Kruse Stefan Stefan.Kruse@awi.de https://www.awi.de/en/about-us/organisation/staff/single-view/stefan-kruse.html 0000-0003-1107-1958 Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Potsdam AWI Potsdam http://www.awi.de/en/institute/sites/potsdam/ https://ror.org/032e6b942 Schladebach Jacob jacob.schladebach@awi.de Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Potsdam AWI Potsdam http://www.awi.de/en/institute/sites/potsdam/ https://ror.org/032e6b942 Broers Jakob jakob.broers@awi.de Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Potsdam AWI Potsdam http://www.awi.de/en/institute/sites/potsdam/ https://ror.org/032e6b942 Hao Kunyan kunyan.hao@awi.de Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Potsdam AWI Potsdam http://www.awi.de/en/institute/sites/potsdam/ https://ror.org/032e6b942 Tretton James james.tretton@gmail.com Gorshunova Anna gorvaa@gmail.com 2026 Reference dataset of individual trees from the Tundra-Taiga-Ecotone and Northern boreal forests BorFIT dataset https://doi.pangaea.de/10.1594/PANGAEA.980505 2026-06-03T00:03:09 BorFIT is a comprehensive training dataset that aims at enhancing the segmentation of individual trees and species detection from LiDAR point clouds, specifically in boreal forests. This dataset comprises 385 LiDAR point clouds, each covering an area of 20×20 m² and containing up to 200 manually segmented trees. The data was collected from 145 sites across Yakutia, Canada, and Alaska between 2021 and 2024, strategically chosen to represent a bioclimatic gradient across the circumboreal region. The LiDAR surveys utilized a YellowScan LiDAR Mapper+ mounted on a UAV which surveyed the areas at an altitude of 70 m achieving an average point density of 1200 points/m² over an area of approximately 50×500 m². Up to 4 reference plots (depending on data quality and performed forest inventories) per point cloud were extracted, based on present tree heights to generate a representative subset of the original point cloud. Manual segmentation of trees was performed using the software CloudCompare. Based on these, a training data set for a randomForest classifier was prepared by assigning the species determination for a subset of individual trees per present species. The classifiers were then trained based on structural parameters from the point cloud, and if available, spectral information based on RGB imagery (CA,AK). Four classifiers were then utilized to predict the species of all segmented trees within the data set. The number coded species prediction was added to a new scalar field in the point clouds including a probability value as a indicator for prediction accuracy. The dataset encompasses various mostly northern boreal tree species, including Picea glauca, Picea mariana, Betula spp., and Larix laricina, among others. This diversity supports the analysis of species distribution and stand structure, crucial for understanding vegetation dynamics in response to climate change. The dataset's design not only addresses the limitations of existing AI-supported detection methods but also serves as a foundational resource for future research into boreal forest dynamics under global warming scenarios. Schladebach Jacob jacob.schladebach@awi.de Heim Birgit birgit.heim@awi.de https://www.awi.de/en/about-us/organisation/staff/single-view/birgit-heim.html 0000-0003-2614-9391 Enguehard Léa lea.enguehard@awi.de 0000-0002-2144-8264 Wieczorek Mareike mareike.wieczorek@awi.de https://www.awi.de/en/about-us/organisation/staff/single-view/mareike-wieczorek.html 0000-0002-3180-1607 Broers Jakob jakob.broers@awi.de Jackisch