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A TECHNIQUE OF DIGITAL SURFACE MODEL GENERATION 被引量:1
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作者 ZHU YixuanXU Miaozhong 《Geo-Spatial Information Science》 2001年第4期61-65,72,共6页
It is usually a time-consuming process to real-time set up 3D digital surface model(DSM) of an object with complex surface.On the basis of the architectural survey project of"Chilin Nunnery Reconstruction",t... It is usually a time-consuming process to real-time set up 3D digital surface model(DSM) of an object with complex surface.On the basis of the architectural survey project of"Chilin Nunnery Reconstruction",this paper investigates an easy and feasible way,that is,on project site,applying digital close range photogrammetry and CAD technique to establish the DSM for simulating ancient architectures with complex surface.The method has been proved very effective in practice. 展开更多
关键词 digital close range photogrammetry (DCRP) Photomodeler digital surface model(dsm) CAD
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A new GIS-compatible methodology for visibility analysis in digital surface models of earth sites 被引量:2
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作者 Katerina Ruzickova Jan Ruzicka Jan Bitta 《Geoscience Frontiers》 SCIE CAS CSCD 2021年第4期21-33,共13页
As a GIS tool,visibility analysis is used in many areas to evaluate both visible and non-visible places.Visibility analysis builds on a digital surface model describing the terrain morphology,including the position an... As a GIS tool,visibility analysis is used in many areas to evaluate both visible and non-visible places.Visibility analysis builds on a digital surface model describing the terrain morphology,including the position and shapes of all objects that can sometimes act as visibility barriers.However,some barriers,for example vegetation,may be permeable to a certain degree.Despite extensive research and use of visibility analysis in different areas,standard GIS tools do not take permeability into account.This article presents a new method to calculate visibility through partly permeable obstacles.The method is based on a quasi-Monte Carlo simulation with 100 iterations of visibility calculation.Each iteration result represents 1%of vegetation permeability,which can thus range from 1%to 100%visibility behind vegetation obstacles.The main advantage of the method is greater accuracy of visibility results and easy implementation on any GIS software.The incorporation of the proposed method in GIS software would facilitate work in many fields,such as architecture,archaeology,radio communication,and the military. 展开更多
关键词 digital surface model Visibility analysis Topographic data processing Obstacle object PERMEABILITY
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An Adaptive and Image-guided Fusion for Stereo Satellite Image Derived Digital Surface Models 被引量:1
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作者 Hessah ALBANWAN Rongjun QIN 《Journal of Geodesy and Geoinformation Science》 2022年第4期1-9,共9页
The accuracy of Digital Surface Models(DSMs)generated using stereo matching methods varies due to the varying acquisition conditions and configuration parameters of stereo images.It has been a good practice to fuse th... The accuracy of Digital Surface Models(DSMs)generated using stereo matching methods varies due to the varying acquisition conditions and configuration parameters of stereo images.It has been a good practice to fuse these DSMs generated from various stereo pairs to achieve enhanced,in which multiple DSMs are combined through computational approaches into a single,more accurate,and complete DSM.However,accurately characterizing detailed objects and their boundaries still present a challenge since most boundary-ware fusion methods still struggle to achieve sharpened depth discontinuities due to the averaging effects of different DSMs.Therefore,we propose a simple and efficient adaptive image-guided DSM fusion method that applies k-means clustering on small patches of the orthophoto to guide the pixel-level fusion adapted to the most consistent and relevant elevation points.The experiment results show that our proposed method has outperformed comparing methods in accuracy and the ability to preserve sharpened depth edges. 展开更多
关键词 digital surface model(dsm) dsm Fusion adaptive fusion satellite stereo images
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Using UAVs for detection of trees from digital surface models
