OpenForest4D
@openforest4d.bsky.social
Advancing the monitoring and management of global forest ecosystems. The NSF funded OpenForest4D project is a joint collaboration between UC San Diego, University of Florida and Arizona State University.
www.openforest4d.org
www.openforest4d.org
We created an #OpenSource automated workflow for multi-temporal #lidar processing to map forest change at scale. Generate canopy height, cover & change products critical for monitoring #wildfire impacts and ecosystem dynamics. Code and example from #Kaibab forest #AZ at github.com/OpenForest4D...
November 5, 2025 at 6:23 PM
We created an #OpenSource automated workflow for multi-temporal #lidar processing to map forest change at scale. Generate canopy height, cover & change products critical for monitoring #wildfire impacts and ecosystem dynamics. Code and example from #Kaibab forest #AZ at github.com/OpenForest4D...
Discover how #lidar reveals the size & location of individual Ponderosa Pines at Sunset Crater, AZ! Using advanced algorithms in lidR, we map tree height and crowns in stunning detail, informing forest ecology and management.
openforest4d.org/tree-identif...
#Forestry
#RemoteSensing
#RStats
openforest4d.org/tree-identif...
#Forestry
#RemoteSensing
#RStats
October 30, 2025 at 3:41 PM
Discover how #lidar reveals the size & location of individual Ponderosa Pines at Sunset Crater, AZ! Using advanced algorithms in lidR, we map tree height and crowns in stunning detail, informing forest ecology and management.
openforest4d.org/tree-identif...
#Forestry
#RemoteSensing
#RStats
openforest4d.org/tree-identif...
#Forestry
#RemoteSensing
#RStats
Ever wondered what #lidar point clouds reveal about forests? OpenForest4D’s new guide breaks down how elevation, return number, intensity, and classification describe forest structure.
openforest4d.org/lidar-point-...
#pointcloud #laserscanning #forestry #geospatial
openforest4d.org/lidar-point-...
#pointcloud #laserscanning #forestry #geospatial
October 27, 2025 at 4:33 PM
Ever wondered what #lidar point clouds reveal about forests? OpenForest4D’s new guide breaks down how elevation, return number, intensity, and classification describe forest structure.
openforest4d.org/lidar-point-...
#pointcloud #laserscanning #forestry #geospatial
openforest4d.org/lidar-point-...
#pointcloud #laserscanning #forestry #geospatial
October 16, 2025 at 9:15 PM