基于归一化植被点云的林分平均高及蓄积量反演
收稿日期: 2021-10-09
修回日期: 2021-11-10
网络出版日期: 2022-01-12
基金资助
中国煤炭地质总局自然资源智能感知科技创新团队(ZMKJ-2020-T04);国家林业和草原局自主研发项目(LC-1-05);中煤总局科技项目(ZMKJ-2020-J09-02)
The Inversion of Average Stand Height and Stock Volume based on Normalized Vegetation Point Cloud
Received date: 2021-10-09
Revised date: 2021-11-10
Online published: 2022-01-12
王照利 , 王浩伟 , 杨佳乐 , 段梦琦 , 马胜利 . 基于归一化植被点云的林分平均高及蓄积量反演[J]. 林草资源研究, 2021 , 0(6) : 37 -42 . DOI: 10.13466/j.cnki.lyzygl.2021.06.007
This paper proposed a normalized vegetation point cloud computing method,which used vertical elevation difference characterization between vegetation point cloud and ground point cloud to remove the absolute height value of forest influenced by topography,on this basis,it extracted forest characteristics variables,and used the random forest algorithm to invert and estimate the average tree height and the forest stock volume within the study area. The result showed that this method can effectively improve the estimation accuracy of forest factors,and the fitting accuracy of average tree height and forest stock volume were 0.946 and 0.936,respectively.
| [1] | Getzin S, Wiegand K, Schöning I. Assessing biodiversity in forests using very high-resolution images and unmanned aerial vehicles[J]. Methods in Ecology and Evolution, 2012, 3(2):397-404. |
| [2] | Saarinen N, Vastaranta M, NäSI R, et al. Assessing biodiversity in boreal forests with UAV-Based photogrammetric point clouds and hyper spectral imaging[J]. Remote Sensing, 2018, 10(2):59-63. |
| [3] | 赵峰. 机载激光雷达数据和数码相机影像林木参数提取研究[D]. 北京:中国林业科学研究院, 2007. |
| [4] | 鲁林. 基于随机森林和三维树模型的低密度机载LiDAR数据针叶林树高估算[D]. 福州:福州大学, 2017. |
| [5] | 陈宗铸, 杨琦, 雷金睿, 等. 基于激光雷达数据的热带森林冠高模型生成及平均树高估计[J]. 中南林业科技大学学报, 2018, 38(7):1-7. |
| [6] | 刘东起, 范文义, 李明泽. 利用小光斑激光雷达估测林分参数和生物量[J]. 东北林业大学学报, 2012, 40(1):39-43. |
| [7] | 穆喜云, 张秋良, 刘清旺, 等. 基于机载LiDAR数据的林分平均高及郁闭度反演[J]. 东北林业大学学报, 2015, 43(9):84-89. |
| [8] | 庞勇, 赵峰, 李增元, 等. 机载激光雷达平均树高提取研究[J]. 遥感学报, 2008, 12(1):152-158. |
| [9] | 李卉, 李德仁, 黄先锋, 等. 一种渐进加密三角网LIDAR点云滤波的改进算法[J]. 测绘科学, 2009, 34(3):39-40. |
| [10] | 鲁林, 周小成, 余治忠, 等. 随机森林算法在机载LiDAR数据林分平均树高估算中的应用研究[J]. 地球信息科学学报, 2016, 18(8):1133-1140. |
/
| 〈 |
|
〉 |