Robert robert.jackisch@tu-berlin.de 0000-0001-5696-8721 Gloy Josias josias.gloy@awi.de Hao Kunyan kunyan.hao@awi.de Tretton James james.tretton@gmail.com Gorshunova Anna gorvaa@gmail.com Kruse Stefan Stefan.Kruse@awi.de https://www.awi.de/en/about-us/organisation/staff/single-view/stefan-kruse.html 0000-0003-1107-1958 preprint BorFIT: A Novel LiDAR-Based Training Dataset for Individual Tree Segmentation and Species Detection in northern boreal Forests journal article https://doi.org/10.5194/essd-2025-340 Kruse Stefan Stefan.Kruse@awi.de https://www.awi.de/en/about-us/organisation/staff/single-view/stefan-kruse.html 0000-0003-1107-1958 Enguehard Léa lea.enguehard@awi.de 0000-0002-2144-8264 Juday Glenn gpjuday@alaska.edu Santosh Panda skpanda@alaska.edu Badola Anushree abadola@alaska.edu Broers Jakob jakob.broers@awi.de Farkas Luca luca.farkas@awi.de Schladebach Jacob jacob.schladebach@awi.de Hao Kunyan kunyan.hao@awi.de Jackisch Robert robert.jackisch@tu-berlin.de 0000-0001-5696-8721 Döpper Veronika Heim Birgit birgit.heim@awi.de https://www.awi.de/en/about-us/organisation/staff/single-view/birgit-heim.html 0000-0003-2614-9391 2025 Point clouds with ground point classification and individual tree segmentation of 28 northern boreal forest and tundra sites from UAV-based lidar surveys in western and central parts of Alaska in 2024 dataset https://doi.org/10.1594/PANGAEA.980757 Kruse Stefan Stefan.Kruse@awi.de https://www.awi.de/en/about-us/organisation/staff/single-view/stefan-kruse.html 0000-0003-1107-1958 Enguehard Léa lea.enguehard@awi.de 0000-0002-2144-8264 Juday Glenn gpjuday@alaska.edu Santosh Panda skpanda@alaska.edu Badola Anushree abadola@alaska.edu Broers Jakob jakob.broers@awi.de Farkas Luca luca.farkas@awi.de Schladebach Jacob jacob.schladebach@awi.de Hao Kunyan kunyan.hao@awi.de Jackisch Robert robert.jackisch@tu-berlin.de 0000-0001-5696-8721 Döpper Veronika Heim Birgit birgit.heim@awi.de https://www.awi.de/en/about-us/organisation/staff/single-view/birgit-heim.html 0000-0003-2614-9391 2025 Point clouds with ground point classification and individual tree segmentation of 47 northern boreal forest and tundra sites from UAV-based lidar surveys in the eastern part of Alaska in 2023 dataset https://doi.org/10.1594/PANGAEA.980485 Kruse Stefan Stefan.Kruse@awi.de https://www.awi.de/en/about-us/organisation/staff/single-view/stefan-kruse.html 0000-0003-1107-1958 Gloy Josias josias.gloy@awi.de Farkas Luca luca.farkas@awi.de Schladebach Jacob jacob.schladebach@awi.de Hao Kunyan kunyan.hao@awi.de Döpper Veronika Heim Birgit birgit.heim@awi.de https://www.awi.de/en/about-us/organisation/staff/single-view/birgit-heim.html 0000-0003-2614-9391 2025 Point clouds with ground point classification and individual tree segmentation of 25 northern boreal forest and tundra sites from UAV-based lidar surveys in northwestern Canada in 2022 dataset https://doi.org/10.1594/PANGAEA.977771 Kruse Stefan Stefan.Kruse@awi.de https://www.awi.de/en/about-us/organisation/staff/single-view/stefan-kruse.html 0000-0003-1107-1958 Jackisch Robert robert.jackisch@tu-berlin.de 0000-0001-5696-8721 Gloy Josias josias.gloy@awi.de Farkas Luca luca.farkas@awi.de Schladebach Jacob jacob.schladebach@awi.de Hao Kunyan kunyan.hao@awi.de Heim Birgit birgit.heim@awi.de https://www.awi.de/en/about-us/organisation/staff/single-view/birgit-heim.html 0000-0003-2614-9391 Kolmogorov Alexei kilatroooon@gmail.com Zakharov Evgenii S zevsable@gmail.com Pestryakova Luidmila A lapest@mail.ru 0000-0001-5347-4478 Förster Michael michael.foerster@tu-berlin.de Kleinschmit Birgit birgit.kleinschmit@tu-berlin.de