{'fraction_non_alphanumeric': 0.03778135048231511, 'fraction_numerical': 0.0317524115755627, 'mean_word_length': 6.0710227272727275, 'pattern_counts': {'":': 0, '<': 0, '<?xml version=': 0, '>': 0, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
Impacts of the 2012–2015 Californian drought on carbon, water and energy fluxes in the Californian Sierras: Results from an imaging spectrometry‐constrained terrestrial biosphere model

Accurate descriptions of current ecosystem composition are essential for improving terrestrial biosphere model predictions of how ecosystems are responding to climate variability and change. This study investigates how imaging spectrometry‐derived ecosystem composition can constrain and improve terrestrial biosphere model predictions of regional‐scale carbon, water and energy fluxes. Incorporating imaging spectrometry‐derived composition of five plant functional types (Grasses/Shrubs, Oaks/Western Hardwoods, Western Pines, Fir/Cedar and High‐elevation Pines) into the Ecosystem Demography (ED2) terrestrial biosphere model improves predictions of net ecosystem productivity (NEP) and gross primary productivity (GPP) across four flux towers of the Southern Sierra Critical Zone Observatory (SSCZO) spanning a 2250 m elevational gradient in the western Sierra Nevada. NEP and GPP root‐mean‐square‐errors were reduced by 23%–82% and 19%–89%, respectively, and water flux predictions improved at the mid‐elevation pine (Soaproot), fir/cedar (P301) and high‐elevation pine (Shorthair) flux tower sites, but not at the oak savanna (San Joaquin Experimental Range [SJER]) site. These improvements in carbon and water predictions are similar to those achieved with model initializations using ground‐based inventory composition. The imaging spectrometry‐constrained ED2 model was then used to predict carbon, water and energy fluxes and above‐ground biomass (AGB) dynamics over a 737 km2 region to gain insight into the regional ecosystem impacts of the 2012–2015 Californian drought. The analysis indicates that the drought reduced regional NEP, GPP and transpiration by 83%, 40% and 33%, respectively, with the largest reductions occurring in the functionally diverse, high basal area mid‐elevation forests. This was accompanied by a 54% decline in AGB growth in 2012, followed by a marked increase (823%) in AGB mortality in 2014, reflecting an approximately 10‐fold increase in per capita tree mortality from ~55 trees km−2 year−1 in 2010–2011, to ~535 trees km−2 year−1 in 2014. These findings illustrate how imaging spectrometry estimates of ecosystem composition can constrain and improve terrestrial biosphere model predictions of regional carbon, water, and energy fluxes, and biomass dynamics.