机载LiDAR数据的多回波信息分析及应用研究Analysis of multiple returns of airborne LiDAR pulse and its application in filtering
林祥国,张继贤
摘要(Abstract):
本文通过分析机载LiDAR系统获取的激光数据的多回波特性,阐述了多回波信息对地物类型信息的揭示作用,并将多回波特性用于减少参与滤波的激光脚点数量。实验证明,本文提出的滤波方案,可以预先剔除掉大部分的植被激光脚点和部分的建筑物激光脚点,既减少了参与滤波的数据量,又可以改善滤波算法对建筑物和植被的滤除效果。
关键词(KeyWords): 机载LiDAR;多回波;滤波;不规则三角网渐进加密
基金项目(Foundation): 国家自然科学基金(41001280);; 中国博士后基金(2010047038);; 对地观测技术国家测绘局重点实验室开放基金(K201003)
作者(Author): 林祥国,张继贤
DOI: 10.16251/j.cnki.1009-2307.2013.02.060
参考文献(References):
- [1]张小红.利用机载LiDAR双次回波高程之差分类激光脚点[J].测绘科学,2006,31(4):48-50.
- [2]Axelsson P.DEM generation from laser scanner data usingadaptive TIN models[J].International Archives of thePhotogrammetry,Remote Sensing and Spatial InformationSciences,1999,XXXIII(B4/1):110-117.
- [3]Kraus K.Determination of terrain models in wooded areaswith airborne laser scanner data[J].ISPRS Journal ofPhotogrammetry and Remote Sensing,1998,53(4):193-203.
- [4]Zhang K,Chen S,Whitman D,Shyu M,Yan J andZhang C.A progressive morphological filter for removingnon-ground measurements from airborne LiDAR data[C]//IEEE Transactions on Geoscience and RemoteSensing,2003,41(4):872-882.
- [5]Vosselman G.Slope based filtering of laser altimetry data[J].International Archives of Photogrammetry,RemoteSensing and Spatial Information Sciences,2000,33(PartB3/2):935-942.
- [6]Sithole G,Vosselman G.Experimental comparison of fil-ter algorithms for bare-earth extraction from airborne laserscanning point clouds[J].ISPRS Journal of Photogram-metry and Remote Sensing,2004,59(1-2):85-101.
- [7]许晓东,张小红,程世来.航空LiDAR的多次回波探测方法及其在滤波中的应用[J].武汉大学学报.信息科学版,2007,32(9):778-781.
- [8]唐菲菲,刘经南,张小红,阮志敏.基于机载LiDAR数据获取森林地区DTM新方法[J].武汉大学学报.信息科学版,2009,34(4):459-462.
- [9]Moffiet T,Mengersen K,Witte C,King R and DenhamR.Airborne laser scanning:exploratory data analysis in-dicates potential variables for classification of individualtrees or forest stands according to species[J].ISPRSJournal of Photogrammetry&Remote Sensing,2005,59(5):289-309.
- [10]Arya S,Mount D M,Netanyahu N S,Silverman R,WuA Y.An optimal algorithm for approximate nearest neigh-bor searching in fixed dimensions[J].Journal of theACM,1998,45:891-923.
- [11]蒋晶珏.LiDAR数据基于点集的表示与分类:博士学位论文[D].武汉大学,2006.