFT; Thunnus thynnus) at the sea surface in the southern Gulf of Maine. Quantitative measures of fish length, width, and inter-fish spacing were obtained from these images by applying calibration settings and performance measures from calibrating, testing, and evaluating the onboard motion and altimeter sensors and the digital camera and lenses. The accuracy and precision of the onboard motion sensors, camera, and lens calibrations were sufficient to provide length measurements to sub-centimeter precision, but the altimeter performance was least reliable and required additional information, such as images of known-sized objects during each flight, to provide measurements at the accuracy and precision needed for data to be incorporated in fisheries management. The APH-22 was ideal for acquiring images of ABFT individuals and schools and may be a useful tool for remotely monitoring the behavior and body condition of these elusive animals.
一架APH-22垂直起降六旋翼飞机被用来收集缅因湾南部海面上幼年大西洋蓝鳍金枪鱼(ABFT;Thunnus thynus)的学校和个体的航空图像。通过应用校准、测试和评估机载运动和高度计传感器以及数码相机和镜头的校准设置和性能测量,从这些图像中获得了鱼类长度、宽度和鱼间距的定量测量。机载运动传感器、相机和镜头校准的准确性和精度足以提供亚厘米精度的长度测量,但高度计的性能最不可靠,需要额外的信息,例如每次飞行期间已知大小物体的图像,以提供将数据纳入渔业管理所需的准确度和精确度的测量。APH-22是获取ABFT个体和学校图像的理想工具,可能是远程监测这些难以捉摸的动物的行为和身体状况的有用工具。
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引用次数: 2
Unmanned aircraft systems enable three-dimensional viewshed-based assessment of potential disturbance to nesting raptors by recreational rock climbing 无人驾驶飞机系统能够基于三维视图评估休闲攀岩对筑巢猛禽的潜在干扰
IF 2.3 Q1 Mathematics Pub Date : 2020-03-01 DOI: 10.1139/juvs-2019-0014
J. F. Dwyer, Daryl D. Austin, Chelsea K. Beebe
Unmanned aircraft systems (UAS) can be safer, less expensive, and less labor intensive than manned aircraft in wildlife conservation programs. Consequently, the use of UAS is increasing, but other than installation of line markers to reduce avian collision with power lines, UAS approaches generally involve passive observations. We wondered if UAS could more actively help guide conservation decision-making, so we used UAS-sourced photographs to create 3D models of cliffs to conduct viewshed-based assessments of potential disturbance to nesting raptors by recreational rock climbing. At Cathedral Spires Park and Clear Creek Canyon Park in Jefferson County, Colo., we collected 4790 photographs from which we constructed 3D models. We identified climbing routes and climbing areas with potential to disturb nesting Peregrine Falcons (Falco peregrinus) and Golden Eagles (Aquila chrysaetos). Our findings were useful in providing Jefferson County Open Space (JCOS) with quantitative data so that informed defensible resource management decisions could be made. This project provides an example of how UAS can be used to actively create products useful in wildlife conservation and management and, given the widespread and increasing popularity of rock climbing globally, likely can be generalized to other areas worldwide where rock climbers and nesting raptors share cliffs.
在野生动物保护项目中,无人机系统(UAS)比有人驾驶飞机更安全、更便宜、劳动强度更低。因此,无人机系统的使用正在增加,但除了安装线路标记以减少鸟类与电力线的碰撞外,无人机系统的方法通常涉及被动观察。我们想知道无人机系统是否能更积极地帮助指导保护决策,所以我们使用来自无人机系统的照片来创建悬崖的3D模型,并对休闲攀岩对筑巢猛禽的潜在干扰进行基于视界的评估。在科罗拉多州杰斐逊县的大教堂尖塔公园和清溪峡谷公园,我们收集了4790张照片,并从中构建了3D模型。我们确定了可能干扰筑巢的游隼(Falco peregrinus)和金雕(Aquila chrysaetos)的攀爬路线和攀爬区域。我们的研究结果有助于为杰斐逊县开放空间(JCOS)提供定量数据,以便做出明智的防御性资源管理决策。这个项目提供了一个例子,说明如何利用无人机系统积极创造对野生动物保护和管理有用的产品,鉴于攀岩在全球范围内的广泛和日益普及,可能可以推广到世界上攀岩者和筑巢猛禽共享悬崖的其他地区。
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引用次数: 0
Assessment of residual slash coverage using UAVs and implications for aspen regeneration 利用无人机评估剩余刀削林覆盖率及其对白杨再生的影响
IF 2.3 Q1 Mathematics Pub Date : 2020-03-01 DOI: 10.1139/juvs-2019-0001
L. Sealey, K. Rees
Proper redistribution of residual slash following harvesting is crucial for ensuring successful regeneration and continued health in trembling aspen (Populus tremuloides) forests. As traditional methods of measuring residual slash are a strenuous and tedious process, the objective of this study was to develop a new, faster, and more detailed method to assess residual slash distribution for entire harvested blocks. This study also aimed to assess the influence residual slash coverage had on the success of aspen regeneration 1 year after winter harvesting. Using high-resolution UAV imagery and maximum likelihood supervised image classification, residual slash was differentiated from the underlying forest floor. Overall, classification accuracy ranged between 85% and 96% with the highest accuracy occurring when aerial imagery was collected at the beginning of the second spring following winter harvesting. Slash distribution was quite consistent across harvested blocks, with 92% of harvested blocks experiencing <33% coverage. There was no relationship between the level of aspen regeneration following 1 year of growth and percentage slash coverage up to 60%. No vegetation plots occurred in areas with >60% slash coverage; therefore, it is unknown whether aspen regeneration will be affected in areas with higher slash coverage.