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作者 Nusret Demir 《Journal of Forestry Research》 SCIE CAS CSCD 2018年第3期804-812,共9页
A difficult problem in forestry is tree inventory.In this study, a GoProHero attached to a small unmanned aerial vehicle was used to capture images of a small area covered by pinus pinea trees. Then, a digital surface... A difficult problem in forestry is tree inventory.In this study, a GoProHero attached to a small unmanned aerial vehicle was used to capture images of a small area covered by pinus pinea trees. Then, a digital surface model was generated with image matching. The elevation model representing the terrain surface, a ‘digital terrain model’,was extracted from the digital surface model using morphological filtering. Individual trees were extracted by analyzing elevation flow on the digital elevation model because the elevation reached the highest value on the tree peaks compared to the neighborhood elevation pixels. The quality of the results was assessed by comparison with reference data for correctness of the estimated number of trees. The tree heights were calculated and evaluated with ground truth dataset. The results showed 80% correctness and 90% completeness. 展开更多
关键词 Tree detection digital surface model Fish-eye camera PHOTOGRAMMETRY UAV
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Study on the Digital Manufacturing System of Ship Model Surface
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作者 ZHU Linsen TANG Yangping BIN Hongzan FENG Qingxiu XIONG Zhengpeng (school of Mechanical Science and Engineering,Huazhong University of Science and Technology,Wuhan 430074 China 《武汉理工大学学报》 CAS CSCD 北大核心 2006年第S2期547-551,共5页
Because a ship model surface (SMS) is a large double-curved 3-D surface,the machining efficiency of the cur- rent handcraft manufacturing method are very low,and the precision is difficult to control also.In order to ... Because a ship model surface (SMS) is a large double-curved 3-D surface,the machining efficiency of the cur- rent handcraft manufacturing method are very low,and the precision is difficult to control also.In order to greatly improve the machining efficiency and precision of SMS,based on the CAD/CAM/CNC technology,this paper proposed a model of SMS digi- tal manufacturing system,which is composed of five functional modules (preprocess module,CAD module,CAM module,post- process module and CNC module),and a twin-skeg SMS as an example,the key technologies & design principle of the nodtules were investigated also Based on the above research works,the first set of 4-axis SMS Digital Manufacturing System in China has been successfully developed,which can reduce the machining time of the twin-skeg SMS from 30 working days needed for the cur- rent handcrafting manufacturing method to 8 hours now,and which can control more effectively the precision of SMS also. 展开更多
关键词 SHIP ENGINEERING SHIP model surface(SMS) digital MANUFACTURING CAD/CAM/CNC
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Primary safe criterion of earth-brushing flight for flying vehicle over digital surface model
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作者 赵敏 林行刚 赵乃国 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期309-314,共6页
In modern terrain-following guidance it is an important index for flight vehicle to cruise about safely and normally. On the basis of a constructing method of digital surface model (DSM), the definition, classificatio... In modern terrain-following guidance it is an important index for flight vehicle to cruise about safely and normally. On the basis of a constructing method of digital surface model (DSM), the definition, classification and scale analysis of an isolated obstacle threatening flight safety of terrain-following guidance are made. When the interval of vertical-and cross-sections on DSM is 12. 5 m, the proportion of isolated obstacles to the data amount of DSM model to be loaded is optimal. The main factors influencing the lowest flying height in terrain-following guidance are analyzed, and a primary safe criterion of the lowest flying height over DSM model is proposed. According to their test errors, the lowest flying height over 1:10 000 DSM model can reach 40. 5 m^45. 0 m in terrain-following guidance. It is shown from the simulation results of a typical urban district that the proposed models and methods are reasonable and feasible. 展开更多
关键词 digital surface model terrain-following guidance flight obstacle ground feature flight vehicle.