Herzschuh Ulrike Ulrike.Herzschuh@awi.de https://www.awi.de/en/about-us/organisation/staff/single-view/ulrike-herzschuh.html 0000-0003-0999-1261 2025 Point clouds with ground point classification and individual tree segmentation of 89 northern boreal forest and tundra sites from UAV-based lidar surveys in Yakutia, Russia in 2021 dataset https://doi.org/10.1594/PANGAEA.980735 Schladebach Jacob jacob.schladebach@awi.de Kruse Stefan Stefan.Kruse@awi.de https://www.awi.de/en/about-us/organisation/staff/single-view/stefan-kruse.html 0000-0003-1107-1958 2025 Product Guide - BorFIT: A Novel LiDAR-Based Training Dataset for Individual Tree Segmentation and Species Detection in northern boreal Forests other https://download.pangaea.de/reference/133868/attachments/Product%20Guide.pdf Kruse Stefan Stefan.Kruse@awi.de https://www.awi.de/en/about-us/organisation/staff/single-view/stefan-kruse.html 0000-0003-1107-1958 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RU-Land_2021_Yakutia 2021-08-01T00:00:00 2021-08-01 2021-09-06T00:00:00 2021-09-06 AWI Arctic Land Expedition Herzschuh, Ulrike Herzschuh, Ulrike doi:10.57738/BzPM_0772_2023 Envi AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN21244_Lidar EN21244 62.15693 130.65959 2021-08-26T00:00:00 RU-Land_2021_Yakutia RU-Land_2021_Yakutia 2021-08-01T00:00:00 2021-08-01 2021-09-06T00:00:00 2021-09-06 AWI Arctic Land Expedition Herzschuh, Ulrike Herzschuh, Ulrike doi:10.57738/BzPM_0772_2023 Envi AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN21245_Lidar EN21245 61.78444 130.48492 2021-08-28T00:00:00 RU-Land_2021_Yakutia RU-Land_2021_Yakutia 2021-08-01T00:00:00 2021-08-01 2021-09-06T00:00:00 2021-09-06 AWI Arctic Land Expedition Herzschuh, Ulrike Herzschuh, Ulrike doi:10.57738/BzPM_0772_2023 Envi AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN21247_Lidar EN21247 61.77975 130.49998 2021-08-28T00:00:00 RU-Land_2021_Yakutia RU-Land_2021_Yakutia 2021-08-01T00:00:00 2021-08-01 2021-09-06T00:00:00 2021-09-06 AWI Arctic Land Expedition Herzschuh, Ulrike Herzschuh, Ulrike doi:10.57738/BzPM_0772_2023 Envi AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN21248_Lidar EN21248 61.74788 130.53032 2021-08-29T00:00:00 RU-Land_2021_Yakutia RU-Land_2021_Yakutia 2021-08-01T00:00:00 2021-08-01 2021-09-06T00:00:00 2021-09-06 AWI Arctic Land Expedition Herzschuh, Ulrike Herzschuh, Ulrike doi:10.57738/BzPM_0772_2023 Envi AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN21249_Lidar EN21249 61.74565 130.53071 2021-08-29T00:00:00 RU-Land_2021_Yakutia RU-Land_2021_Yakutia 2021-08-01T00:00:00 2021-08-01 2021-09-06T00:00:00 2021-09-06 AWI Arctic Land Expedition Herzschuh, Ulrike Herzschuh, Ulrike doi:10.57738/BzPM_0772_2023 Envi AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN21251_Lidar EN21251 61.74008 130.52858 2021-08-29T00:00:00 RU-Land_2021_Yakutia RU-Land_2021_Yakutia 2021-08-01T00:00:00 2021-08-01 2021-09-06T00:00:00 2021-09-06 AWI Arctic Land Expedition Herzschuh, Ulrike Herzschuh, Ulrike doi:10.57738/BzPM_0772_2023 Envi AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN21252_Lidar 61.90008 130.47989 85.0 2021-08-20T06:30:00 61.89622 130.4882 2021-08-30T02:25:00 RU-Land_2021_Yakutia RU-Land_2021_Yakutia 2021-08-01T00:00:00 2021-08-01 2021-09-06T00:00:00 2021-09-06 AWI Arctic Land Expedition Herzschuh, Ulrike Herzschuh, Ulrike doi:10.57738/BzPM_0772_2023 Envi AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper https://registry.o2a-data.de/items/8679 EN21253_Lidar 61.89764 130.4822 55.0 2021-08-20T10:15:00 61.89339 130.48873 2021-08-30T02:40:00 RU-Land_2021_Yakutia