Knowledge graph centered on NEON Airborne Observation Platform (Salicaceae) with 43 nodes and 145 connections. Top connected: Spruce, phenological mismatch, Populus, Artemisia, Populus tremuloides.
Airborne hyperspectral imaging (380-2500 nm) and LiDAR data collection at 1 m resolution, followed by machine learning algorithms to produce aspen cover and cytotype distribution maps.
Synthesized from method descriptions across 2 papers using this protocol.
Steps below were extracted from the most recent peer-reviewed implementation of this protocol in the corpus — Climate lags and genetics determine phenology in quaking aspen (Populus tremuloides) (2023), New Phytologist. The protocol was originally introduced by Remote sensing of cytotype and its consequences for canopy damage in quaking aspen (2022), Global Change Biology. Implementations in other papers (listed below) may differ.