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Evaluating the Impacts of Using Different Digital Surface Models to Estimate Forest Height with TanDEM-X Interferometric Coherence Data
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作者 CHEN Hao HILL David A. +1 位作者 WHITE Joanne C. CLOUDE Shane R. 《雷达学报(中英文)》 CSCD 北大核心 2020年第2期386-398,共13页
In our previous studies, we demonstrated the usefulness of TanDEM-X interferometric bistatic mode with single polarization to obtain forest heights for the purposes of large area mapping. A key feature of our approach... In our previous studies, we demonstrated the usefulness of TanDEM-X interferometric bistatic mode with single polarization to obtain forest heights for the purposes of large area mapping. A key feature of our approach has been the use of a simplified Random Volume Over Ground(RVOG) model that locally estimates forest height. The model takes TanDEM-X interferometric coherence amplitude as an input and uses an external Digital Surface Model(DSM) to account for local slope variations due to terrain topography in order to achieve accurate forest height estimation. The selection of DSM for use as a local slope reference is essential, as an inaccurate DSM will result in less accurate terrain-correction and forest height estimation. In this paper, we assessed TanDEM-X height estimates associated with scale variations in different DSMs used in the model over a remote sensing supersite in Petawawa, Canada. The DSMs used for assessments and comparisons included ASTER GDEM, ALOS GDSM, airborne DRAPE DSM, Canadian DSM and TanDEM-X DSM. Airborne Laser Scanning(ALS) data were used as reference for terrain slope and forest height comparisons. The results showed that, with the exception of the ASTER GDEM, all DSMs were sufficiently accurate for the simplified RVOG model to provide a satisfactory estimate of stand-level forest height. When compared to the ALS 95th height percentile, the modeled forest heights had R2 values greater than 80% and Root-Mean-Square Errors(RMSE)less than 2 m. For a close similarity in slope estimation with the ALS reference, coverage across Canada and open data access, the 0.75 arc-second(20 m) resolution Canadian DSM was selected as a preferred choice for the simplified RVOG model to provide TanDEM-X height estimation in Canada. 展开更多
关键词 INTERFEROMETRIC COA digital surface model FOREST HEIGHT
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基于DSM的城市公园对PM_(2.5)和PM_(10)的消减特征研究——以南昌市人民公园为例 被引量:2
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作者 刘青 刘桢梦 +3 位作者 李雅平 孙怡 刘苑秋 黄英 《江西农业大学学报》 CAS CSCD 北大核心 2024年第1期173-183,共11页