采伐后残留刀削林的适当重新分配对于确保颤杨林的成功更新和持续健康至关重要。由于传统的剩余斜线测量方法是一个费力和繁琐的过程,本研究的目的是开发一种新的、更快、更详细的方法来评估整个采伐区块的剩余斜线分布。本研究还旨在评估残割盖度对冬收后1年杨树再生成功的影响。利用高分辨率无人机图像和最大似然监督图像分类,将剩余斜线与下伏森林地面区分开来。总的来说,分类准确率在85%到96%之间,在冬季收获后的第二个春天开始收集航空图像时,准确率最高。斜线在采伐区块的分布相当一致,92%的采伐区块的斜线覆盖率为60%;因此,尚不清楚在刀削林覆盖率较高的地区,白杨的再生是否会受到影响。
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引用次数: 3
On the design of structural wing members for an unmanned weight-shift aircraft 某型无人机机翼结构构件设计研究
IF 2.3 Q1 Mathematics Pub Date : 2020-02-24 DOI: 10.1139/juvs-2019-0012
E. Lanteigne, J. McLeod, M. Vadsola, Shilong Liu
This paper describes a parametric study on the design of the structural wing members of a weight-shift aircraft for the conversion from piloted to unmanned cargo delivery operations. Ultralight weight-shift aircraft wings are designed for both pilot control and structural stability. These wings have evolved over decades without much formal engineering, and there is little scientific literature describing their design. Since modifications to the structural members of the wing are required to replace the pilot with an enclosed cargo bay, a parametric study on the wing design was conducted. The loads on each member of the wing were modelled, and nonlinear buckling simulations were performed to determine the minimum structural member tube sizes.
本文介绍了一种由有人驾驶向无人驾驶货物运输转换的重量转移飞机机翼结构构件的参数化设计。超轻型飞机机翼的设计兼顾了飞行员控制和结构稳定性。这些翅膀已经进化了几十年,没有太多正式的工程设计,也很少有科学文献描述它们的设计。由于需要对机翼的结构构件进行修改以用封闭的货舱取代飞行员,因此对机翼设计进行了参数化研究。对机翼各构件的载荷进行了建模,并进行了非线性屈曲模拟,以确定最小结构构件管尺寸。
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引用次数: 0
Evaluating UAV-based techniques to census an urban-nesting gull population on Canada’s Pacific coast 评估基于无人机的技术对加拿大太平洋沿岸城市筑巢的海鸥种群进行普查
IF 2.3 Q1 Mathematics Pub Date : 2019-11-08 DOI: 10.1139/juvs-2019-0005
L. Blight, D. Bertram, Edward Kroc
The use of unmanned aerial vehicles, or drones, in wildlife monitoring has increased in recent years, particularly in hard-to-access habitats. We used fixed-wing and quadcopter drones to census an urban-nesting population of Glaucous-winged Gulls in Victoria, Canada. We conducted our study over 2 years and asked whether (i) drones represent a suitable survey method for rooftop-nesting gulls in our study region; and (ii) Victoria’s urban gull population had increased since the last survey >30 years earlier. Using orthomosaic imagery derived from drone overflights, we estimated at least a threefold increase over the 1986 count reported for the entire city (from 114 to 346 pairs), and an approximate tenfold increase in the number of gulls nesting in the downtown core. Drones proved to be an excellent platform from which to census rooftop-nesting birds: occupied nests were readily discernible in our digital imagery, and incubating birds were undisturbed by drones. This lack of disturbance may be due to Victoria’s location in an aerodrome; gulls experience dozens of floatplane and helicopter flights per day and are likely habituated to air traffic. Glaucous-winged Gulls have declined considerably at their natural island colonies in the region since the 1980s. Our results indicate that although urban roofs provide replacement nesting habitat for this species, local gull populations have not simply relocated en masse from islands to rooftops in the region.
