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Proceedings of the 5th Joint International Symposium on Deformation Monitoring - JISDM 2022最新文献

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Drill bit grading using LiDAR and imagery on the apple smart devices 在苹果智能设备上使用激光雷达和图像对钻头进行分级
F. Jia, D. Lichti, R. Shor, Arsh Khawaja, Min Kang, Max Kepler
Reservoir development in the petroleum industry starts with the drill bit. A drill bit’s dull condition must be closely monitored since it significantly influences the efficiency and the cost of drilling operations. The dull condition check procedure is called drill bit grading and is essentially a change detection problem to determine the state of the drill bit, in particular the wear of the cutting teeth inserts. Currently, the grading is conducted manually on-site, which is error-prone and highly subjective. Laser scanning technology offers a potential solution to overcome the shortcomings of existing practice. The integration of LiDAR (Light Detection and Ranging) on the newly-launched iDevices, the iPhone 12 Pro and the iPad Pro 2020 offers new opportunities for close-range measurement given their huge customer base and low cost. The goal of this research is to investigate the performance of these devices, and to develop a tool for the drill bit grading. Since bit grading is significantly impacted by the performance of the sensor, several basic tests were first conducted under controlled experimental conditions, e.g., the room temperature and ambient lighting and measurement surface. The temporal stability of the iDevices was examined by capturing a series of datasets of a flat wall over forty-five (45) minutes, then the effect of range, reflectivity and incidence angle on data quality was tested by measuring the Spectralon targets at different situations. The performance tests found that using only the LiDAR data was not sufficient for drill bit grading. Thus, a preliminary grading system based on the fusion of LiDAR and color camera is proposed by modelling the post-drilling bit and detecting the changes.
石油工业中的储层开发从钻头开始。钻头的钝化状态对钻井作业的效率和成本影响很大,因此必须密切监测。钝状态检查程序称为钻头分级,本质上是一个变化检测问题,以确定钻头的状态,特别是切削齿镶齿的磨损情况。目前,分级是现场手工进行的,容易出错,主观程度高。激光扫描技术为克服现有实践的不足提供了一种潜在的解决方案。在新推出的iPhone 12 Pro和iPad Pro 2020上集成激光雷达(光探测和测距),为近距离测量提供了新的机会,因为它们拥有庞大的客户群和低成本。本研究的目的是研究这些装置的性能,并开发一种钻头分级工具。由于传感器的性能对钻头分级有很大影响,因此首先在可控的实验条件下进行了几项基本测试,例如室温、环境照明和测量表面。通过在45分钟内捕获一面墙的一系列数据集来检测设备的时间稳定性,然后通过测量不同情况下的Spectralon目标来测试距离、反射率和入射角对数据质量的影响。性能测试发现,仅使用激光雷达数据不足以对钻头进行分级。为此,提出了一种基于激光雷达和彩色相机融合的初步分级系统,对钻孔后的钻头进行建模并检测其变化。
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引用次数: 0
The potential of UAV-based Laser Scanning for Deformation Monitoring – Case Study on a Water Dam 基于无人机的激光扫描变形监测潜力——以某水电站为例
Ansgar Dreier, H. Kuhlmann, L. Klingbeil
The use of unmanned aerial vehicles (UAV) in monitoring applications is constantly increasing due to the improvement in sensor technology and the associated higher accuracy that can be achieved. As a result, UAV-based laser scanning is already being used in various deformation monitoring applications such as the monitoring of landslides or land deformations. The main challenges, which also limit the accuracy of the resulting georeferenced point cloud are given by the trajectory estimation, the measurement environment and the flight planning. Difficult conditions and high accuracy demands are especially given for the monitoring of a water dam. While the use of area-based measurements such as terrestrial laser scanning (TLS) is an already established approach for such monitoring tasks, the use of a similar technology on a platform such as a UAV is promising and investigated in this study by acquiring a single measurement epoch at a water dam. In addition to the proposal of a flight pattern for the measurements, the trajectory estimation results are evaluated in detail. Due to critical GNSS conditions, positioning errors lead to systematic shifts between single flight strips. Subsequent optimization with known control points allows the point cloud to be compared to a TLS reference. The difference between the two is shown to have a mean difference of 5 mm with a 9.2 mm standard deviation. This can be considered a highly promising result, especially as the potential for further improvement by using additional targets and sensors (e.g. camera) has been identified.
