机载激光雷达单木识别研究进展 下载: 753次
[1] 唐菲菲, 阮志敏, 刘星, 等. 基于机载激光雷达数据识别单株木的新方法[J]. 遥感技术与应用, 2011, 26(2): 196-201.
Tang F F, Ruan Z M, Liu X, et al. A new method of individual tree recognition based on airborne LiDAR data[J]. Remote Sensing Technology and Application, 2011, 26(2): 196-201.
[2] 刘峰, 龚健雅. 基于机载激光雷达技术的茂密林地单株木识别[J]. 农业机械学报, 2011, 42(7): 200-203.
Liu F, Gong J Y. Individual trees recognition in dense forest based on airborne LiDAR[J]. Transactions of the Chinese Society for Agricultural Machinery, 2011, 42(7): 200-203.
[3] Lefsky M A, Cohen W B, Parker G G, et al. Lidar remote sensing for ecosystem studies: lidar, an emerging remote sensing technology that directly measures the three-dimensional distribution of plant canopies, can accurately estimate vegetation structural attributes and should be of particular interest to forest, landscape, and global ecologists[J]. BioScience, 2002, 52(1): 19-30.
[4] Popescu S C. Estimating biomass of individual pine trees using airborne lidar[J]. Biomass and Bioenergy, 2007, 31(9): 646-655.
[5] Pang Y, Tan B, Solberg S, et al. Forest LAI estimation comparison using liDAR and hyperspectral data in boreal and temperate forests[J]. Proceedings of SPIE, 2009, 7454: 745490.
[6] Sheridan R, Popescu S, Gatziolis D, et al. Modeling forest aboveground biomass and volume using airborne LiDAR metrics and forest inventory and analysis data in the Pacific Northwest[J]. Remote Sensing, 2014, 7(1): 229-255.
[7] Koukoulas S, Blackburn G A. Quantifying the spatial properties of forest canopy gaps using LiDAR imagery and GIS[J]. International Journal of Remote Sensing, 2004, 25(15): 3049-3072.
[8] MacMillan R A, Martin T C, Earle T J, et al.Automated analysis and classification of landforms using high-resolution digital elevation data: applications and issues[J]. Canadian Journal of Remote Sensing, 2014, 29(5): 592-606.
[9] Ben-Arie J R, Hay G J, Powers R P, et al. Development of a pit filling algorithm for LiDAR canopy height models[J]. Computers & Geosciences, 2009, 35(9): 1940-1949.
[10] 赵旦. 基于激光雷达和高光谱遥感的森林单木关键参数提取[D]. 北京: 中国林业科学研究院, 2012.
Zhao D. Individual tree parameters extraction based on liDAR and hyper-spectrum data[D]. Beijing: Chinese Academy of Forestry, 2012.
[11] 李增元, 刘清旺, 庞勇. 激光雷达森林参数反演研究进展[J]. 遥感学报, 2016, 20(5): 1138-1150.
Li Z Y, Liu Q W, Pang Y. Review on forest parameters inversion using lidar[J]. Journal of Remote Sensing, 2016, 20(5): 1138-1150.
[12] Popescu S C. Seeing the trees in the forest: using liDAR and multispectral data fusion with local filtering and variable window size for estimating tree height[J]. Photogrammetric Engineering & Remote Sensing, 2004, 70(5): 589-604.
[13] Koch B, Heyder U, Welnacker H. Detection of individual tree crowns in airborne liDAR data[J]. Photogrammetric Engineering & Remote Sensing, 2006, 72(4): 357-363.
[14] Chen Q. Isolating individual trees in a savanna woodland using small footprint liDAR data[J]. Photogrammetric Engineering & Remote Sensing, 2006, 72(8): 923-932.
[15] 刘清旺. 机载激光雷达森林参数估测方法研究[D].北京: 中国林业科学研究院, 2009.
Liu Q W. Research on the estimation method of forest parameters using airborne lidar[D]. Beijing: Chinese Academy of Forestry, 2009.
[16] 尹艳豹. 基于机载激光雷达测量的森林资源调查因子联立估计研究[D]. 北京: 中国林业科学研究院, 2010.
