@openforest4d.org.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
Multi-temporal #lidar reveals how trees grow - but interpreting change isn’t simple, given differences in point density & season. An #NYC case study (2014 vs 2017) reveals impact of data resolution and timing. #Forestry #RemoteSensing #Geospatial #PointClouds
openforest4d.org/density-and-...
🚨 Extended Abstract Deadline! 🚨
The deadline to submit your abstract for ForestSAT 2026 has been extended to November 21 at midnight (Eastern Time)! 🕛
Submit your abstract: carlos-alberto-silva.github.io/silvalab/For...
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...
05.11.2025 18:23 — 👍 5 🔁 4 💬 0 📌 0
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
A lidar point cloud along central California’s Big Sur coast displaying elevation, classification, return number, and intensity. The airborne lidar point cloud was collected in 2022 has a point density of 85 points/m2.
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
Hello world! 🌲🛰️
#ForestScience #RemoteSensing #Biomass #CarbonMonitoring #Lidar