由于传感器技术的改进以及可以实现的更高精度,无人驾驶飞行器(UAV)在监控应用中的使用不断增加。因此,基于无人机的激光扫描已经被用于各种变形监测应用,如监测山体滑坡或土地变形。轨迹估计、测量环境和飞行规划是制约地理参考点云精度的主要挑战。对大坝的监测提出了条件复杂、精度高的要求。虽然使用基于区域的测量,如地面激光扫描(TLS)是一种已经建立的监测任务方法,但在无人机等平台上使用类似的技术是有前途的,本研究通过在大坝获取单个测量历元进行了研究。除了提出了一种测量飞行模式外,还对弹道估计结果进行了详细的评估。由于关键的GNSS条件,定位错误导致单个飞行带之间的系统偏移。使用已知控制点的后续优化允许将点云与TLS引用进行比较。两者之间的差异显示为平均差异为5毫米,标准偏差为9.2毫米。这可以被认为是一个非常有希望的结果,特别是通过使用额外的目标和传感器(例如相机)已经确定了进一步改进的潜力。
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引用次数: 1
Monitoring the spatiotemporal variability of beach mesoforms by analyzing Sentinel-2 images 基于Sentinel-2影像的海滩中流形态时空变化监测
C. Cabezas-Rabadán, J. Pardo-Pascual, J. Palomar-Vázquez, A. Fernández-Sarría
Beaches are extremely dynamic natural environments that experience significant variations at different spatial and temporal scales. The processes of appearance and maintenance of morphological features as the beach mesoforms, as well as their characterization, may provide useful information on the morphodynamic evolution of a beach and the spatial variability of nearshore processes. The high availability of Sentinel-2 satellite images together with the development of tools such as the system SHOREX allows the automatic extraction of the position of the shore. The high accuracy of the resulting satellite-derived shorelines (SDS) offers high potential for the definition of relatively detailed morphological features. This work assesses the ability to apply the SDS for characterizing beach mesoforms appearing at Cala de Mijas, in Málaga (S Spain) as well as characterising their changes over time. The extraction of the SDS enables the characterisation of rhythmic coastal forms through the undulations described by the shoreline position along the beach face by using a sinuosity index and to start to address the study of their relationship with the registered wave conditions. This proves that the information derived from mid-resolution satellite images can become a key source of information to characterize the morphological dynamics of beach environments.
海滩是极具活力的自然环境,在不同的空间和时间尺度上经历着显著的变化。作为海滩中形态的形态特征的出现和维持过程及其特征可以为海滩的形态动力学演化和近岸过程的空间变异性提供有用的信息。Sentinel-2卫星图像的高可用性以及SHOREX系统等工具的开发允许自动提取海岸位置。由此产生的卫星衍生海岸线(SDS)的高精度为定义相对详细的形态特征提供了很大的潜力。这项工作评估了应用SDS来表征Málaga(西班牙南部)Cala de Mijas出现的海滩中形态的能力,以及它们随时间变化的特征。SDS的提取可以通过使用弯曲指数沿海滩表面的海岸线位置所描述的波动来表征有节奏的海岸形式,并开始研究它们与所记录的波浪条件的关系。这证明了中分辨率卫星图像的信息可以成为表征海滩环境形态动态的关键信息来源。
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引用次数: 0
Landslide monitoring using geotechnical, UAV, GNSS and MTInSAR instrumentation 使用岩土、无人机、GNSS和MTInSAR仪器进行滑坡监测
N. Depountis, K. Kavoura, K. Nikolakopoulos, G. Drakatos, P. Argyrakis, P. Elias, N. Sabatakakis
Many mountainous villages have been struck by landslides in Western Greece due to growing urbanization and uncontrolled land use in landslide prone areas, without considering the engineering geological environment. The presence of the tectonically highly sheared and weathered geological formations of the alpine basement (such as flysch) and the intense geomorphological relief, strongly contribute to the periodically induced instability phenomena mainly triggered by heavy rainfalls and extreme meteorological events. The current research combines long-term monitoring of the parameters connected to the landslide activity with the real-time kinematics observation in a dense-populated mountainous village located in the Region of Epirus in Greece. The landslide movements evolve very low velocity values at different depths; thus, the landslide cases can be characterized as complex and "extremely slow". The long-term monitoring is carried out by several in-place and portable inclinometer probes that permit the detailed observation of subsurface displacements for an extended period. In addition, GNSS measurements, very high-resolution multitemporal interferometry (accompanied with the installation of corner reflectors) and Unmanned Aerial Vehicle (UAV) photogrammetric surveys are used for the monitoring of surface deformation. All instrumentation is installed in the wider area of the landslide zone and one of the main goals of this approach is to combine long-term monitoring of the parameters connected to the landslide activity with the observation of the landslide kinematics in real-time.
