Estimating the Maximal Light Use Efficiency for Different Vegetation through the CASA Model Combined with Time-Series Remote Sensing Data and Ground Measurements
被引:63
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作者:
Li, Ainong
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机构:
Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R China
Univ Maryland, Dept Geog, College Pk, MD 20742 USAChinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R China
Li, Ainong
[1
,2
]
Bian, Jinhu
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机构:
Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R ChinaChinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R China
Bian, Jinhu
[1
]
Lei, Guangbin
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Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R ChinaChinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R China
Lei, Guangbin
[1
]
Huang, Chengquan
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机构:
Univ Maryland, Dept Geog, College Pk, MD 20742 USAChinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R China
Huang, Chengquan
[2
]
机构:
[1] Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R China
[2] Univ Maryland, Dept Geog, College Pk, MD 20742 USA
remote sensing;
light use efficiency;
CASA model;
Zoige Plateau;
NET PRIMARY PRODUCTION;
GROSS PRIMARY PRODUCTION;
PRIMARY PRODUCTIVITY;
INNER-MONGOLIA;
SATELLITE DATA;
FOREST;
CLASSIFICATION;
GRASSLAND;
EXCHANGE;
AMERICA;
D O I:
10.3390/rs4123857
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
Maximal light use efficiency (LUE) is an important ecological index of a vegetation essential attribute, and a key parameter of the LUE-based model for estimating large-scale vegetation productivity by remote sensing technology. However, although currently used in different models there still exists extensive controversy. This paper takes the Zoige Plateau in China as a case area to develop a new approach for estimating the maximal LUEs for different vegetation. Based on an existing land cover map and MODIS NDVI product, the linear unmixing method with a moving window was adopted to estimate the time-series NDVI for different end members in a MODIS NDVI pixel; then Particle Swarm Optimizer (PSO) was applied to search for the optimization of LUE retrievals through the CASA (Carnegie-Ames-Stanford Approach) model combined with time-series NDVI and ground measurements. The derived maximal LUEs present significant differences among various vegetation types. These are 0.669 gC.MJ(-1), 0.450 gC.MJ(-1) and 0.126 gC.MJ(-1) for the xerophilous grasslands with high, moderate and low vegetation fraction respectively, 0.192 gC.MJ(-1) for the hygrophilous grasslands, and 0.125 gC.MJ(-1) for the helobious grasslands. The field validation shows that the estimated net primary productivity (NPP) by the derived maximal LUE is closely related to the ground references, with R-2 of 0.8698 and root-mean-square error (RMSE) of 59.37 gC.m(-2).a(-1). This indicates that the default set in the CASA model is not suitable for NPP estimation for the regional mountain area. The derived maximal LUEs can significantly improve the capability of NPP mapping, and open up the perspective for long-term monitoring of vegetation ecological health and ecosystem productivity by combining the LUE-based model with remote sensing observations.
机构:
Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R China
Wang, Jiyan
Li, Ainong
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机构:
Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R ChinaChinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R China
Li, Ainong
Bian, Jinhu
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机构:
Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R China
机构:
Fuzhou Univ, Coll Environm & Resources, Fuzhou 350108, Peoples R ChinaFuzhou Univ, Coll Environm & Resources, Fuzhou 350108, Peoples R China
Chen, Xu
Chen, Wei
论文数: 0引用数: 0
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机构:
Tianjin Univ, Sch Earth Syst Sci, Inst Surface Earth Syst Sci, Tianjin 300072, Peoples R China
Haihe Lab Sustainable Chem Transformat, Tianjin 300192, Peoples R China
Chinese Acad Sci, Aerosp Informat Res Inst, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R ChinaFuzhou Univ, Coll Environm & Resources, Fuzhou 350108, Peoples R China
Chen, Wei
Xu, Min
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R ChinaFuzhou Univ, Coll Environm & Resources, Fuzhou 350108, Peoples R China
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Cao Dan
Feng Jian-zhong
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机构:
Chinese Acad Agr Sci, Agr Informat Inst, Beijing 100081, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Feng Jian-zhong
Bai Lin-yan
论文数: 0引用数: 0
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机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Bai Lin-yan
Xun Lan
论文数: 0引用数: 0
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机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Xun Lan
Jing Hai-tao
论文数: 0引用数: 0
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机构:
Henan Polytech Univ, Sch Surveying & Land Informat Engn, Jiaozuo 454000, Henan, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Jing Hai-tao
Sun Jin-ke
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机构:
Henan Polytech Univ, Sch Surveying & Land Informat Engn, Jiaozuo 454000, Henan, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Sun Jin-ke
Zhang Jia-hua
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机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100094, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
机构:
Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences
University of Chinese Academy of SciencesKey Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences
CAO Dan
FENG Jian-zhong
论文数: 0引用数: 0
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机构:
Agricultural Information Institute, Chinese Academy of Agricultural SciencesKey Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences
FENG Jian-zhong
BAI Lin-yan
论文数: 0引用数: 0
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机构:
Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences
University of Chinese Academy of SciencesKey Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences
BAI Lin-yan
XUN Lan
论文数: 0引用数: 0
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机构:
Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences
University of Chinese Academy of SciencesKey Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences
XUN Lan
JING Hai-tao
论文数: 0引用数: 0
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机构:
School of Surveying and Land Information Engineering, Henan Polytechnic UniversityKey Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences
JING Hai-tao
SUN Jin-ke
论文数: 0引用数: 0
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机构:
School of Surveying and Land Information Engineering, Henan Polytechnic UniversityKey Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences
SUN Jin-ke
ZHANG Jia-hua
论文数: 0引用数: 0
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机构:
Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences
University of Chinese Academy of SciencesKey Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences
机构:
Northeast Normal Univ, Sch Geog Sci, Renmin St 5268, Changchun 130024, Jilin, Peoples R ChinaNortheast Normal Univ, Sch Geog Sci, Renmin St 5268, Changchun 130024, Jilin, Peoples R China
Qi, Hang
Huang, Fang
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Normal Univ, Sch Geog Sci, Renmin St 5268, Changchun 130024, Jilin, Peoples R ChinaNortheast Normal Univ, Sch Geog Sci, Renmin St 5268, Changchun 130024, Jilin, Peoples R China
Huang, Fang
Zhai, Huan
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Normal Univ, Sch Geog Sci, Renmin St 5268, Changchun 130024, Jilin, Peoples R ChinaNortheast Normal Univ, Sch Geog Sci, Renmin St 5268, Changchun 130024, Jilin, Peoples R China