RU-Land_2021_Yakutia 2021-08-01T00:00:00 2021-08-01 2021-09-06T00:00:00 2021-09-06 AWI Arctic Land Expedition Herzschuh, Ulrike Herzschuh, Ulrike doi:10.57738/BzPM_0772_2023 Envi AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper https://registry.o2a-data.de/items/8679 EN21255_Lidar 61.77065 130.38549 70.0 2021-08-20T10:15:00 61.7658 130.38989 2021-08-31T01:49:11 RU-Land_2021_Yakutia RU-Land_2021_Yakutia 2021-08-01T00:00:00 2021-08-01 2021-09-06T00:00:00 2021-09-06 AWI Arctic Land Expedition Herzschuh, Ulrike Herzschuh, Ulrike doi:10.57738/BzPM_0772_2023 Envi AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper https://registry.o2a-data.de/items/8679 EN21257_Lidar EN21257 61.7705 130.39154 2021-08-31T00:00:00 RU-Land_2021_Yakutia RU-Land_2021_Yakutia 2021-08-01T00:00:00 2021-08-01 2021-09-06T00:00:00 2021-09-06 AWI Arctic Land Expedition Herzschuh, Ulrike Herzschuh, Ulrike doi:10.57738/BzPM_0772_2023 Envi AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN21258_Lidar EN21258 61.89923 130.4234 2021-09-01T00:00:00 RU-Land_2021_Yakutia RU-Land_2021_Yakutia 2021-08-01T00:00:00 2021-08-01 2021-09-06T00:00:00 2021-09-06 AWI Arctic Land Expedition Herzschuh, Ulrike Herzschuh, Ulrike doi:10.57738/BzPM_0772_2023 Envi AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN21260_Lidar 61.76487 130.47282 75.0 2021-08-22T03:25:00 61.7606 130.48355 2021-09-01T02:43:32 RU-Land_2021_Yakutia RU-Land_2021_Yakutia 2021-08-01T00:00:00 2021-08-01 2021-09-06T00:00:00 2021-09-06 AWI Arctic Land Expedition Herzschuh, Ulrike Herzschuh, Ulrike doi:10.57738/BzPM_0772_2023 Envi AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper https://registry.o2a-data.de/items/8679 EN21261_Lidar EN21261 61.76682 130.45772 2021-09-02T00:00:00 RU-Land_2021_Yakutia RU-Land_2021_Yakutia 2021-08-01T00:00:00 2021-08-01 2021-09-06T00:00:00 2021-09-06 AWI Arctic Land Expedition Herzschuh, Ulrike Herzschuh, Ulrike doi:10.57738/BzPM_0772_2023 Envi AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN21262_Lidar EN21262 61.76123 130.47043 2021-09-02T00:00:00 RU-Land_2021_Yakutia RU-Land_2021_Yakutia 2021-08-01T00:00:00 2021-08-01 2021-09-06T00:00:00 2021-09-06 AWI Arctic Land Expedition Herzschuh, Ulrike Herzschuh, Ulrike doi:10.57738/BzPM_0772_2023 Envi AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22002_Lidar EN22002 60.809231 -135.370674 Yukon, Canada 2022-08-07T22:20:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22003_Lidar EN22003 60.439054 -133.565797 Yukon, Canada 2022-08-14T01:03:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22005_Lidar EN22005 67.909441 -133.567374 Northwest Territories, Canada 2022-07-25T19:39:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22006_Lidar EN22006 68.721716 -133.539221 Northwest Territories, Canada 2022-07-24T15:44:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22009_Lidar EN22009 68.434607 -133.759611 Northwest Territories, Canada 2022-07-22T20:03:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22011_Lidar EN22011 68.00354 -133.469236 Northwest Territories, Canada 2022-07-25T17:14:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22012_Lidar EN22012 68.040691 -133.490044 Northwest Territories, Canada 2022-07-24T23:47:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22018_Lidar EN22018 67.569161 -133.801618 Northwest Territories, Canada 2022-07-25T22:53:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22019_Lidar EN22019 67.204955 -135.639189 Northwest Territories, Canada 2022-07-26T16:32:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22021_Lidar EN22021 67.38514 -134.228816 