在希腊西部,由于不断增长的城市化和在滑坡易发地区不受控制的土地利用,没有考虑工程地质环境,许多山区村庄遭到了滑坡的袭击。构造高度剪切和风化的高寒基底地质构造(如复理石)和强烈的地貌起伏的存在,强烈地促成了主要由暴雨和极端气象事件引发的周期性诱发不稳定现象。目前的研究将长期监测与滑坡活动相关的参数与实时运动学观测相结合,该观测位于希腊伊庇鲁斯地区一个人口稠密的山区村庄。滑坡运动在不同深度演化出非常低的速度值;因此,滑坡事件可以被描述为复杂和“极其缓慢”。长期监测由几个原位和便携式倾角探头进行,可以长时间详细观察地下位移。此外,还使用GNSS测量、高分辨率多时相干涉测量(附带安装角反射器)和无人机(UAV)摄影测量测量来监测地表变形。所有的仪器都安装在滑坡带的更大范围内,这种方法的主要目标之一是将与滑坡活动有关的参数的长期监测与滑坡运动的实时观测相结合。
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引用次数: 0
Multispectral imaging for the documentation of graffiti in an urban environment 用多光谱成像技术记录城市环境中的涂鸦
M. Rahrig, J. L. Lerma
Multispectral imaging (MSI) is increasingly used for the documentation and analysis of cultural heritage. It provides conservators a powerful non-destructive technique (NDT) and non-contact tool for detecting damage, hidden features and material-specific characteristics. Hereby multispectral documentation of wall paintings in an urban environment poses special challenges for the art expert. For example, these are often large works of art located outdoors on building façades. Excitation with artificial light in well-defined spectral ranges, as should ideally be the case in MSI, is therefore often not possible. In the following, low-cost variants of MSI (ultraviolet reflectography, visible light imaging and infrared reflectography) in combination with 3D photogrammetry and statistical methods for analysing image data are tested and discussed. Hereby, a metrically correct, large-scale documentation of wall paintings with accurate superimposed images of different spectral ranges will be generated by linking the MSI data in a photogrammetric image cluster to create individual texture maps for each spectral band. Furthermore, Principal Component Analysis (PCA) is used to extract additional information from the MSI data. The case studies are located on the campus of the Universitat Politècnica de València. 
多光谱成像(MSI)越来越多地用于文化遗产的记录和分析。它为保护人员提供了一种强大的非破坏性技术(NDT)和非接触式工具,用于检测损坏,隐藏特征和材料特定特征。因此,在城市环境中对壁画进行多光谱记录,对艺术专家提出了特殊的挑战。例如,这些通常是位于室外建筑立面上的大型艺术品。因此,在定义明确的光谱范围内用人造光激发通常是不可能的,因为在理想情况下应该是MSI的情况。下面,结合3D摄影测量和用于分析图像数据的统计方法,对低成本的MSI变体(紫外反射成像、可见光成像和红外反射成像)进行测试和讨论。因此,通过链接摄影测量图像簇中的MSI数据,为每个光谱带创建单独的纹理图,将生成具有不同光谱范围的精确叠加图像的度量正确的大规模壁画文档。此外,利用主成分分析(PCA)从MSI数据中提取附加信息。案例研究位于瓦伦茨政治大学校园内。
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引用次数: 1
First experiment of long-range panoramic images on a high-precision geodetic reference frame 高精度大地坐标系上远距离全景图像的首次实验
P. Javadi, J. L. Lerma, L. García-Asenjo
Geomonitoring of rockfalls and landslides is increasingly carried out by solutions that integrate different geomatics techniques to provide quickly 3D point clouds or models that are required to be rigorously in the same reference system. Methods based on remote sensing such as terrestrial laser scanning or photogrammetry need precise ground control, which is usually provided by means of geodetic surveys. However, when the study area is large with strong limitations due to particular orography, those geodetic techniques cannot always grant accurate target points optimally distributed within the monitored object, and only an external reference frame is available to provide absolute orientation to those 3D point clouds or models. In that case, terrestrial photogrammetry shows clear advantages compared to terrestrial laser scanning. Still, it may require a large number of high-quality images taken from well-distributed stations, thus hampering the desired fast data collection. A possible alternative to cope with this problem is the use of the panoramic photogrammetry method by using robotic devices like Gigapan along with a systematic collection procedure from stable stations of a reference frame whose coordinates are accurate and well-controlled. This contribution describes an experiment conducted in Cortes de Pallás (Spain), where an existing infrastructure consisting of 10 pillars and 15 check points is annually monitored at millimetric level, to investigate the potential of long-range panoramic photogrammetry as applied to deformation monitoring. The panoramic images were taken from 7 selected pillars using the Gigapan robotic device. The accuracy of oriented panoramic images, the performance of the method in long-ranges (500-1000 m), and the consistency with the geodetic techniques in the 15 check points were analyzed. Finally, some conclusions about the suitability of panoramic photogrammetry as applied to long-range deformation monitoring are drawn.
