Abstract
Microbially explicit models may improve understanding and projections of carbon dynamics in response to future climate change, but their fidelity in simulating global-scale soil heterotrophic respiration (RH), a stringent test for soil biogeochemical models, has never been evaluated. We used statistical global RH products, as well as 7821 daily site-scale RH measurements, to evaluate the spatiotemporal performance of one first-order decay model (CASA-CNP) and two microbially explicit biogeochemical models (CORPSE and MIMICS) that were forced by two different input datasets. CORPSE and MIMICS did not provide any measurable performance improvement; instead, the models were highly sensitive to the input data used to drive them. Spatial variability in RH fluxes was generally well simulated except in the northern middle latitudes (~50°N) and arid regions; models captured the seasonal variability of RH well, but showed more divergence in tropic and arctic regions. Our results demonstrate that the next generation of biogeochemical models shows promise but also needs to be improved for realistic spatiotemporal variability of RH. Finally, we emphasize the importance of net primary production, soil moisture, and soil temperature inputs, and that jointly evaluating soil models for their spatial (global scale) and temporal (site scale) performance provides crucial benchmarks for improving biogeochemical models.
Original language | English |
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Pages (from-to) | 5392-5403 |
Number of pages | 12 |
Journal | Global Change Biology |
Volume | 27 |
Issue number | 20 |
DOIs | |
State | Published - Oct 2021 |
Funding
J.J. was supported by the Strategic Priority Research Program of Chinese Academy of Sciences (No. XDA20040202). B.B.‐L., B.N.S., K.F.P., J. Z., K. D., S.C.P., and J.J. were supported by the US Department of Energy, Office of Science, Biological and Environmental Research as part of the Terrestrial Ecosystem Sciences Program. The Pacific Northwest National Laboratory is operated for DOE by Battelle Memorial Institute under contract DE‐AC05‐76RL01830. W.R.W. was supported by the U.S. Department of Energy under award number BSS DE‐SC0016364, US Department of Agriculture NIFA Award number 2015‐67003‐23485, and NASA NNX17AK19G. D.H. was supported by the U.S. National Oceanic and Atmospheric Administration (NOAA) under award number NOAA‐OAR‐CPO‐2019‐2005530.
Funders | Funder number |
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U.S. Department of Energy | BSS DE‐SC0016364 |
National Aeronautics and Space Administration | NNX17AK19G |
National Oceanic and Atmospheric Administration | NOAA‐OAR‐CPO‐2019‐2005530 |
U.S. Department of Agriculture | 2015‐67003‐23485 |
Battelle | DE‐AC05‐76RL01830 |
Office of Science | |
Biological and Environmental Research | |
Chinese Academy of Sciences | XDA20040202 |
Keywords
- CASACNP
- CORPSE
- MIMICS
- benchmarking
- heterotrophic respiration
- soil organic carbon models