【目的】PM_(2.5)、PM_(10)等空气颗粒物是城市空气首要污染物,在城市空气污染中占主导地位。了解固定外源下PM_(2.5)、PM_(10)在城市绿地的消减特征,可为城市阻控空气颗粒物、缓解空气污染提供有利依据。然而目前空气颗粒物的研究大多... 【目的】PM_(2.5)、PM_(10)等空气颗粒物是城市空气首要污染物,在城市空气污染中占主导地位。了解固定外源下PM_(2.5)、PM_(10)在城市绿地的消减特征,可为城市阻控空气颗粒物、缓解空气污染提供有利依据。然而目前空气颗粒物的研究大多以点测定方式量化空间结构及植被类型对空气颗粒物的影响,对固定外源污染下PM_(2.5)、PM_(10)在城市绿地空间尺度上的影响机制研究较少。【方法】研究结合DSM与地统计学,以南昌市人民公园为例,探索城市公园阻隔外源污染的空间梯度效应及空间结构类型差异。利用克里金插值法对其空间分布特征进行可视化模拟;利用Arcgis和R语言等软件分析不同空间结构PM_(2.5)、PM_(10)的浓度差异。【结果】人民公园PM_(2.5)、PM_(10)的浓度在空间分布上趋势一致,均表现为以固定外源点为核心,浓度随距离增加呈极显著梯度递减的趋势,且在中部(约距外源点150~220 m处)消减效率最高,约为全园PM_(2.5)平均消减值的7.5倍,PM_(10)平均消减值的3.8倍;PM_(2.5)、PM_(10)受多种因子影响:与空气温度、距离(主导因子)显著负相关、与相对湿度显著正相关,且PM_(2.5)、PM_(10)对不同因子响应特征存在差异;城市公园不同绿地空间结构对PM_(2.5)、PM_(10)的消减及扩散作用差异显著,受其双重影响,PM_(2.5)、PM_(10)的浓度表现为水体>广场>树林>草坪,其中PM_(2.5)受影响更显著;此外,受各因子和绿地空间结构耦合影响,部分区域PM_(2.5)、PM_(10)分布异常。【结论】以固定外源点为核心,PM_(2.5)、PM_(10)浓度随距离增加呈极显著梯度递减的趋势,且在中部消减效率最高;PM_(2.5)、PM_(10)浓度与相对湿度显著正相关,与空气温度与距离显著负相关,其中PM_(10)对距离和相对湿度响应较为明显,而PM_(2.5)受空气温度影响较大;在随距离变化基础上,不同城市绿地空间结构对PM_(2.5)、PM_(10)消减和扩散作用差异导致了局部分布差异。 展开更多
关键词 PM_(2.5) PM_(10) 空气颗粒物阻控 城市绿地 dsm 地统计学 南昌
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Three-Dimensional TIN Algorithm for Digital Terrain Modeling 被引量:7
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作者 ZHU Qing ZHANG Yeting LI Fengchun 《Geo-Spatial Information Science》 2008年第2期79-85,共7页
The problem of taking an unorganized point cloud in 3D space and fitting a polyhedral surface to those points is both important and difficult. Aiming at increasing applications of full three dimensional digital terrai... The problem of taking an unorganized point cloud in 3D space and fitting a polyhedral surface to those points is both important and difficult. Aiming at increasing applications of full three dimensional digital terrain surface modeling, a new algorithm for the automatic generation of three dimensional triangulated irregular network from a point cloud is pro- posed. Based on the local topological consistency test, a combined algorithm of constrained 3D Delaunay triangulation and region-growing is extended to ensure topologically correct reconstruction. This paper also introduced an efficient neighbor- ing triangle location method by making full use of the surface normal information. Experimental results prove that this algo- rithm can efficiently obtain the most reasonable reconstructed mesh surface with arbitrary topology, wherein the automati- cally reconstructed surface has only small topological difference from the true surface. This algorithm has potential applica- tions to virtual environments, computer vision, and so on. 展开更多
关键词 three dimensional triangulated irregular network digital terrain surface modeling Delaunay triangulation
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Numerical Calculation of Channel Dredging Volume Using 3D Digital Stratum Model 被引量:1
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作者 缪正建 李明超 钟登华 《Transactions of Tianjin University》 EI CAS 2012年第2期90-96,共7页