岩崩和滑坡的地质监测越来越多地通过集成不同地理信息技术的解决方案来实现,这些解决方案可以快速提供3D点云或模型,这些点云或模型需要严格遵循同一参考系统。基于遥感的方法,如地面激光扫描或摄影测量,需要精确的地面控制,这通常是通过大地测量来提供的。然而,当研究区域较大且受地形限制较大时,这些大地测量技术并不总能给出准确的目标点,这些目标点分布在被监测对象内,只有外部参考框架可用于提供这些三维点云或模型的绝对方向。在这种情况下,与地面激光扫描相比,地面摄影测量显示出明显的优势。然而,它可能需要从分布良好的站点拍摄大量高质量图像,从而阻碍了所需的快速数据收集。解决这个问题的一个可能的替代方案是使用全景摄影测量方法,通过使用像Gigapan这样的机器人设备,以及从稳定的参考系站进行系统的收集程序,这些参考系的坐标是精确和良好控制的。这篇文章描述了在Cortes de Pallás(西班牙)进行的一项实验,在那里,由10根柱子和15个检查点组成的现有基础设施每年进行毫米级监测,以调查远程全景摄影测量应用于变形监测的潜力。全景图像是使用Gigapan机器人设备从7个选定的柱子上拍摄的。分析了定向全景图像的精度、该方法在远距离(500 ~ 1000 m)的性能以及与15个检查点大地测量技术的一致性。最后,对全景摄影测量技术在遥感变形监测中的适用性进行了总结。
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引用次数: 0
Quantification of the dependence of the results on several network adjustment applications 量化结果对若干网络平差应用的依赖性
S. Durand, M. Lösler, Mark Jones, P. Cattin, S. Guillaume, L. Morel
The dependency of the results from a network adjustment on the application used is investigated. For that purpose, the results obtained by each tested application on several sets of simulated measurements are compared. In each simulation, only one parameter varies. We first present our comparison methodology and the method that was used to add Gaussian-like errors to theoretical measurements. We then apply it to study the impact of the side length of the network and of the ellipsoidal height difference among points in the network for several network adjustment applications: Columbus, CoMeT, Geolab, JAG3D, LGC, Move3, Star*Net and Trinet+.
研究了网络调整结果与应用程序的依赖关系。为此,对每个测试应用程序在几组模拟测量上获得的结果进行了比较。在每个模拟中,只有一个参数变化。我们首先介绍了我们的比较方法和用于在理论测量中添加高斯类误差的方法。然后,我们将其应用于几种网络平差应用:Columbus, CoMeT, Geolab, JAG3D, LGC, Move3, Star*Net和Trinet+,研究了网络边长和网络中点之间椭球高差的影响。
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引用次数: 1
Monitoring the production process of lightweight fibrous structures using terrestrial laser scanning 利用地面激光扫描技术监测轻质纤维结构的生产过程
L. Balangé, C. Harmening, Rebeca Duque Estrada, A. Menges, H. Neuner, V. Schwieger
The Cluster of Excellence Integrative Computational Design and Construction for Architecture at the University of Stuttgart brings together various disciplines to jointly develop amongst other things a better understanding of processes in the manufacturing and construction domain. One of the cluster’s aims is to create new solutions for the construction of lightweight fibrous structures using coreless winding of lightweight fiber composite systems. For this purpose, a precise geometry and an understanding of the fibers’ behavior during the production process are of major importance. The fibers’ production process is monitored by repeatedly scanning the fibers during different stages of the process using a terrestrial laser scanner. In order to determine the geometry of the fibers’ axes as well as their cross-sections, two different strategies are used. The first strategy focuses on the segmentation of several straight lines between two intersection points. For the comparison of the individual fabrication steps, the positions of the intersection points are contrasted. For the cross-sectional areas of the fibers, orthogonal planes of intersection are then defined and all points within a predefined area are projected onto this plane. Then the area is calculated using a convex hull. In the second strategy, the fibers‘ main axes are represented by best-fitting B-spline curves. The borders of the cross-sections of interest are also approximated by best-fitting B-spline curves, forming the basis for the final determination of the cross-sectional areas. In this case study two epochs are analyzed with a deformation of the size of around 1cm. For both epochs the cross-sections are calculated in cm steps.
