应用地面三维激光扫描对白桦单木结构参数的提取
详细信息    查看全文 | 推荐本文 |
  • 英文篇名:Extracting Single-tree Structure Parameters of Betula platyphylla by Terrestrial Three-dimensional Laser Scanning
  • 作者:郑淯文 ; 吴金卓 ; 林文树 ; 李祥
  • 英文作者:Zheng Yuwen;Wu Jinzhuo;Lin Wenshu;Li Xiang;Northeast Forestry University;
  • 关键词:白桦 ; 立木测量 ; 单木结构参数 ; 地面三维激光扫描
  • 英文关键词:Betula platyphylla;;Vertical tree measurement;;Structural parameters of single tree;;Terrestrial 3D laser scanning
  • 中文刊名:DBLY
  • 英文刊名:Journal of Northeast Forestry University
  • 机构:东北林业大学工程技术学院;
  • 出版日期:2018-07-03 17:23
  • 出版单位:东北林业大学学报
  • 年:2018
  • 期:v.46
  • 基金:中央高校基本科研业务费专项资金项目(2572016CB10);; 国家自然科学基金项目(31500587);; 黑龙江省博士后基金项目(LBHZ15007)
  • 语种:中文;
  • 页:DBLY201808009
  • 页数:7
  • CN:08
  • ISSN:23-1268/S
  • 分类号:51-57
摘要
应用地面三维激光扫描仪,在大小兴安岭地区的4块白桦(Betula platyphylla)次生林样地进行单木扫描,对扫描后树干点云进行分层处理并设置阈值;运用Hough变换算法提取单木位置与胸径,利用树干生长方向得到树高与冠幅;运用回归分析对算法估计值和实测值进行拟合,判断算法的准确性;利用体元模拟法与传统体积计算方法分别估测树冠体积,分析两种算法的差异。结果表明:4块样地的单木识别率较高,平均为86.5%;4块样地的单木胸径、树高、冠幅估测的决定系数(R~2),分别为0.82、0.79、0.83,相应的均方根误差分别为2.03 cm、1.98m、0.45 m,显示了较好的估算精度;利用体元模拟法与传统树冠体积计算方法得到4块样地中树冠体积的平均差异为35.6%,两种算法间4块样地平均决定系数为0.96,拟合较好。
        Four Betula platyphylla secondary forest plots in the Greater and Lesser Khingan Mountains were scanned by using a ground 3 D laser scanner and the threshold was set after scanning the trunk point cloud. We used Hough transform algorithm to extract the information of tree position and the diameter at breast height( DBH),used the growth direction of the tree trunk to obtain the height and the crown width of the tree,and used regression analysis to fit the estimated value and the measured value to judge the accuracy of the algorithm. Finally,the volume of canopy was estimated by the methods of voxel simulation and traditional volume calculation,respectively,and the differences between the two algorithms were analyzed.The results showed that the average recognition rate of single trees in the four plots was satisfied,about 86%. The determination coefficients of DBH,tree height and crown width of four plots were 0.82,0.79 and 0.83,respectively,and the corresponding root mean square errors were 2.03 cm,1.98 m and 0.45 m,respectively,which shows good estimation accuracy.The average difference of canopy volume among the four plots obtained by the method of voxel simulation and traditional canopy volume calculation was 35.8%,and the coefficient of determination between two methods was 0.96,which was fitted well.
引文
[1]刘鲁霞,庞勇.机载激光雷达和地基激光雷达林业应用现状[J].世界林业研究,2014,27(1):49-56.
    [2]刘伟乐,林辉,孙华,等.基于地面三维激光扫描技术的林木胸径提取算法分析[J].中南林业科技大学学报,2014,34(11):111-115.
    [3]刘鲁霞,庞勇,李增元,等.基于地基激光雷达的亚热带森林单木胸径与树高提取[J].林业科学,2016,52(2):26-37.
    [4]WATT P J,DONOGHUE D N M.Measuring forest structure with terrestrial laser scanning[J].International Journal of Remote Sensing,2005,26(7):1437-1446.
    [5]MAAS H G,BIENERT A,SCHELLER S,et al.Automatic forest inventory parameter determination from terrestrial laser scanner data[J].International Journal of Remote Sensing,2008,29(5):1579-1593.
    [6]LIANG X L,LITKEY P,HYYPPA J,et al.Automatic stem mapping using single-scan terrestrial laser scanning[J].IEEE Transactions on Geoscience and Remote Sensing,2012,50(2):661-670.
    [7]TANSEY K,SELMES N,ANSTEE A,et al.Estimating tree and stand variables in a Corsican Pine woodland from terrestrial laser scanner data[J].International Journal of Remote Sensing,2009,30(19):5195-5209.
    [8]LIVNY Y,YAN F,OLSON M,et al.Automatic reconstruction of tree skeletal structures from point clouds[J].ACM Transactions on Graphics(TOG),2010,29(6):1-8.
    [9]LOVELL J L,JUPP D L B,NEWNHAM G J,et al.Measuring tree stem diameters using intensity profiles from ground-based scanning lidar from a fixed viewpoint[J].ISPRS Journal of Photogrammetry and Remote Sensing,2011,66(1):46-55.
    [10]倪文俭,过志峰,孙国清,等.基于地基激光雷达数据的单木结构参数提取研究[J].高技术通讯,2010,20(2):191-198.
    [11]李丹,庞勇,岳采荣,等.基于TLS数据的单木胸径和树高提取研究[J].北京林业大学学报,2012,34(4):79-86.
    [12]韦雪花,王永国,郑君,等.基于三维激光扫描点云的树冠体积计算方法[J].农业机械学报,2013,44(7):235-240.
    [13]李小清.华西雨屏区天然次生林及其人工更新后不同植被类型土壤微生物和酶活性研究[D].成都:四川农业大学,2014.
    [14]张甜,朱玉杰,董希斌.小兴安岭用材林土壤肥力综合评价及评价方法比较[J].东北林业大学学报,2016,44(12):10-14,98.
    [15]曲航峰,董希斌,唐国华,等.补植改造对大兴安岭白桦低质林土壤养分的影响[J].东北林业大学学报,2017,45(4):75-80.
    [16]徐伟恒,冯仲科,苏志芳,等.一种基于三维激光点云数据的单木树冠投影面积和树冠体积自动提取算法[J].光谱学与光谱分析,2014,34(2):465-471.
NGLC 2004-2010.National Geological Library of China All Rights Reserved.
Add:29 Xueyuan Rd,Haidian District,Beijing,PRC. Mail Add: 8324 mailbox 100083
For exchange or info please contact us via email.