Shifts in Climatic Limitations on Global Vegetation Productivity Unveiled by Shapley Additive Explanation: Reduced Temperature but Increased Water Limitations
文献类型:期刊论文
作者 | Xie, Jiangliu8; Yin, Gaofei8; Xie, Qiaoyun7; Wu, Chaoyang6; Yuan, Wenping5; Zeng, Yelu4; Verger, Aleixandre2,3; Descals, Adria1,2; Filella, Iolanda1,2; Penuelas, Josep1,2 |
刊名 | JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES
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出版日期 | 2024-12-01 |
卷号 | 129期号:12页码:18 |
关键词 | vegetation productivity shapley additive explanation climatic limitation climate change remote sensing |
ISSN号 | 2169-8953 |
DOI | 10.1029/2024JG008354 |
产权排序 | 3 |
英文摘要 | Global fluctuations in vegetation productivity are intricately tied to climatic variability, but how climate change will alter climatic limitations on productivity is unclear. Here, we used shapley additive explanation (SHAP), a novel technique based on game theory, for identifing the contributions of climatic factors to vegetation productivity. We also delineated climatic limitations on productivity and traced their temporal evolution during 1982-2018 using the SHAP values. The results identified that, in temperate, boreal, and polar zones, temperature primarily limited productivity during the early growing season, and temperature and radiation jointly limited productivity during the peack and late growing season. In contrast, water and radiation predominantly limited productivity mainly in arid and equatorial zones, respectively. We also observed an alleviated temperature but an intensified water limitations on productivity across different months. The alleviated temperature limitation was particularly notable in June for the northern hemisphere (July for the southern hemisphere), with the temperature-constrained area decreasing significantly at a rate of 2.2 parts per thousand/y (1.2 parts per thousand/y). In contrast, the exacerbation of water limitation was most pronounced in June (September), with the water-constrained area expanding significantly at a rate of 2.8 parts per thousand/y (3.3 parts per thousand/y). Our findings underscore the imperative for a more explicit incorporation of the impact of water limitation in understanding regional and global carbon dynamics under a warming climate. |
WOS关键词 | GROSS PRIMARY PRODUCTION ; ATMOSPHERIC DEMAND ; LIGHT RESPONSE ; CARBON UPTAKE ; PHOTOSYNTHESIS ; ECOSYSTEMS ; SENSITIVITY ; PATTERNS ; MODEL |
资助项目 | National Key Research and Development Program of China ; National Natural Science Foundation of China[42271323] ; [2023YFF1303602] |
WOS研究方向 | Environmental Sciences & Ecology ; Geology |
语种 | 英语 |
WOS记录号 | WOS:001371710100001 |
出版者 | AMER GEOPHYSICAL UNION |
资助机构 | National Key Research and Development Program of China ; National Natural Science Foundation of China |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/211741] ![]() |
专题 | 陆地表层格局与模拟院重点实验室_外文论文 |
通讯作者 | Yin, Gaofei |
作者单位 | 1.UAB, CSIC, Global Ecol Unit CREAF, Barcelona, Spain 2.CREAF, Barcelona, Spain 3.CSIC UV GV, CIDE, Valencia, Spain 4.China Agr Univ, Coll Land Sci & Technol, Beijing, Peoples R China 5.Peking Univ, Inst Carbon Neutral, Sino French Inst Earth Syst Sci, Coll Urban & Environm Sci, Beijing, Peoples R China 6.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Land Surface Pattern & Simulat, Beijing, Peoples R China 7.Univ Western Australia, Sch Engn, Perth, WA, Australia 8.Southwest Jiaotong Univ, Fac Geosiences & Engn, Chengdu, Peoples R China |
推荐引用方式 GB/T 7714 | Xie, Jiangliu,Yin, Gaofei,Xie, Qiaoyun,et al. Shifts in Climatic Limitations on Global Vegetation Productivity Unveiled by Shapley Additive Explanation: Reduced Temperature but Increased Water Limitations[J]. JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES,2024,129(12):18. |
APA | Xie, Jiangliu.,Yin, Gaofei.,Xie, Qiaoyun.,Wu, Chaoyang.,Yuan, Wenping.,...&Penuelas, Josep.(2024).Shifts in Climatic Limitations on Global Vegetation Productivity Unveiled by Shapley Additive Explanation: Reduced Temperature but Increased Water Limitations.JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES,129(12),18. |
MLA | Xie, Jiangliu,et al."Shifts in Climatic Limitations on Global Vegetation Productivity Unveiled by Shapley Additive Explanation: Reduced Temperature but Increased Water Limitations".JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES 129.12(2024):18. |
入库方式: OAI收割
来源:地理科学与资源研究所
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