斯图加特大学的卓越综合计算设计和建筑集群汇集了各个学科,共同发展,更好地理解制造和建筑领域的过程。该集群的目标之一是为使用轻质纤维复合材料系统的无芯缠绕构建轻质纤维结构创造新的解决方案。为此,在生产过程中,精确的几何形状和对纤维行为的理解至关重要。光纤的生产过程是通过使用地面激光扫描仪在生产过程的不同阶段反复扫描光纤来监控的。为了确定纤维轴的几何形状以及它们的横截面,使用了两种不同的策略。第一种策略侧重于在两个交点之间分割几条直线。为了比较各个制作步骤,对比了交点的位置。对于纤维的横截面积,然后定义正交的相交平面,并将预定义区域内的所有点投影到该平面上。然后使用凸包计算面积。在第二种策略中,纤维的主轴由最佳拟合的b样条曲线表示。通过最佳拟合b样条曲线逼近感兴趣截面的边界,形成最终确定横截面积的基础。在本案例研究中,分析了两个时代,变形大小约为1cm。这两个时期的截面都以厘米为步长计算。
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引用次数: 2
Validation of GNSS-based reference point monitoring of the VGOS VLBI telescope at Metsähovi 基于gnss的VGOS VLBI望远镜参考点监测验证(Metsähovi)
U. Kallio, Joona Eskelinen, J. Jokela, H. Koivula, Simo Marila, J. Näränen, M. Poutanen, A. Raja-Halli, Paavo Rouhiainen, Heli Suurmäki
VLBI telescope reference point, the closest point in the telescope primary axis from the secondary axis, is typically determined indirectly by observation of points co-rotating with the telescope. We have previously measured telescope reference point indirectly with two GPS-antennas attached on the edge of the dish of the Aalto University Metsähovi radio telescope in 2008-2015. Now we have applied the same technique to the new VGOS-telescope of the FGI Metsähovi geodetic research station. The reference point of the VGOS antenna was estimated using post-processed trajectory coordinates of two GNSS antennas. The antennas are attached on the edge of the radio telescope dish with gimbals where a counterweight with shock absorber act as compensators to ensure zenith pointing at all telescope elevation angles. In addition, spherical prisms are attached to the structure of the telescope for tachymetric reference point determination. One purpose of this study is to evaluate the limit values and uncertainties of the compensator assembly by simulations and precise tachymeter measurements. To ensure that the compensation error is nearly constant or can be modelled, we have measured the residual tilt of the GNSS antennas with different VLBI antenna elevations. The results indicate a need to apply the corrections or to improve the compensator design. We aim to improve the counterweight and dampening so that no extra model corrections to trajectory coordinates are needed. For final assurance of our GNSS-based reference point monitoring performance, we have compared the reference point coordinates determined by simultaneous tachymetric and GNSS data. Our results and simulations showed that, with a small compensation error, the influence on reference point coordinates is marginal but the axis offset will be compromised, provided that the compensating angle bias is nearly constant.  Preliminary reference point estimates show a rather good agreement of simultaneous GNSS-based and tachymetric reference points. The final results will be achieved as part of the 18SIB01 EMPIR GeoMetre project, funded from the EMPIR programme and co-financed by the Participating States and from the European Union’s Horizon 2020 research and innovation programme.
