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:
Nat Environm Ctr, Finnish Environm Inst, Ecosyst Change Unit, Helsinki 00251, Finland
Univ Helsinki, Dept Math & Stat, Helsinki, FinlandNat Environm Ctr, Finnish Environm Inst, Ecosyst Change Unit, Helsinki 00251, Finland
Tuomi, M.
Rasinmaki, J.
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Simosol Oy, Riihimaki 11130, FinlandNat Environm Ctr, Finnish Environm Inst, Ecosyst Change Unit, Helsinki 00251, Finland
Rasinmaki, J.
Repo, A.
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Nat Environm Ctr, Finnish Environm Inst, Ecosyst Change Unit, Helsinki 00251, FinlandNat Environm Ctr, Finnish Environm Inst, Ecosyst Change Unit, Helsinki 00251, Finland
Repo, A.
Vanhala, P.
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Nat Environm Ctr, Finnish Environm Inst, Ecosyst Change Unit, Helsinki 00251, FinlandNat Environm Ctr, Finnish Environm Inst, Ecosyst Change Unit, Helsinki 00251, Finland
Vanhala, P.
Liski, J.
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Nat Environm Ctr, Finnish Environm Inst, Ecosyst Change Unit, Helsinki 00251, FinlandNat Environm Ctr, Finnish Environm Inst, Ecosyst Change Unit, Helsinki 00251, Finland
机构:
Chinese Acad Sci, Res Ctr Ecoenvironm Sci RCEES, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R ChinaChinese Acad Sci, Res Ctr Ecoenvironm Sci RCEES, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Lu, Nan
Akujarvi, Anu
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Finnish Environm Inst SYKE, Nat Environm Ctr, Ecosyst Proc, Helsinki 00251, FinlandChinese Acad Sci, Res Ctr Ecoenvironm Sci RCEES, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Akujarvi, Anu
Wu, Xing
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Chinese Acad Sci, Res Ctr Ecoenvironm Sci RCEES, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R ChinaChinese Acad Sci, Res Ctr Ecoenvironm Sci RCEES, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Wu, Xing
Liski, Jari
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Finnish Environm Inst SYKE, Nat Environm Ctr, Ecosyst Proc, Helsinki 00251, FinlandChinese Acad Sci, Res Ctr Ecoenvironm Sci RCEES, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Liski, Jari
Wen, Zhongming
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机构:
Northwest A&F Univ, State Key Lab Soil Eros & Dryland Farming Loess P, Yangling, Shaanxi, Peoples R ChinaChinese Acad Sci, Res Ctr Ecoenvironm Sci RCEES, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Wen, Zhongming
Holmberg, Maria
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Finnish Environm Inst SYKE, Nat Environm Ctr, Ecosyst Proc, Helsinki 00251, FinlandChinese Acad Sci, Res Ctr Ecoenvironm Sci RCEES, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Holmberg, Maria
Feng, Xiaoming
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Chinese Acad Sci, Res Ctr Ecoenvironm Sci RCEES, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R ChinaChinese Acad Sci, Res Ctr Ecoenvironm Sci RCEES, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Feng, Xiaoming
Zeng, Yuan
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机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100101, Peoples R ChinaChinese Acad Sci, Res Ctr Ecoenvironm Sci RCEES, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Zeng, Yuan
Fu, Bojie
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Chinese Acad Sci, Res Ctr Ecoenvironm Sci RCEES, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R ChinaChinese Acad Sci, Res Ctr Ecoenvironm Sci RCEES, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
机构:
Univ Fed Rio Grande do Sul, Soil Dept, BR-91501970 Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Soil Dept, BR-91501970 Porto Alegre, RS, Brazil
Oliveira Bortolon, Elisandra Solange
Mielniczuk, Joao
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Univ Fed Rio Grande do Sul, Soil Dept, BR-91501970 Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Soil Dept, BR-91501970 Porto Alegre, RS, Brazil
Mielniczuk, Joao
Tornquist, Carlos Gustavo
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Univ Fed Rio Grande do Sul, Soil Dept, BR-91501970 Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Soil Dept, BR-91501970 Porto Alegre, RS, Brazil
Tornquist, Carlos Gustavo
Lopes, Fabiola
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机构:
Univ Fed Rio Grande do Sul, Soil Dept, BR-91501970 Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Soil Dept, BR-91501970 Porto Alegre, RS, Brazil
Lopes, Fabiola
Bergamaschi, Homero
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机构:
Univ Fed Rio Grande do Sul, Forage Plants & Agrometeorol Dept, BR-91501970 Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Soil Dept, BR-91501970 Porto Alegre, RS, Brazil
机构:
KTH Royal Inst Technol, Dept Land & Water Resources Engn, S-10044 Stockholm, SwedenKTH Royal Inst Technol, Dept Land & Water Resources Engn, S-10044 Stockholm, Sweden
Juston, John
Andren, Olof
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机构:
SLU, Dept Soil & Environm, Uppsala, SwedenKTH Royal Inst Technol, Dept Land & Water Resources Engn, S-10044 Stockholm, Sweden
Andren, Olof
Katterer, Thomas
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SLU, Dept Soil & Environm, Uppsala, SwedenKTH Royal Inst Technol, Dept Land & Water Resources Engn, S-10044 Stockholm, Sweden
Katterer, Thomas
Jansson, Per-Erik
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KTH Royal Inst Technol, Dept Land & Water Resources Engn, S-10044 Stockholm, SwedenKTH Royal Inst Technol, Dept Land & Water Resources Engn, S-10044 Stockholm, Sweden