近年来,在野生动物监测中使用无人驾驶飞行器的情况有所增加,特别是在难以进入的栖息地。我们使用固定翼和四轴飞行器对加拿大维多利亚州城市筑巢的白羽鸥进行了人口普查。我们进行了为期2年的研究,并询问(i)无人机是否代表了我们研究区域屋顶筑巢海鸥的合适调查方法;(ii)自30年前的上次调查以来,维多利亚州的城市海鸥数量有所增加。利用无人机飞越的正交图像,我们估计整个城市的数量比1986年报告的至少增加了三倍(从114对增加到346对),在市中心筑巢的海鸥数量增加了大约十倍。事实证明,无人机是一个很好的平台,可以用来对屋顶筑巢的鸟类进行普查:在我们的数字图像中,很容易就能看到有人筑巢的鸟巢,孵化的鸟类也不会受到无人机的干扰。这种不受干扰的情况可能是由于维多利亚位于机场内;海鸥每天经历几十次水上飞机和直升机飞行,可能已经习惯了空中交通。自20世纪80年代以来,白眉鸥在该地区的自然岛屿栖息地数量大幅减少。我们的研究结果表明,尽管城市屋顶为该物种提供了替代的筑巢栖息地,但当地的海鸥种群并不是简单地从岛屿迁移到该地区的屋顶上。
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引用次数: 9
Accuracy assessment using different UAV image overlaps 基于不同无人机图像重叠的精度评估
IF 2.3 Q1 Mathematics Pub Date : 2019-08-09 DOI: 10.1139/JUVS-2018-0014
H. Sadeq
Unmanned aerial vehicle images are considered an important tool in close-range photogrammetry for topographic map production and 3D modelling using structure-from-motion approaches. The effect of overlap percentage in vertical and integrated vertical and oblique images on accuracy is evaluated. Analysis showed that the accuracy of the photogrammetric products (e.g., digital surface model and orthoimagery) is increased with the increased overlap percentage in vertical images. The accuracy is better when oblique images are integrated into vertical images than when only vertical images are used even with the same number of images. Furthermore, the building façade is constructed, but the building suffers from noise. Increasing the number of integrated vertical and oblique images improves the accuracy of the products and provides considerable precision to 3D modelling. This study showed that the improved result is due to the increased redundancy in image matching and optimised parameters of interior orientation through self-calibration. The images are processed using Pix4D software.
无人机图像被认为是近景摄影测量的重要工具,用于地形图的制作和使用结构-运动方法的3D建模。评估了垂直图像和垂直和倾斜图像的重叠百分比对精度的影响。分析表明,随着垂直图像重叠率的增加,摄影测量产品(如数字曲面模型和正射影像)的精度提高。将倾斜图像整合到垂直图像中,即使图像数量相同,也比仅使用垂直图像的精度更高。此外,建筑立面被建造,但建筑受到噪音的影响。增加垂直和倾斜图像的集成数量提高了产品的精度,并为3D建模提供了相当高的精度。研究表明,改进的结果是由于增加了图像匹配的冗余度和通过自校准优化了内部定向参数。这些图像是用Pix4D软件处理的。
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引用次数: 4
How people make sense of drones used for atmospheric science (and other purposes): hopes, concerns, and recommendations 人们如何理解用于大气科学(和其他目的)的无人机:希望、担忧和建议
IF 2.3 Q1 Mathematics Pub Date : 2019-06-07 DOI: 10.1139/JUVS-2019-0003
Janell C. Walther, L. PytlikZillig, Carrick Detweiler, A. Houston
Unmanned aerial systems (UAS) can advance understanding of the atmosphere and improve weather prediction, but public perceptions of drone technologies need to be assessed to ensure successful societal integration. Our qualitative study examines public perceptions of UAS technology, and the associated risks and benefits, for such civilian purposes. We examine how people form perceptions, and discuss the implications of these perceptions for UAS design and regulation. Our study finds the public to be favorable toward UAS used for “noble” purposes. Participant views are informed by popular media, personal experiences, comparisons between technologies, and consideration of the trustworthiness of the users, regulators, and technology itself.
无人机系统(UAS)可以促进对大气的了解并改善天气预报,但需要评估公众对无人机技术的看法,以确保成功的社会融合。我们的定性研究调查了公众对无人机技术的看法,以及相关的风险和利益,用于此类民用目的。我们研究了人们是如何形成感知的,并讨论了这些感知对无人机系统设计和监管的影响。我们的研究发现,公众对用于“高尚”目的的无人机是有利的。参与者的观点来自大众媒体、个人经历、技术之间的比较,以及对用户、监管机构和技术本身可信度的考虑。
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引用次数: 9
期刊
Journal of Unmanned Vehicle Systems
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