Continued climate warming and precipitation fluctuations are expected to further affect aboveground net primary productivity (ANPP) across alpine grasslands, with associated implications for ecosystem functions. The spatial and temporal variability of ANPP in Tibetan Plateau (TP) grasslands and its response to temperature and precipitation were investigated in this study, based on the ANPP estimated by means of ensemble analysis of multiple machine learning models. First, the response of the spatial distribution of ANPP to variations in the precipitation gradient was nonlinear and showed an S-shaped growth pattern, which could be divided into four stages (stationary, rapid growth, slower growth, and saturation) corresponding to arid (mean annual precipitation (MAP) < 250 mm), semiarid (250 mm < MAP < 450 mm), semihumid (450 mm < MAP < 650 mm) and humid (MAP > 650 mm) precipitation regimes, respectively. Second, regional precipitation regimes affected the sensitivity of ANPP's interannual variability to temperature and precipitation; ANPP is more sensitive to temperature in wetter areas than in dryer areas of the TP region. The results of our study suggest that in the region of Tibetan Plateau, the response of grassland ANPP variation to climate was constrained by the background precipitation regimes.
机构:
China Meteorol Adm, Inst Plateau Meteorol, Chengdu Heavy Rain & Drought Flood Disasters Plate, Chengdu 610072, Peoples R China
Key Lab Disaster Prevent & Mitigat Qinghai Prov, Xining 810001, Peoples R ChinaChina Meteorol Adm, Inst Plateau Meteorol, Chengdu Heavy Rain & Drought Flood Disasters Plate, Chengdu 610072, Peoples R China
Pang, Yanmei
Chen, Chao
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机构:
China Meteorol Adm, Inst Plateau Meteorol, Chengdu Heavy Rain & Drought Flood Disasters Plate, Chengdu 610072, Peoples R China
Prov Key Lab Water Saving Agr Hill Areas Southern, Chengdu 610066, Peoples R ChinaChina Meteorol Adm, Inst Plateau Meteorol, Chengdu Heavy Rain & Drought Flood Disasters Plate, Chengdu 610072, Peoples R China
Chen, Chao
Guo, Bin
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Aba Prefecture Meteorol Stn, Maerkang 624000, Peoples R ChinaChina Meteorol Adm, Inst Plateau Meteorol, Chengdu Heavy Rain & Drought Flood Disasters Plate, Chengdu 610072, Peoples R China
Guo, Bin
Qi, Dongmei
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China Meteorol Adm, Inst Plateau Meteorol, Chengdu Heavy Rain & Drought Flood Disasters Plate, Chengdu 610072, Peoples R ChinaChina Meteorol Adm, Inst Plateau Meteorol, Chengdu Heavy Rain & Drought Flood Disasters Plate, Chengdu 610072, Peoples R China
Qi, Dongmei
Luo, Yu
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Sichuan Climate Ctr, Chengdu 610072, Peoples R ChinaChina Meteorol Adm, Inst Plateau Meteorol, Chengdu Heavy Rain & Drought Flood Disasters Plate, Chengdu 610072, Peoples R China
机构:
Sun Yat Sen Univ, Sch Geog & Planning, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou, Peoples R China
Sun, Huaizhang
Chen, Yangbo
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Sun Yat Sen Univ, Sch Geog & Planning, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou, Peoples R China
Chen, Yangbo
Xiong, Junnan
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Southwest Petr Univ, Sch Civil Engn & Geomat, Chengdu, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou, Peoples R China
Xiong, Junnan
Ye, Chongchong
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Beijing Normal Univ, State Key Lab Earth Surface Proc & Resource Ecol, Fac Geog Sci, Beijing, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou, Peoples R China
Ye, Chongchong
Yong, Zhiwei
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Southwest Petr Univ, Sch Geosci & Technol, Chengdu, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou, Peoples R China
Yong, Zhiwei
Wang, Yi
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Sun Yat Sen Univ, Sch Life Sci, State Key Lab Biol Control, Guangzhou, Peoples R China
Sun Yat Sen Univ, Sch Ecol, State Key Lab Biol Control, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou, Peoples R China
Wang, Yi
He, Dong
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Nanjing Univ, Int Inst Earth Syst Sci, Nanjing, Peoples R China
Nanjing Univ, Jiangsu Prov Key Lab Geog Informat Sci & Technol, Nanjing, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou, Peoples R China
He, Dong
Xu, Shichao
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Sun Yat Sen Univ, Sch Geog & Planning, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Sch Geog & Planning, Guangzhou, Peoples R China
机构:
China Agr Univ, Coll Resources & Environm Sci, Beijing 100193, Peoples R China
Colorado State Univ, Nat Resource Ecol Lab, Ft Collins, CO 80523 USAChina Agr Univ, Coll Resources & Environm Sci, Beijing 100193, Peoples R China
Li, Qiuyue
Tuo, Debao
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机构:
Inner Mongolia Acad Agr & Anim Husb Sci, Hohhot 010031, Inner Mongolia, Peoples R ChinaChina Agr Univ, Coll Resources & Environm Sci, Beijing 100193, Peoples R China
Tuo, Debao
Zhang, Lizhen
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China Agr Univ, Coll Resources & Environm Sci, Beijing 100193, Peoples R ChinaChina Agr Univ, Coll Resources & Environm Sci, Beijing 100193, Peoples R China
Zhang, Lizhen
Wei, Xiaoyu
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China Agr Univ, Coll Resources & Environm Sci, Beijing 100193, Peoples R ChinaChina Agr Univ, Coll Resources & Environm Sci, Beijing 100193, Peoples R China
Wei, Xiaoyu
Wei, Yurong
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机构:
Ecol & Agr Meteorol Ctr Inner Mongolia, Hohhot 010051, Inner Mongolia, Peoples R ChinaChina Agr Univ, Coll Resources & Environm Sci, Beijing 100193, Peoples R China
Wei, Yurong
Yang, Ning
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机构:
China Agr Univ, Coll Resources & Environm Sci, Beijing 100193, Peoples R ChinaChina Agr Univ, Coll Resources & Environm Sci, Beijing 100193, Peoples R China
Yang, Ning
Xu, Yinlong
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机构:
Chinese Acad Agr Sci, Inst Environm & Sustainable Dev Agr, Beijing 100081, Peoples R ChinaChina Agr Univ, Coll Resources & Environm Sci, Beijing 100193, Peoples R China
机构:
Chinese Acad Sci, Kunming Inst Bot, Key Lab Biodivers & Biogeog, Kunming, Peoples R China
E Asia Program, World Agroforestry Ctr, Kunming, Peoples R ChinaWorld Agroforestry Ctr, Nairobi, Kenya
Yu, Haiying
Xu, Jianchu
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机构:
Chinese Acad Sci, Kunming Inst Bot, Key Lab Biodivers & Biogeog, Kunming, Peoples R China
E Asia Program, World Agroforestry Ctr, Kunming, Peoples R ChinaWorld Agroforestry Ctr, Nairobi, Kenya
Xu, Jianchu
Okuto, Erick
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World Agroforestry Ctr, Nairobi, KenyaWorld Agroforestry Ctr, Nairobi, Kenya
Okuto, Erick
Luedeling, Eike
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World Agroforestry Ctr, Nairobi, KenyaWorld Agroforestry Ctr, Nairobi, Kenya