Yin Y B. Study on simultaneous estimation of forest resource survey factors based on airborne lidar measurement data[D]. Beijing: Chinese Academy of Forestry, 2010.
[17] Duncanson L I, Cook B D, Hurtt G C, et al. An efficient, multi-layered crown delineation algorithm for mapping individual tree structure across multiple ecosystems[J]. Remote Sensing of Environment, 2014, 154: 378-386.
[18] Wu B, Yu B, Wu Q, et al. Individual tree crown delineation using localized contour tree method and airborne lidar data in coniferous forests[J]. International Journal of Applied Earth Observation & Geoinformation, 2016, 52: 82-94.
[19] Morsdorf F, Meier E, Allgwer B, et al. Clustering in airborne laser scanning raw data for segmentation of single trees[C]∥International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 3-D Reconstruction from Airborne Laser Scanner and InSAR Data. Dresden, Germany, 2003.
[20] Wang Y, Weinacker H, Koch B. A lidar point cloud based procedure for vertical canopy structure analysis and 3D single tree modelling in forest[J]. Sensors, 2008, 8(6): 3938-3951.
[21] Reitberger J, Schnrr C, Krzystek P, et al. 3D segmentation of single trees exploiting full waveform LIDAR data[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2009, 64(6): 561-574.
[22] Reitberger J, Krzystek P, Stilla U, et al. 3D segmentation and classification of single trees with full waveform LIDAR data.[C]∥ International Conference on Lidar Applications in Forest Assessment and Inventory, 2008: 17-19.
[23] Ferraz A, Bretar F, Jacquemoud S, et al. 3-D mapping of a multi-layered Mediterranean forest using ALS data[J]. Remote Sensing of Environment, 2012, 121(138): 210-223.
[24] Li W, Guo Q, Jakubowski M K, et al. A new method for segmenting individual trees from the LiDAR point cloud[J]. Photogrammetric Engineering and Remote Sensing, 78(1): 75-84.
[25] 刘峰, 谭畅, 张贵, 等. 长白落叶松单木参数与生物量机载LiDAR估测[J]. 农业机械学报, 2013, 44(9): 219-224.
Liu F, Tan C, Zhang G, et al. Estimation of forest parameter and biomass for individual pine trees using airborne LiDAR[J]. Transactions of the Chinese Society for Agricultural Machinery, 2013, 44(9): 219-224.
[26] Vega C,Hamrouni A, El Mokhtari S, et al. PTrees: a point-based approach to forest tree extraction from lidar data[J]. International Journal of Applied Earth Observation and Geoinformation, 2014, 33: 98-108.
[27] Lu X C, Guo Q H, Li W K, et al. A bottom-up approach to segment individual deciduous trees using leaf-off lidar point cloud data[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2014, 94: 1-12.
[28] Mongus D, alik B. An efficient approach to 3D single tree-crown delineation in LiDAR data[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2015, 108: 219-233.
[29] Wolf (né Straub) B M, Heipke C. Automatic extraction and delineation of single trees from remote sensing data[J]. Machine Vision and Applications, 2007, 18(5): 317-330.
[30] Ene L, Nsset E, Gobakken T. Single tree detection in heterogeneous boreal forests using airborne laser scanning and area-based stem number estimates[J]. International Journal of Remote Sensing, 2012, 33(16): 5171-5193.
[31] Pitknen J, Maltamo M, Hyypp J, et al. Adaptive methods for individual tree detection on airborne laser based canopy height model[C]∥Proceedings of ISPRS Workshop Laser-Scanners for Forest and Landscape Assessment , 2004: 187-191.
[32] Baatz M, Benz U, Dehghani S, et al. eCogonition Version 4 User Guide[EB/OL].[2018-02-01]. http://www.irfanakar.com/gis_remote_sensing_files/eCognition%20Definiens/Elementd%204.0%20User%20Guide.pdf
[33] Yu X W, Hyypp J, Vastaranta M, et al. Predicting individual tree attributes from airborne laser point clouds based on the random forests technique[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2011, 66(1): 28-37.
[34] Kaartinen H, Hyypp J, Yu X W, et al. An international comparison of individual tree detection and extraction using airborne laser scanning[J]. Remote Sensing, 2012, 4(4): 950-974.