Prediction of channel dredging volume is critical for project cost estimation. However, many proposed approximate methods are not accurate. This paper presents a novel numerical method to accurately calculate the dred... Prediction of channel dredging volume is critical for project cost estimation. However, many proposed approximate methods are not accurate. This paper presents a novel numerical method to accurately calculate the dredg- ing volume using a 3D stratum model (DSM) and a channel surface model. First, the 3D DSM is constructed rapidly yet accurately from non-uniform rational B-splines (NURBS) surfaces through Boolean operation between a physical terrain model and a stratum surfaces model. Then, a parametric channel surface model is built from cross-section data and a channel center line using code implemented in the VC++ programming language. Finally, the volumes of different types of physical stratums can be calculated automatically and hierarchically to determine the dredging volume. Practical application shows that the DSM method is more precise and faster compared to the section method, and that the implementation of the developed software provides an interactive graphical user interface and visual presentation. 展开更多
关键词 dredging volume numerical calculation digital stratum model parametric modeling surface integral
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Facets of Uncertainty in Digital Elevation and Slope Modeling 被引量:1
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作者 ZHANG Jingxiong LI Deren 《Geo-Spatial Information Science》 2005年第3期163-170,共8页
This paper investigates the differences that result from applying different approaches to uncertainty modeling and reports an experimental examining error estimation and propagation in elevation and slope, with the la... This paper investigates the differences that result from applying different approaches to uncertainty modeling and reports an experimental examining error estimation and propagation in elevation and slope, with the latter derived from the former. It is confirmed that significant differences exist between uncertainty descriptors, and propagation of uncertainty to end products is immensely affected by the specification of source uncertainty. 展开更多
关键词 UNCERTAINTY accuracy assessment error surfaces GEOSTATISTICS stochastic simulation REALIZATIONS digital elevation models (DEMs) SLOPE
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联合无人机影像生成DSM和DOM的多层次建筑物变化检测
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作者 柴佳兴 张云生 +2 位作者 杨振 陈斯飏 李海峰 《自然资源遥感》 CSCD 北大核心 2024年第2期80-88,共9页
