Soil respiration phenology improves modeled phase of terrestrial net
ecosystem exchange in northern hemisphere
Abstract
In the northern hemisphere, terrestrial ecosystems transition from net
sources of CO2 to the atmosphere in winter to net ecosystem carbon sinks
during spring. The timing (or phase) of this transition, determined by
the balance between ecosystem respiration (RECO) and primary production,
is key to estimating the amplitude of the terrestrial carbon sink. We
diagnose an apparent phase bias in the RECO and net ecosystem exchange
(NEE) seasonal cycles estimated by the Terrestrial Carbon Flux (TCF)
model framework and investigate its link to soil respiration mechanisms.
Satellite observations of vegetation canopy conditions, surface
meteorology, and soil moisture from the NASA SMAP Level 4 Soil Moisture
product are used to model a daily carbon budget for a global network of
eddy covariance flux towers. Proposed modifications to TCF include: the
inhibition of foliar respiration in the light (the Kok effect); a
seasonally varying litterfall phenology; an O2 diffusion limitation on
heterotrophic respiration (RH); and a vertically resolved soil
decomposition model. We find that RECO phase bias can result from bias
in RECO magnitude and that mechanisms which reduce northern spring RECO,
like substrate and O2 diffusion limitations, can mitigate the phase
bias. A vertically resolved soil decomposition model mitigates this bias
by temporally segmenting and lagging RH throughout the growing season.
Applying these model enhancements at Continuous Soil Respiration
(COSORE) sites verifies their improvement of RECO and NEE skill compared
to in situ observations (up to
\(\Delta\)RMSE
\(=-0.76\,g\,C\,m^{-2}\,d^{-1}\)).
Ultimately, these mechanisms can improve prior estimates of NEE for
atmospheric inversion studies.