LONG-TERM DECOMPOSITION;
MONTE-CARLO-SIMULATION;
TEMPERATURE SENSITIVITY;
LITTER DECOMPOSITION;
DATA ASSIMILATION;
COUPLED CARBON;
SCOTS PINE;
NITROGEN;
STORAGE;
MATTER;
D O I:
10.5194/gmd-15-1735-2022
中图分类号:
P [天文学、地球科学];
学科分类号:
07 ;
摘要:
Soil organic carbon (SOC) models are important tools for assessing global SOC distributions and how carbon stocks are affected by climate change. Their performances, however, are affected by data and methods used to calibrate them. Here we study how a new version of the Yasso SOC model, here named Yasso20, performs if calibrated individually or with multiple datasets and how the chosen calibration method affects the parameter estimation. We also compare Yasso20 to the previous version of the Yasso model. We found that when calibrated with multiple datasets, the model showed a better global performance compared to a single-dataset calibration. Furthermore, our results show that more advanced calibration algorithms should be used for SOC models due to multiple local maxima in the likelihood space. The comparison showed that the resulting model performed better with the validation data than the previous version of Yasso.
机构:
Colorado State Univ, Nat Resource Ecol Lab, Ft Collins, CO 80523 USAColorado State Univ, Nat Resource Ecol Lab, Ft Collins, CO 80523 USA
Gurung, Ram B.
Ogle, Stephen M.
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机构:
Colorado State Univ, Nat Resource Ecol Lab, Ft Collins, CO 80523 USA
Colorado State Univ, Dept Ecosyst Sci & Sustainabil, Ft Collins, CO 80523 USAColorado State Univ, Nat Resource Ecol Lab, Ft Collins, CO 80523 USA
Ogle, Stephen M.
Breidt, F. Jay
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机构:
Colorado State Univ, Dept Stat, Ft Collins, CO 80523 USAColorado State Univ, Nat Resource Ecol Lab, Ft Collins, CO 80523 USA
Breidt, F. Jay
Williams, Stephen A.
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h-index: 0
机构:
Colorado State Univ, Nat Resource Ecol Lab, Ft Collins, CO 80523 USAColorado State Univ, Nat Resource Ecol Lab, Ft Collins, CO 80523 USA
Williams, Stephen A.
Parton, William J.
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h-index: 0
机构:
Colorado State Univ, Nat Resource Ecol Lab, Ft Collins, CO 80523 USAColorado State Univ, Nat Resource Ecol Lab, Ft Collins, CO 80523 USA
机构:
Univ Colorado, Inst Arctic & Alpine Res, Boulder, CO 80309 USA
Univ Michigan, Inst Global Change Biol, Ann Arbor, MI 48109 USAUniv Colorado, Inst Arctic & Alpine Res, Boulder, CO 80309 USA
Rocci, Katherine S.
Cotrufo, M. Francesca
论文数: 0引用数: 0
h-index: 0
机构:
Colorado State Univ, Dept Soil & Crop Sci, Ft Collins, CO USAUniv Colorado, Inst Arctic & Alpine Res, Boulder, CO 80309 USA
Cotrufo, M. Francesca
Ernakovich, Jessica
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Hampshire, Ctr Soil Biogeochem & Microbial Ecol, Dept Nat Resources & Environm, Durham, NH USAUniv Colorado, Inst Arctic & Alpine Res, Boulder, CO 80309 USA
Ernakovich, Jessica
Foster, Erika
论文数: 0引用数: 0
h-index: 0
机构:
Point Blue Conservat Sci, Petaluma, CA USAUniv Colorado, Inst Arctic & Alpine Res, Boulder, CO 80309 USA
Foster, Erika
Frey, Serita
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Hampshire, Ctr Soil Biogeochem & Microbial Ecol, Dept Nat Resources & Environm, Durham, NH USAUniv Colorado, Inst Arctic & Alpine Res, Boulder, CO 80309 USA
Frey, Serita
Georgiou, Katerina
论文数: 0引用数: 0
h-index: 0
机构:
Lawrence Livermore Natl Lab, Phys & Life Sci Directorate, Livermore, CA USAUniv Colorado, Inst Arctic & Alpine Res, Boulder, CO 80309 USA
Georgiou, Katerina
Grandy, A. Stuart
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Hampshire, Ctr Soil Biogeochem & Microbial Ecol, Dept Nat Resources & Environm, Durham, NH USAUniv Colorado, Inst Arctic & Alpine Res, Boulder, CO 80309 USA
Grandy, A. Stuart
Malhotra, Avni
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h-index: 0
机构:
Pacific Northwest Natl Lab, Richland, WA USAUniv Colorado, Inst Arctic & Alpine Res, Boulder, CO 80309 USA
Malhotra, Avni
Reich, Peter B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Inst Global Change Biol, Ann Arbor, MI 48109 USA
Univ Minnesota, Dept Forest Resources, St Paul, MN USAUniv Colorado, Inst Arctic & Alpine Res, Boulder, CO 80309 USA
Reich, Peter B.
Schlerman, Else P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Hampshire, Ctr Soil Biogeochem & Microbial Ecol, Dept Nat Resources & Environm, Durham, NH USAUniv Colorado, Inst Arctic & Alpine Res, Boulder, CO 80309 USA
Schlerman, Else P.
Wieder, William R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Inst Arctic & Alpine Res, Boulder, CO 80309 USA
Natl Ctr Atmospher Res, Climate & Global Dynam Lab, Boulder, CO USAUniv Colorado, Inst Arctic & Alpine Res, Boulder, CO 80309 USA