Northwest Territories, Canada 2022-07-27T16:51:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22032_Lidar EN22032 67.149101 -135.936512 Northwest Territories, Canada 2022-07-28T18:37:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22033_Lidar EN22033 66.932529 -136.297739 Yukon, Canada 2022-07-30T00:25:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22037_Lidar EN22037 66.626361 -136.303651 Yukon, Canada 2022-07-30T17:49:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22039_Lidar EN22039 65.924859 -137.474798 Yukon, Canada 2022-07-31T18:26:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22047_Lidar EN22047 65.07187 -138.286847 Yukon, Canada 2022-08-01T17:45:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22049_Lidar EN22049 64.434468 -138.280575 Yukon, Canada 2022-08-02T22:19:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22052_Lidar EN22052 63.934809 -138.454814 Yukon, Canada 2022-08-04T17:29:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22055_Lidar EN22055 63.265353 -136.571627 Yukon, Canada 2022-08-05T19:42:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22058_Lidar EN22058 62.18631 -136.263502 Yukon, Canada 2022-08-06T18:18:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22060_Lidar EN22060 61.289176 -135.526516 Yukon, Canada 2022-08-06T22:53:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22062_Lidar EN22062 60.178767 -129.834782 Yukon, Canada 2022-08-08T23:46:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22063_Lidar EN22063 59.968324 -127.501265 British Columbia, Canada 2022-08-09T19:06:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22065_Lidar EN22065 59.043733 -125.780317 British Columbia, Canada 2022-08-10T18:03:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22069_Lidar EN22069 58.747792 -121.839175 British Columbia, Canada 2022-08-11T17:26:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN22071_Lidar EN22071 58.967092 -123.178861 British Columbia, Canada 2022-08-12T18:15:00 CA-Land_2022_NWCanada_Forests CA-Land_2022_NWCanada_Forests Forest Change Northwest Canada Forest Change Northwest Canada 2022-07-10T00:00:00 2022-07-10 2022-08-19T00:00:00 2022-08-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23604_Lidar 62.2263052 -150.2399162 101.0 2023-06-25T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23608_Lidar 63.8200482 -148.9961324 552.0 2023-06-26T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23611_Lidar 64.7669253 -148.2784003 311.0 2023-06-27T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23612_Lidar 64.916255 -147.8332011 204.0 2023-06-28T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23614_Lidar 65.4461954 -148.7626697 263.0 2023-06-29T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23619_Lidar 66.9526671 -150.4040776 507.0 2023-06-30T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23620_Lidar EN23620 66.978611 -150.328819 Alaska Interior, USA 2023-07-01T02:46:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23621_Lidar 67.557166 -149.8276888 480.0 2023-07-01T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23622_Lidar EN23622 67.772065 -149.781139 Alaska Interior, USA 2023-07-02T02:26:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23634_Lidar 66.921885 -150.4324403 396.0 2023-07-03T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23636_Lidar 66.7103741 -150.6739542 342.0 2023-07-03T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23639_Lidar 65.8424553 -149.6478108 316.0 2023-07-04T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23644_Lidar 64.7300969 -148.3336121 303.0 