随着我国城镇化水平的不断提高,城镇建筑物日新月异,及时、准确地掌握城镇建筑物的变化信息对城镇管理、违章建筑查处及灾害评估有着重要意义。该文提出了一种联合无人机影像生成数字表面模型(digital surface model,DSM)和正射影像(dig... 随着我国城镇化水平的不断提高,城镇建筑物日新月异,及时、准确地掌握城镇建筑物的变化信息对城镇管理、违章建筑查处及灾害评估有着重要意义。该文提出了一种联合无人机影像生成数字表面模型(digital surface model,DSM)和正射影像(digital orthophoto map,DOM)的多层次建筑物变化检测方法,主要包括4个步骤:①对无人机影像生成的密集点云和DOM进行预处理,生成差分归一化DSM(differential normalized DSM,dnDSM)并提取植被区域;②利用多层高差阈值提取候选变化区域,并在此过程中剔除植被及面积较小区域;③对低层候选变化区域进行连通域分析,对于每个连通对象,利用其较高层的变化检测结果剔除低层中的误检测;④统计每个变化对象的正、负高差值数量关系,确定变化类型。实验结果表明,该文方法不但能够保留较低高差阈值检测到的低矮变化建筑物,而且能够保证高大变化建筑物的正确性、完整性。 展开更多
关键词 建筑变化监测 无人机影像 数字表面模型 正射影像
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单镜头无人机倾斜摄影在DSM数学精度检测中的应用
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作者 常岑 段顺旭 《北京测绘》 2024年第12期1665-1669,共5页
针对实景三维场景中的数字表面模型(DSM)成果数学精度检验工作,常规检验方法效率低下,不能满足大范围DSM更新检查频率要求的问题,本文通过比较五镜头和单镜头倾斜摄影在数据获取效率、数据存储和使用成本等方面的优劣,确定采用单镜头无... 针对实景三维场景中的数字表面模型(DSM)成果数学精度检验工作,常规检验方法效率低下,不能满足大范围DSM更新检查频率要求的问题,本文通过比较五镜头和单镜头倾斜摄影在数据获取效率、数据存储和使用成本等方面的优劣,确定采用单镜头无人机倾斜摄影技术对DSM数学精度进行检验。通过分析单镜头倾斜摄影建模中不同像控点布设数量对三维模型成果精度的影响,得到布设密度为400~600 m的像控点可保证模型精度。此外,进一步比较了单节点和多节点计算机在空三解算和三维模型建模上的效率,确定单节点解算空三,多节点构建三维模型的硬件配置方案。在此基础上,在实验区开展常规方法与倾斜三维模型方法在检验工作中的一致性比对,发现两种方法得到的检验结果基本一致,且倾斜三维模型方法能够大幅提高DSM数学精度的检验效率,可以满足大范围的DSM检验工作要求。 展开更多
关键词 单镜头 倾斜摄影 数字表面模型(dsm) 数学精度检测
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从多视角卫星图像生成准确DSM的方法研究
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作者 万奇峰 佘江峰 《移动信息》 2024年第10期208-211,共4页
神经辐射场(NeRF)已成为一种新兴的三维重建方法,然而由于缺乏几何约束,其在多视角卫星摄影测量中的应用很难获得准确的数字表面模型(DSM)。为解决这个问题,文中提出了通过几何约束神经辐射场(GC-NeRF)从多视角卫星图像生成准确的DSM,... 神经辐射场(NeRF)已成为一种新兴的三维重建方法,然而由于缺乏几何约束,其在多视角卫星摄影测量中的应用很难获得准确的数字表面模型(DSM)。为解决这个问题,文中提出了通过几何约束神经辐射场(GC-NeRF)从多视角卫星图像生成准确的DSM,其关键是针对卫星相机视点分布紧密的特征设计一个几何损失项,可以通过促使表面更薄来约束场景的几何结构,极大地提高了生成DSM的准确性。在WorldView-3卫星图像上的实验表明,GC-NeRF可以利用多视角卫星图像生成更精确的DSM。 展开更多
关键词 神经辐射场 多视角卫星图像 数字表面模型 几何约束
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跨模态多层特征融合的遥感影像语义分割
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作者 李智杰 程鑫 +3 位作者 李昌华 高元 薛靖裕 介军 《计算机科学与探索》 北大核心 2025年第4期989-1000,共12页
多模态语义分割网络能够利用不同模态中的互补信息来提高分割精度,在地物分类领域具有广泛的应用潜力。然而,现有的多模态遥感影像语义分割模型大多忽略了深度特征的几何形状信息,未将多层特征充分利用就进行融合,导致跨模态特征提取不... 多模态语义分割网络能够利用不同模态中的互补信息来提高分割精度,在地物分类领域具有广泛的应用潜力。然而,现有的多模态遥感影像语义分割模型大多忽略了深度特征的几何形状信息,未将多层特征充分利用就进行融合,导致跨模态特征提取不充分,融合效果不理想。针对这些问题,提出了一种基于多模态特征提取和多层特征融合的遥感影像语义分割模型。通过构建双分支编码器,模型能够分别提取遥感影像的光谱信息和归一化数字表面模型(nDSM)的高程信息,并深入挖掘nDSM的几何形状信息。引入跨层丰富模块细化完善每层特征,从深层到浅层充分利用多层的特征信息。完善后的特征通过注意力特征融合模块,对特征进行差异性互补和交叉融合,以减轻分支结构之间的差异,充分发挥多模态特征的优势,从而提高遥感影像分割精度。在ISPRS Vaihingen和Potsdam数据集上进行实验,mF1分数分别达到了90.88%和93.41%,平均交互比(mIoU)分别达到了83.49%和87.85%,相较于当前主流算法,该算法实现了更准确的遥感影像语义分割。 展开更多
关键词 遥感影像 归一化数字表面模型(ndsm) 语义分割 特征提取 特征融合
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一种快速生成DSM的不规则三角网构网新方法 被引量:6
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作者 苗启广 史俊杰 +1 位作者 刘天歌 师顿 《系统工程与电子技术》 EI CSCD 北大核心 2014年第9期1868-1873,共6页