VLBI望远镜的参考点,即望远镜主轴上离副轴最近的点,通常是通过观测与望远镜同旋转的点间接确定的。2008年至2015年,我们曾在阿尔托大学Metsähovi射电望远镜的碟形天线边缘安装了两个gps天线,间接测量了望远镜参考点。现在我们把同样的技术应用到FGI Metsähovi大地测量研究站的新型vgos望远镜上。利用两个GNSS天线的后处理轨迹坐标估计VGOS天线的参考点。天线用万向架固定在射电望远镜碟形天线的边缘,万向架上有一个带减震器的平衡块作为补偿,以确保天顶指向望远镜的所有仰角。此外,球面棱镜连接到望远镜的结构,以确定速测参考点。本研究的目的之一是通过模拟和精确测速仪测量来评估补偿器组件的极限值和不确定性。为了确保补偿误差几乎是恒定的或可以建模,我们测量了不同VLBI天线高程下GNSS天线的剩余倾斜。结果表明,需要应用修正或改进补偿器的设计。我们的目标是改进平衡和阻尼,这样就不需要对轨迹坐标进行额外的模型修正。为了最终确保我们基于GNSS的参考点监测性能,我们比较了由同步测速和GNSS数据确定的参考点坐标。我们的结果和仿真表明,在补偿误差较小的情况下,如果补偿角偏差接近恒定,则对参考点坐标的影响很小,但轴偏置将受到损害。初步的参考点估计显示同时基于gnss和速测的参考点相当一致。最终结果将作为18SIB01 EMPIR GeoMetre项目的一部分获得,该项目由EMPIR计划资助,由参与国和欧盟“地平线2020”研究与创新计划共同资助。
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引用次数: 0
Accuracy improvement of mobile laser scanning point clouds using graph-based trajectory optimization 基于图的轨迹优化提高移动激光扫描点云精度
Felix Esser, José Angel Moraga, L. Klingbeil, H. Kuhlmann
The detection of deformations on man-made structures such as bridges and dams are an essential task in engineering geodesy. The classical method uncovering deformations is based on geodetic networks using measurements from total stations or GNSS receivers. Another new approach is the determination of deformations based on terrestrial laser scans leading to large-scale deformation results by point cloud comparisons. In the field of geodetic engineering, mobile laser scanning systems are increasingly used for high-resolution point cloud generation in short measurement times, which leads to the idea to use these for deformation analysis. A crucial part of this measurement strategy is the estimation of the trajectory (position and orientation) of the scanner, which allows a consistent registration of the single scan lines in a global coordinate system (georeferencing). The largest limitation to the accuracy of the resulting point cloud is the accuracy of the estimated trajectory. In most applications, the estimation of position and orientation are based on the fusion of GNSS (Global Navigation Satellite System) and IMU (Inertial Measurement Unit) measurements. Systematic errors, as they often appear in GNSS measurements, are directly transferred to the georeferenced point cloud and therefor limit the potential for deformation analysis. With this paper we address the questions, if the trajectory estimation can be improved by the integration of known landmarks into the trajectory estimation procedure. Using a point cloud generated with an initial GNSS/IMU based trajectory, landmark targets can be observed in the point cloud and integrated into an updated estimate, using a factor graph-based approach. For the evaluation of a potential accuracy increase due to landmark observations, we performed measurements, comparing GNSS/IMU based results with the ones where landmarks are additionally integrated. The experiments show, that the accuracy increases especially in the heading angle, which is reflected in lower residuals to observed reference coordinates, but also in the trajectory covariances of the estimation results.
桥梁、水坝等人工结构的变形检测是工程大地测量学中的一项重要任务。揭示变形的经典方法是基于大地测量网,使用来自全站站或GNSS接收器的测量。另一种新方法是基于地面激光扫描确定变形,通过点云比较导致大规模变形结果。在大地测量工程领域,移动激光扫描系统越来越多地用于在短测量时间内生成高分辨率点云,这导致了将其用于变形分析的想法。该测量策略的关键部分是估计扫描仪的轨迹(位置和方向),这允许在全局坐标系(地理参考)中对单个扫描线进行一致的注册。对所得点云精度的最大限制是估计轨迹的精度。在大多数应用中,位置和方向估计是基于GNSS(全球导航卫星系统)和IMU(惯性测量单元)测量的融合。系统误差,因为它们经常出现在GNSS测量中,直接转移到地理参考点云,因此限制了变形分析的潜力。在本文中,我们讨论了是否可以通过将已知地标整合到轨迹估计过程中来改进轨迹估计的问题。使用基于初始GNSS/IMU轨迹生成的点云,可以在点云中观察到地标性目标,并使用基于因子图的方法将其集成到更新的估计中。为了评估由于地标观测而潜在的精度提高,我们进行了测量,将基于GNSS/IMU的结果与额外集成地标的结果进行了比较。实验表明,该方法的精度提高主要体现在对观测参考坐标的残差降低,同时也体现在估计结果的轨迹协方差上。
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引用次数: 1
期刊
Proceedings of the 5th Joint International Symposium on Deformation Monitoring - JISDM 2022
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