[35] Vauhkonen J, Ene L, Gupta S, et al. Comparative testing of single-tree detection algorithms under different types of forest[J]. Forestry, 2011, 85(1): 27-40.
[36] Vastaranta M, Kankare V, Holopainen M, et al. Combination of individual tree detection and area-based approach in imputation of forest variables using airborne laser data[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2012, 67: 73-79.
[37] 徐光彩. 机载LIADR波形数据处理及分类研究[D].南京: 南京林业大学, 2010.
Xu G C. Research on airborne LIDAR waveform data processing and classifying[D]. Nanjing: Nanjing Forestry University, 2010.
[38] Hfle B, Hollaus M, Hagenauer J. Urban vegetation detection using radiometrically calibrated small-footprint full-waveform airborne LiDAR data[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2012, 67: 134-147.
[39] Yang X Y, Strahler A H, Schaaf C B, et al. Three-dimensional forest reconstruction and structural parameter retrievals using a terrestrial full-waveform lidar instrument (Echidna)[J]. Remote Sensing of Environment, 2013, 135: 36-51.
[40] Rees W G.Characterisation of Arctic treelines by LiDAR and multispectral imagery[J]. Polar Record, 2007, 43(4): 345-352.
[41] Thieme N, Bollandss O M, Gobakken T, et al. Detection of small single trees in the forest-tundra ecotone using height values from airborne laser scanning[J]. Canadian Journal of Remote Sensing, 2011, 37(3): 264-274.
[42] Stumberg N, Bollandss O, Gobakken T, et al. Automatic detection of small single trees in the forest-tundra ecotone using airborne laser scanning[J]. Remote Sensing, 2014, 6(10): 10152-10170.
[43] 庞勇, 李增元, 谭炳香, 等. 点云密度对机载激光雷达林分高度反演的影响[J]. 林业科学研究, 2008, 21(S1): 14-19.
Pang Y, Li Z Y, Tan B X, et al. The effects of airborne LiDAR point density on forest height estimation[J]. Forest Research, 2008, 21(S1): 14-19.
[44] Smits I, Dagis S, Dubrovskis D, et al. Individual tree identification using different LIDAR and optical imagery data processing methods[J]. Biosystems and Information Technology, 2012, 1(1): 19-24.
[45] Yao W,Krull J, Krzystek P, et al. Sensitivity analysis of 3D individual tree detection from LiDAR point clouds of temperate forests[J]. Forests, 2014, 5(6): 1122-1142.
[46] Baltsavias E P. Airborne laser scanning: existing systems and firms and other resources[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 1999, 54(2/3): 164-198.
[47] Brandtberg T, Warner T A, Landenberger R E, et al. Detection and analysis of individual leaf-off tree crowns in small footprint, high sampling density lidar data from the eastern deciduous forest in North America[J]. Remote Sensing of Environment, 2003, 85(3): 290-303.
[48] Khosravipour A, Skidmore A K, Wang T J, et al. Effect of slope on treetop detection using a LiDAR canopy height model[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2015, 104: 44-52.
[49] Yao W,Krzystek P, Heurich M. Tree species classification and estimation of stem volume and DBH based on single tree extraction by exploiting airborne full-waveform LiDAR data[C]∥Proceedings of the 12th WSEAS International Conference on Automatic Control, Modelling & Simulation. World Scientific and Engineering Academy and Society (WSEAS), 2012: 248-252.
[50] Amiri N, Yao W, Heurich M, et al. Estimation of regeneration coverage in a temperate forest by 3D segmentation using airborne laser scanning data[J]. International Journal of Applied Earth Observation and Geoinformation, 2016, 52: 252-262.
刘会玲, 张晓丽, 张莹, 朱云峰, 刘辉, 王龙阳. 机载激光雷达单木识别研究进展[J]. 激光与光电子学进展, 2018, 55(8): 082805. Liu Huiling, Zhang Xiaoli, Zhang Ying, Zhu Yunfeng, Liu Hui, Wang Longyang. Review on Individual Tree Detection Based on Airborne LiDAR[J]. Laser & Optoelectronics Progress, 2018, 55(8): 082805.