Release of carbon from high-latitude soils to the atmosphere may have significant effects on Earth's climate. In this contribution, we evaluate visible-near-infrared spectroscopy (vis-NIRS) as a time- and cost-efficient tool for assessing soil organic carbon (SOC) concentrations in South Greenland. Soil samples were collected at two sites and analyzed with vis-NIRS. We used partial least square regression (PLS-R) modeling to predict SOC from vis-NIRS spectra referenced against in situ dry combustion measurements. The ability of our approach was validated in three setups: (1) calibration and validation data sets from the same location, (2) calibration and validation data sets from different locations, and (3) the same setup as in (2) with the calibration model enlarged with few samples from the opposite target area. Vis-NIRS predictions were successful in setup 1 (R-2 = 0.95, root mean square error of prediction [RMSEP] = 1.80 percent and R-2 = 0.82, RMSEP = 0.64 percent). Predictions in setup 2 had higher errors (R-2 = 0.90, RMSEP = 7.13 percent and R-2 = 0.78, RMSEP = 2.82 percent). In setup 3, the results were again improved (R-2 = 0.95, RMSEP = 2.03 percent and R-2 = 0.77, RMSEP = 2.14 percent). We conclude that vis-NIRS can obtain good results predicting SOC concentrations across two subarctic ecosystems, when the calibration models are augmented with few samples from the target site. Future efforts should be made toward determination of SOC stocks to constrain soil-atmosphere carbon exchange.
机构:
Huazhong Agr Univ, Coll Resource & Environm, Wuhan 430070, Peoples R China
AVIC, Xian Aeronaut Comp Tech Res Inst, Xian 710068, Peoples R ChinaHuazhong Agr Univ, Coll Resource & Environm, Wuhan 430070, Peoples R China
Liu, Shuyu
Chen, Jiaying
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Huazhong Agr Univ, Coll Resource & Environm, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, Coll Resource & Environm, Wuhan 430070, Peoples R China
Chen, Jiaying
Guo, Long
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Huazhong Agr Univ, Coll Resource & Environm, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, Coll Resource & Environm, Wuhan 430070, Peoples R China
Guo, Long
Wang, Junguang
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Huazhong Agr Univ, Coll Resource & Environm, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, Coll Resource & Environm, Wuhan 430070, Peoples R China
Wang, Junguang
Zhou, Zefan
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Huazhong Agr Univ, Coll Resource & Environm, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, Coll Resource & Environm, Wuhan 430070, Peoples R China
Zhou, Zefan
Luo, Jingyi
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Huazhong Agr Univ, Coll Resource & Environm, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, Coll Resource & Environm, Wuhan 430070, Peoples R China
Luo, Jingyi
Yang, Ruiqing
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Huazhong Agr Univ, Coll Resource & Environm, Wuhan 430070, Peoples R China
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaHuazhong Agr Univ, Coll Resource & Environm, Wuhan 430070, Peoples R China
机构:
Jiangxi Agr Univ, Coll Land Resources & Environm, Nanchang 330045, Peoples R China
Key Lab Poyang Lake Watershed Agr Resources & Ecol, Nanchang 330045, Peoples R ChinaJiangxi Agr Univ, Coll Land Resources & Environm, Nanchang 330045, Peoples R China
Long, Miao
Yue, Tianxiang
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Jiangxi Agr Univ, Coll Land Resources & Environm, Nanchang 330045, Peoples R China
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R China
Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100190, Peoples R China
Jiangsu Ctr Collaborat Innovat Geog Informat Resou, Nanjing 210023, Peoples R China
Jiangxi Coll Appl Technol, Sch Resource Environm & Jewelry, Ganzhou 341000, Peoples R ChinaJiangxi Agr Univ, Coll Land Resources & Environm, Nanchang 330045, Peoples R China
Yue, Tianxiang
Xu, Zhe
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Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R ChinaJiangxi Agr Univ, Coll Land Resources & Environm, Nanchang 330045, Peoples R China
Xu, Zhe
Guo, Jiaxin
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Jiangxi Agr Univ, Coll Land Resources & Environm, Nanchang 330045, Peoples R China
Key Lab Poyang Lake Watershed Agr Resources & Ecol, Nanchang 330045, Peoples R ChinaJiangxi Agr Univ, Coll Land Resources & Environm, Nanchang 330045, Peoples R China
Guo, Jiaxin
Luo, Jie
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Jiangxi Coll Appl Technol, Sch Resource Environm & Jewelry, Ganzhou 341000, Peoples R ChinaJiangxi Agr Univ, Coll Land Resources & Environm, Nanchang 330045, Peoples R China
Luo, Jie
Guo, Xi
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Jiangxi Agr Univ, Coll Land Resources & Environm, Nanchang 330045, Peoples R China
Key Lab Poyang Lake Watershed Agr Resources & Ecol, Nanchang 330045, Peoples R ChinaJiangxi Agr Univ, Coll Land Resources & Environm, Nanchang 330045, Peoples R China
Guo, Xi
Zhao, Xiaomin
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Jiangxi Agr Univ, Coll Land Resources & Environm, Nanchang 330045, Peoples R China
Key Lab Poyang Lake Watershed Agr Resources & Ecol, Nanchang 330045, Peoples R ChinaJiangxi Agr Univ, Coll Land Resources & Environm, Nanchang 330045, Peoples R China