针对目前存在的不规则三角网(triangulation irregular network,TIN)构网效率较低的问题提出了一种新的生成数字表面模型(digital surface model,DSM)的构网方法。首先,通过建立虚拟格网和格网插值,在线性时间内快速建立初始三角网。然... 针对目前存在的不规则三角网(triangulation irregular network,TIN)构网效率较低的问题提出了一种新的生成数字表面模型(digital surface model,DSM)的构网方法。首先,通过建立虚拟格网和格网插值,在线性时间内快速建立初始三角网。然后,对初始三角网中局部少量数据优化得到最终的TIN。最后,对数据进行冗余处理和密集处理,构造高分辨率的DSM。实验结果表明,该算法的构网效率高于当前存在的TIN构网方法,对于大数据量的DSM生成具有良好的适用性。 展开更多
关键词 数字表面模型 不规则三角网 激光雷达 局部优化处理 DELAUNAY三角网
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基于DSM的遥感图像拼接线自动生成技术 被引量:6
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作者 范永弘 万惠琼 +1 位作者 靳建立 曾令沙 《测绘科学技术学报》 北大核心 2011年第1期33-36,共4页
在DSM滤波和权值确定的基础上,提出了一种基于DSM的遥感图像拼接线自动提取方法。该方法首先基于流水模型的基本原理设计了拼接线自动选择规则,然后利用数学形态学对自动提取的拼接线进行了膨胀处理。实验结果表明,该方法提取的拼接线... 在DSM滤波和权值确定的基础上,提出了一种基于DSM的遥感图像拼接线自动提取方法。该方法首先基于流水模型的基本原理设计了拼接线自动选择规则,然后利用数学形态学对自动提取的拼接线进行了膨胀处理。实验结果表明,该方法提取的拼接线能够有效地规避建筑物投影差等问题,确保了自动拼接线提取的有效性。 展开更多
关键词 影像拼接 数字高程模型 流水模型 膨胀 建筑物投影差
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融合无人机高分辨率DOM和DSM数据语义的崩岗识别 被引量:7
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作者 沈盛彧 张彤 +4 位作者 程冬兵 王志刚 赵元凌 邓羽松 钱峰 《农业工程学报》 EI CAS CSCD 北大核心 2020年第12期69-79,共11页
崩岗识别是大规模的崩岗调查、治理和侵蚀机理等研究的首要任务,但以现场调查和人工解译高分辨率卫星遥感影像为主的传统方法,自动化程度低,人力、物力成本高而且效率低,不能满足大范围工作的需要。该研究借鉴遥感影像场景分类识别思路... 崩岗识别是大规模的崩岗调查、治理和侵蚀机理等研究的首要任务,但以现场调查和人工解译高分辨率卫星遥感影像为主的传统方法,自动化程度低,人力、物力成本高而且效率低,不能满足大范围工作的需要。该研究借鉴遥感影像场景分类识别思路,利用视觉-地形词袋模型(Bag of Visual-Topographic Words,BoV-TW)进行崩岗区域高分辨率数字正射影像图Digital Orthophoto Map(DOM)与数字表面模型Digital Surface Model(DSM)局部特征的混合表达,并通过潜在狄利克雷分配Latent Dirichlet Allocation(LDA)的潜在语义分析融合形成低维度的高层语义表征,最后以支持向量机(Support-Vector Machine,SVM)作为监督学习训练分类器,实现崩岗的高精度快速自动识别。试验结果表明:1)LDA主题个数变化时,该方法总精度可保持在95%左右,崩岗查全率和查准率保持在80%以上,最高分别为97.22%和94.44%;2)视觉-地形词袋词汇表大小变化时,该方法总精度一直在90%以上,最高为96.10%,崩岗查全率也基本在90%以上,最高为100%,崩岗查准率随词汇表大小的增加逐渐提升,最高为85.00%;3)仅使用DOM无法较好地识别崩岗地貌特征,没有合适的特征提取和融合策略,DOM和DSM结合也无法提高崩岗识别效果。同时,该方法时间花费少,效率高,可行性强。该研究可为崩岗调查、监测、治理及侵蚀机理的定量化研究提供参考。 展开更多
关键词 无人机 识别 崩岗 DOM dsm 视觉-地形词袋模型
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航空图像中基于DSM的多尺度树冠分割 被引量:8
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作者 李朝阳 阎广建 +3 位作者 肖志强 李小文 郭军 王锦地 《北京邮电大学学报》 EI CAS CSCD 北大核心 2006年第6期40-43,共4页
提出了一种基于数字表面高程模型(DSM)和多尺度权聚类图像分割的算法.首先通过DSM选择需要分割的候选树冠顶点,利用航空摄影测量的方法将树冠顶点投影到航空相片作为种子点;然后对树冠进行分割,其方法是在一个全局分割测度的约束下,利... 提出了一种基于数字表面高程模型(DSM)和多尺度权聚类图像分割的算法.首先通过DSM选择需要分割的候选树冠顶点,利用航空摄影测量的方法将树冠顶点投影到航空相片作为种子点;然后对树冠进行分割,其方法是在一个全局分割测度的约束下,利用代数多网格的数值计算方法,逐步进行权聚类,形成多尺度的分割图像,通过不同的选权参数,获得有意义的分割区域,从多尺度的分割图像中,根据种子点所在位置和分割图像大小确定分割的树冠.经过实际图像验证,此算法能对不同角度投影的树冠进行有效分割. 展开更多
关键词 航空图像 树冠分割 多尺度分割 数字表面模型 姿态定位系统
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城市DSM的获取技术与应用 被引量:13
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作者 穆利娜 李发红 《陕西师范大学学报(自然科学版)》 CAS CSCD 北大核心 2008年第S1期117-119,131,共4页
城市数字表面模型(DSM)是城市三维模型的展示,它可为数字城市提供重要的基础地理信息数据。探讨了基于航空摄影测量和三维激光扫描数据获取DSM的技术方法,分析比较了两种数据源的优缺点,介绍了DSM在城市发展中的应用。
关键词 城市数字表面模型 获取 地理信息
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