2023-07-05T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23650_Lidar 64.725322 -148.323627 227.0 2023-07-05T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23651_Lidar 65.4461302 -145.4948171 770.0 2023-07-06T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23661_Lidar 65.40305583 -145.9411716 983.0 2023-07-07T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23662_Lidar EN23662 65.361656 -146.084432 Alaska Interior, USA 2023-07-08T01:43:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23666_Lidar 65.122341 -147.489676 201.0 2023-07-08T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23668_Lidar 64.9474215 -148.3361207 642.0 2023-07-09T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23675_Lidar 63.1982616 -145.6321766 951.0 2023-07-11T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23676_Lidar EN23676 63.187341 -145.659156 Southcentral Alaska, USA 2023-07-12T01:58:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23677_Lidar 63.8138379 -144.9529067 435.0 2023-07-12T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23688_Lidar EN23688 61.115132 -145.73679 Southcentral Alaska, USA 2023-07-14T01:17:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23699_Lidar 61.80010659 -147.6614857 688.0 2023-07-14T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN23700_Lidar 61.8017931 -147.6573713 688.0 2023-07-15T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN24110_Lidar 64.899923 -163.664295 93.0 2024-07-01T00:00:00 AK-Land_2024_WAlaska_Forests AK-Land_2024_WAlaska_Forests 2024-06-18T00:00:00 2024-06-18 2024-07-19T00:00:00 2024-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN24112_Lidar EN24112 64.934908 -163.737931 83.0 2024-07-02T00:00:00 AK-Land_2023_Alaska_Forests AK-Land_2023_Alaska_Forests Forest Change Northwest America Leg I Forest Change Northwest America Leg I 2023-06-20T00:00:00 2023-06-20 2023-07-19T00:00:00 2023-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN24118_Lidar 64.877288 -163.545899 105.0 2024-07-05T00:00:00 AK-Land_2024_WAlaska_Forests AK-Land_2024_WAlaska_Forests 2024-06-18T00:00:00 2024-06-18 2024-07-19T00:00:00 2024-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper EN24124_Lidar 64.768808 -163.469228 20.0 2024-07-06T00:00:00 AK-Land_2024_WAlaska_Forests AK-Land_2024_WAlaska_Forests 2024-06-18T00:00:00 2024-06-18 2024-07-19T00:00:00 2024-07-19 AWI Arctic Land Expedition Kruse, Stefan Kruse, Stefan AWI Arctic Land Expedition Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper 5072 CC-BY-4.0 Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/ Funding: The project was supported through DataHub Information Infrastructure funds, project BorFIT Data: The *.laz files contain points with the following attributes: a. Tree; b. Species; c. Classification; d. Intensity; e. Return Number; f. Number of Returns; g. User Data; h. Synthetic Flag; i. Point Source ID; j. GPS Time Event label Event Schladebach Jacob jacob.schladebach@awi.de Event Other event Other event Schladebach Jacob jacob.schladebach@awi.de Other event Sample code/label Sample label Schladebach Jacob jacob.schladebach@awi.de Sample label Plot Plot Schladebach Jacob jacob.schladebach@awi.de Reference Plot Number Plot Color description Color desc Schladebach Jacob jacob.schladebach@awi.de Color image yes/no Color desc Vegetation type Vegetation type Schladebach Jacob jacob.schladebach@awi.de Vegetation type Major vegetation Major vegetation Schladebach Jacob jacob.schladebach@awi.de evergreen/summergreen Major vegetation Tree height Tree height m Length L http://dbpedia.org/resource/Length Schladebach Jacob