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Combining Multitemporal Sentinel-2A Spectral Imaging and Random Forest to Improve the Accuracy of Soil Organic Matter Estimates in the Plough Layer for Cultivated Land

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成果类型:
期刊论文
作者:
Wang, Li;Zhou, Yong
通讯作者:
Yong Zhou
作者机构:
[Wang, Li; Zhou, Yong] Cent China Normal Univ, Key Lab Geog Proc Anal & Simulat Hubei Prov, Wuhan 430079, Peoples R China.
[Wang, Li; Zhou, Yong] Cent China Normal Univ, Coll Urban & Environm Sci, Wuhan 430079, Peoples R China.
通讯机构:
[Yong Zhou] K
Key Laboratory for Geographical Process Analysis & Simulation in Hubei Province, Central China Normal University, Wuhan 430079, China<&wdkj&>College of Urban & Environmental Sciences, Central China Normal University, Wuhan 430079, China<&wdkj&>Author to whom correspondence should be addressed.
语种:
英文
关键词:
soil organic matter;spectral indices;random forest;cultivated land;Sentinel-2A
期刊:
Agriculture-Basel
ISSN:
2077-0472
年:
2023
卷:
13
期:
1
页码:
8-
基金类别:
Methodology, L.W.; data curation, L.W.; writing—original draft preparation, L.W.; writing—review and editing, Y.Z.; funding acquisition, Y.Z. All authors have read and agreed to the published version of the manuscript. This research was funded by the National Natural Science Foundation of China (No. 42171061) and the Special Foundation for National Science and Technology Basic Research Program of China (No. 2021FY100505). The APC was funded by the National Natural Science Foundation of China and the Special Foundation for National Science and Technology Basic Research Program of China.
机构署名:
本校为第一机构
院系归属:
城市与环境科学学院
摘要:
Soil organic matter (SOM) is vital for assessing the quality of arable land. A fast and reliable estimation of SOM is important to predict the soil carbon stock in cropland. In this study, we aimed to explore the potential of combining multitemporal Sentinel-2A imagery and random forest (RF) to improve the accuracy of SOM estimates in the plough layer for cultivated land at a regional scale. The field data of SOM content were utilized along with multitemporal Sentinel-2A images acquired over three years during the bare soil period to develop sp...

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