基于移动激光扫描的橡胶林风害相关参数精准反演  

Quantitative Inversion for Wind Injury Assessment of Rubber Trees by Using Mobile Laser Scanning

作　　者：云挺[1,2] 张艳侠 王佳敏 胡春华 陈邦乾[3] 薛联凤[1] 陈凡迪[1] YUN Ting;ZHANG Yan-xia;WANG Jia-min;HU Chun-hua;CHEN Bang-qian;XUE Lian-feng;CHEN Fan-di(College of Information Science and Technology,Nanjing Forestry University, Nanjing 210037,China;Rubber Research Institute/Danzhou Investigation&Experiment Station of Tropical Crops of Ministry of Agriculture,CATAS,Danzhou 571737,China;College of Biology and the Environment,Nanjing Forestry University,Nanjing 210037,China)

机构地区：[1]南京林业大学信息科学技术学院,江苏南京210037 [2]南京林业大学生物与环境学院,江苏南京210037 [3]中国热带农业科学院橡胶研究所/农业部儋州热带作物野外观测实验站,海南儋州571737

出　　处：《光谱学与光谱分析》2018年第11期3452-3463,共12页Spectroscopy and Spectral Analysis

基　　金：国家重点研发计划(2017YFD0600900);国家自然科学基金项目(31770591;41701510);中国博士后面上基金项目(2016M601823);江苏高校优势学科建设工程项目资助

摘　　要：林木参数反演是森林资源管理与培育经营的关键环节。迅速发展的激光探测与测量技术突破了传统测量方法,可以快速的获取林木的空间三维信息,在林业普查中具备高效率、高精度的优势。结合计算机图形学与图像学方法,以中国最大的橡胶生产基地海南省儋州市长期受台风侵害下的两个不同品种橡胶林段(林段1PR107,林段2CATAS7-20-59)为研究对象,设计了面向离散激光点云的单株林木参数提取方法,自动获取橡胶林木风害后的生物量指标。首先,通过人背负移动激光雷达获取林段点云数据并使用瑞利商求取台风造成的主枝干倾角,以找寻每株橡胶树的树冠中心点。其次,对点云进行垂直投影,并采用分水岭与Meanshift算法实现株株分离。最后,基于以上操作自动获取与实测值相近的林木参数,例如冠幅、冠径、冠积、叶面积密度、叶面积分布以及主枝与分枝之间夹角等。计算表明,林段1与林段2东西冠幅分别为3.95和3.73m,与实测相差1.74%～6.27%;林段1与林段2南北向冠幅分别为6.47和6.51m,与实测相差2.54%～4.02%;林段1与林段2平均胸径分别为5.20和4.73cm,与实测相差0.64%～2.44%;林段1与林段2平均冠积分别为168.01和141.80m3,与实测相差0.67%～0.85%;林段1与林段2主枝干倾斜角分别为18.80°和13.11°,与实测相差5.53%～7.09%;林段1与林段2二级分支与主枝干的夹角分别为40.21°～69.23°和10.63°～32.14°,它们相差62.63%;林段1在不同天顶角下的叶面积指数均大于林段2。通过对一定样本(150棵/每类林段)的分析结果与真实比对表明,该方法对林木参数反演结果精度较高,有效地评估了不同品种橡胶树在台风下的损伤度(如主枝干歪斜率、叶面积密度及衰减分布)。参数反演结果与实测值仅有8%的偏差,此偏差主要由橡胶林分叶片稠密,导致林分中叶面与枝干扫描数据获取缺失,以及外界环境干扰如风力The light detection and ranging(LiDAR)technique,which has the advantages of high efficiency and high accuracy in forest survey and is superior to the tradit ionalinformation acquisitionmethods,can be used to quickly obtain high-resolu tion mapping of morphological structures of forest.In this paper,two rubber f orest plots(forest plot 1,clonePR107;forest plot 2,clone CATAS7-20-59)a re taken as the study subjects,which are under the long-term impact of wind-induced disturbance severity and located in Danzhou city,the largest rubber production base of Hainan Island,China.First,point cloud of the forest plo ts through man-loaded mobile LiDAR was collectedand Ruili entropy method was designed to process the scanned data for calculating the slope angle of tree trunk(typhoon-induced)in order to find the canopy centre of each tree.Second,after the vertical projection of scanned forest points,Watershed and Mean shift algorithm were adopted to realize individual tree canopy delineation.Finally,many tree parameters,such as crown breadth,Diameter at Breast Height(DBH),crown volume,leaf area density,leaf distribution and included angle betwe en trunk and main branches,were deduced automatically for analyzing the impact of typhoon disturbance on the two forest plots.Overall parameters obtained fro m our methods were compared with manual field measurements.The calculated aver age crown diameter in west-east direction of rubber trees in forest plot 1 and plot 2 using our method were 3.95 and 3.73 m,respectively,with false rate of 1.74%for forest plot 1and 6.27%for plot 2.The calculated average crow n diameter in north-south direction of rubber trees in forest plot 1 and plot 2 using our method were 6.47 and 6.51 m,respectively,with false rate of 4.02%for forest plot 1 and 2.54%for plot 2.The calculated average diameter at breast height(DBH)for forest plot 1 and plot 2 using our method were 5.20 a nd 4.73 cm,respectively,with false rate of 2.44%for forest plot 1and 0.64%for plot 2.The calculated average crown vol

关 键 词：激光探测与测量技术 单株树冠提取 林木参数反演 风害 

分 类 号：TP79[自动化与计算机技术—检测技术与自动化装置]