jacob.schladebach@awi.de average Tree height [m] Model Model see documentation Schladebach Jacob jacob.schladebach@awi.de Model LATITUDE Latitude http://en.wikipedia.org/wiki/ISO_6709 Schladebach Jacob jacob.schladebach@awi.de Latitude LONGITUDE Longitude http://en.wikipedia.org/wiki/ISO_6709 Schladebach Jacob jacob.schladebach@awi.de Longitude Binary Object Binary Light detection and ranging scanner (LiDAR), YellowScan, Mapper Schladebach Jacob jacob.schladebach@awi.de one point cloud (laz-format) Binary Landform Landform Schladebach Jacob jacob.schladebach@awi.de Landform Biome Biome https://en.wikipedia.org/wiki/Biome biome http://purl.obolibrary.org/obo/ENVO_00000428 Schladebach Jacob jacob.schladebach@awi.de Biome Location Location location Schladebach Jacob jacob.schladebach@awi.de Location Area/locality Area Area http://dbpedia.org/resource/Area Schladebach Jacob jacob.schladebach@awi.de Area Proposed International Geo Sample Number Prop IGSN Schladebach Jacob jacob.schladebach@awi.de of corresponding vegetation plot Prop IGSN International Generic Sample Number IGSN http://www.igsn.org/ Schladebach Jacob jacob.schladebach@awi.de of corresponding vegetation plot IGSN CurationLevelB Basic curation https://wiki.pangaea.de/wiki/Curation_levels boreal forest Forest Transect lidar remote sensing Reference Tree segmentation author103747 author104023 author110036 author110037 author110071 author110072 author110366 author110367 author110373 author110374 author21628 author34064 author34280 author57957 author57958 author61438 author69776 author70708 author82630 author88470 author98693 author98694 award2108 basis5344 campaign3373143 campaign3373170 campaign3378147 campaign3394249 campaign48098 campaign48834 campaign50117 campaign51808 curlevel20 event3044411 event3044412 event3044415 event3044416 event3044420 event3044421 event3044422 event3044423 event3044424 event3044425 event3224730 event3224731 event3224732 event3224733 event3224734 event3224735 event3224736 event3224737 event3224738 event3224739 event3224740 event3224741 event3224742 event3224743 event3224744 event3224745 event3224746 event3224747 event3224748 event3224749 event3224750 event3224751 event3224752 event3224753 event3224754 event3230479 event3230480 event3230481 event3230482 event3230483 event3230484 event3230485 event3230486 event3230487 event3230488 event3230490 event3230491 event3230492 event3230493 event3230494 event3230495 event3230497 event3230498 event3230500 event3230501 event3230503 event3230504 event3230505 event3231878 event3231879 event3231882 event3231883 event3231884 event3235034 event3235035 event3235036 event3235037 event3235038 event3235039 event3235040 event3235041 event3235042 event3235043 event3235044 event3235045 event3235046 event3235047 event3235048 event3235073 event3235074 event3235075 event3235076 event3235077 event3235078 event3235079 event3235080 event3235081 event3235082 event3235083 event3235084 event3235093 event3235094 event3235095 event3235096 event3235097 event3235098 event3235099 event3235100 funder21143 geocode1599 geocode1600 geocode1601 geocode500000 geocode8128 inst21044 inst32 license21 method15413 method15532 method17679 param116179 param116832 param136438 param146419 param149100 param14926 param150381 param15373 param1720 param173313 param174884 param31566 param53220 param53276 param790 pi110036 project4254 ref133521 ref133665 ref133868 refds977771 refds980485 refds980735 refds980757 term1074826 term2663532 term29831 term30137 term33540 term43770 term43863 term53773 term72164 term74824 term75773 term75935 term75937 term75938 topotype6