Protocols

Integration of gridMET temperature data, MODIS snowmelt timing, and PARFLOW-CLM soil moisture simulations to create multi-temporal environmental predictor datasets with quantified drought metrics.

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.

Unmanned aerial vehicle flights with multispectral camera to capture georeferenced imagery of forest canopy in five spectral bands, with radiometric calibration using reference panel and downwelling l...

Collection of VSWIR field spectra at leaf- and mineral-levels using an Analytical Spectral Devices FieldSpec 3 spectroradiometer with contact probe and leaf clip attachments.

Endmember spectral measurements using contact probe attachment with internal bulb illumination for close-contact surface measurements.