一种保护细节的从机载激光点云中提取城区DTM的方法
A Detailed Protected Method of Extracting Digital Terrain Model from Airborne Laser Point Cloud in Urban Areas
- 2008年第2期 页码:233-238
纸质出版日期: 2008
DOI: 10.11834/jrs.20080230
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纸质出版日期: 2008 ,
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[1]陶金花,苏林,李树楷.一种保护细节的从机载激光点云中提取城区DTM的方法[J].遥感学报,2008(02):233-238.
TAO Jin-hua, SU Lin, LI Shu-kai. A Detailed Protected Method of Extracting Digital Terrain Model from Airborne Laser Point Cloud in Urban Areas[J]. Journal of Remote Sensing, 2008,(2):233-238.
机载激光测距数据是机载激光扫描测距系统获取的三维地面信息
它由离散、不规则的点云构成
这些点云构成了测区的数字表面模型(DSM)。准确地将点云中的地面点和非地面点分离
即从DSM中提取数字地面模型(DTM)
目前仍是一项挑战性的工作。数学形态学以集合论为基础
适合信号形态分析和描述。应用形态学灰值开运算可以移除点云中的非地面点
但是逐渐增大的结构元素会导致提取的DTM过于平坦。针对过度过滤导致地形细节丢失问题
提出了一种带有约束条件的过滤方法
该方法根据地形起伏程度设定阈值
通过阈值控制运算结果
并以中国自主研制的机载激光扫描测距系统所产生的数据为例
证明该方法的可行性及有效性。
Recent progresses in airborne light detection and ranging(LIDAR) technology allow rapid and inexpensive measurements of topography over large areas.This technology becomes a primary method for generating high-resolution digital terrain model(DTM) that is essential to numerous applications.LIDAR techniques represent a new and fruitful approach in the determination of digital surface model.LIDAR systems usually return a three-dimensional cloud of point measurements from reflective objects scanned by the laser beneath the flight path.One of the goals in processing LiDAR point cloud is to set up filtering methods in order to extract the digital terrain model automatically.There are a lot of methods of extracting DTM from LiDAR point cloud
but removing nonground points is still a challenging task.In order to generate a DTM
measurements from nonground features(buildings
vehicles and vegetation etc.) have to be removed.Mathematical morphology is based on set theory to extract features from an image and fits for signal analysis.It has been demonstrated that operation opening can remove objects on ground(vegetations
buildings
etc.) from LiDAR point cloud and reserve objects larger than structuring element.To find out a proper structuring element is very difficult.The larger window size of structuring element would over filter DTM and the smaller window would not filter all nonground objects.All nonground objects could be removed by one time opening operation theoretically if the structuring element is appropriate.Unfortunately there is no such structuring element in reality because of the complexity of terrain surface.This can be resolved by gradually increasing structuring element
which can filter objects on ground
but some terrain measurements also have been filtered at the same time.This results in too flat on terrain surface and the extracted DTM is lower than the real.In this paper
a restricted filter method is developed to solve the terrain details loss caused by over filtered.The overall process starts from an initial set of points
then gradually increases the structuring element which is restricted with elevation difference thresholds at the same time.Elevation difference threshold is set by undulation of terrain
and it can control result.The ratio of elevation difference of before and after opening to structuring element window size is k
which represents undulating grade.The larger the value of k is
the steeper the area is
and vice versa in order to reserve the terrain details
the threshold of k is set k
0
.Result value of filtered remains invariable when k
<
k
0
otherwise equals result value of opening.This procedure iterates while the window size of structuring element gradually increases.The times of iteration are determined by window size of and increasing style.The different size of nonground objects(vegetation
building etc.) are filtered by iteration and the details could be reserved.The feasibility and validity of the method is demonstrated with an example data of airborne laser scanning system developed by China.The results show that the filter can remove most of the nonground points effectively.
DSMDTM数学形态学激光测距
DSMDTMmathematical morphologyairborne laser scanning
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