Perturbed parameter ensembles;
East Asian summer monsoon;
Model evaluation;
Climate projections;
Sub-selection;
PART II;
INTERANNUAL VARIABILITY;
SENSITIVITY-ANALYSIS;
CAUSAL INFERENCE;
DIVERSE VARIANTS;
GLOBAL MONSOON;
RAINFALL;
ATMOSPHERE;
MODELS;
CLIMATOLOGY;
D O I:
10.1007/s00382-022-06507-7
中图分类号:
P4 [大气科学(气象学)];
学科分类号:
0706 ;
070601 ;
摘要:
The East Asian summer monsoon (EASM) is a dominant driver of East Asian climate, with variations in its strength potentially impacting the livelihoods of millions of people. Understanding, predicting, and assessing uncertainties in these variations are therefore important area of research. Here, we present a study of the projected twenty-first century changes in the EASM using a 'perturbed parameter ensemble' (PPE) of HadGEM3-GC3.05 coupled climate models, which samples uncertainties arising from differences in model parameter values. We show that the performance of PPE members for leading order EASM metrics is comparable to CMIP5 and CMIP6 models in many respects. But the PPE also exposes model biases which exist for almost all parameter combinations. These 'structural' biases are found mainly to affect metrics for the low-level circulation. We also show that future changes in regional circulation and precipitation are projected consistently across the PPE members. A more detailed moisture budget analysis of the precipitation changes in a region covering the Yangtze River valley shows that the spread of these changes is mainly due to spread in dynamic responses. We also perform parameter sensitivity analyses and find that a parameter controlling the amplitude of deep-level entrainment is the main driver of spread in the PPE's representation of the EASM circulation. Finally, we discuss how the information provided by the PPE may be used in practice, considering the plausibility of the models, and giving examples of ways to sub-select ensemble members to capture the diversity in the moisture budget changes.
机构:
Chinese Acad Sci, Inst Atmospher Phys, Nansen Zhu Int Res Ctr, Beijing 100029, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Inst Atmospher Phys, Nansen Zhu Int Res Ctr, Beijing 100029, Peoples R China
Cui Xuedong
Gao Yongqi
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机构:
Chinese Acad Sci, Inst Atmospher Phys, Nansen Zhu Int Res Ctr, Beijing 100029, Peoples R China
Nansen Environm & Remote Sensing Ctr, Bergen, Norway
Univ Bergen, Bjerknes Ctr Climate Res, Bergen, NorwayChinese Acad Sci, Inst Atmospher Phys, Nansen Zhu Int Res Ctr, Beijing 100029, Peoples R China
Gao Yongqi
Sun Jianqi
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机构:
Chinese Acad Sci, Inst Atmospher Phys, Nansen Zhu Int Res Ctr, Beijing 100029, Peoples R ChinaChinese Acad Sci, Inst Atmospher Phys, Nansen Zhu Int Res Ctr, Beijing 100029, Peoples R China
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resource Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R China
Univ Chinese Acad Sci, Beijing, Peoples R ChinaChinese Acad Sci, Inst Geog Sci & Nat Resource Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R China
Li, Fuxing
Chen, Dong
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机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resource Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R ChinaChinese Acad Sci, Inst Geog Sci & Nat Resource Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R China
Chen, Dong
Tang, Qiuhong
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机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resource Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R ChinaChinese Acad Sci, Inst Geog Sci & Nat Resource Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R China
Tang, Qiuhong
Li, Wenhong
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机构:
Duke Univ, Nicholas Sch Environm, Earth & Ocean Sci, Durham, NC 27708 USAChinese Acad Sci, Inst Geog Sci & Nat Resource Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R China
Li, Wenhong
Zhang, Xuejun
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机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resource Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R China
Univ Chinese Acad Sci, Beijing, Peoples R ChinaChinese Acad Sci, Inst Geog Sci & Nat Resource Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R China
机构:
Nanjing Univ Informat Sci & Technol, Sch Atmospher Sci, Nanjing, Peoples R China
Chinese Acad Sci, Inst Atmospher Phys, State Key Lab Numer Modeling Atmospher Sci & Geoph, Beijing, Peoples R ChinaNanjing Univ Informat Sci & Technol, Sch Atmospher Sci, Nanjing, Peoples R China
Zhang, Xiaoqi
He, Bian
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机构:
Chinese Acad Sci, Inst Atmospher Phys, State Key Lab Numer Modeling Atmospher Sci & Geoph, Beijing, Peoples R China
Univ Chinese Acad Sci, Coll Earth & Planetary Sci, Beijing, Peoples R ChinaNanjing Univ Informat Sci & Technol, Sch Atmospher Sci, Nanjing, Peoples R China
He, Bian
Bao, Qing
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机构:
Chinese Acad Sci, Inst Atmospher Phys, State Key Lab Numer Modeling Atmospher Sci & Geoph, Beijing, Peoples R ChinaNanjing Univ Informat Sci & Technol, Sch Atmospher Sci, Nanjing, Peoples R China
Bao, Qing
Liu, Yimin
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机构:
Chinese Acad Sci, Inst Atmospher Phys, State Key Lab Numer Modeling Atmospher Sci & Geoph, Beijing, Peoples R China
Univ Chinese Acad Sci, Coll Earth & Planetary Sci, Beijing, Peoples R ChinaNanjing Univ Informat Sci & Technol, Sch Atmospher Sci, Nanjing, Peoples R China
Liu, Yimin
Wu, Guoxiong
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h-index: 0
机构:
Chinese Acad Sci, Inst Atmospher Phys, State Key Lab Numer Modeling Atmospher Sci & Geoph, Beijing, Peoples R China
Univ Chinese Acad Sci, Coll Earth & Planetary Sci, Beijing, Peoples R ChinaNanjing Univ Informat Sci & Technol, Sch Atmospher Sci, Nanjing, Peoples R China
机构:
Sun Yat Sen Univ, Sch Atmospher Sci, Zhuhai, Peoples R China
Sun Yat Sen Univ, Minist Educ, Key Lab Trop Atmosphere Ocean Syst, Zhuhai, Peoples R China
Southern Marine Sci & Engn Guangdong Lab Zhuhai, Zhuhai, Peoples R ChinaSun Yat Sen Univ, Sch Atmospher Sci, Zhuhai, Peoples R China
Chen, Guixing
Du, Yu
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机构:
Sun Yat Sen Univ, Sch Atmospher Sci, Zhuhai, Peoples R China
Sun Yat Sen Univ, Minist Educ, Key Lab Trop Atmosphere Ocean Syst, Zhuhai, Peoples R China
Southern Marine Sci & Engn Guangdong Lab Zhuhai, Zhuhai, Peoples R ChinaSun Yat Sen Univ, Sch Atmospher Sci, Zhuhai, Peoples R China
Du, Yu
Wen, Zhiping
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机构:
Fudan Univ, Dept Atmospher & Ocean Sci, Shanghai, Peoples R China
Fudan Univ, Inst Atmospher Sci, Shanghai, Peoples R ChinaSun Yat Sen Univ, Sch Atmospher Sci, Zhuhai, Peoples R China