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Exploring the potential of multispectral satellite images for estimating the contents of cadmium and lead in cropland: The effect of the dimidiate pixel model and random forest

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成果类型:
期刊论文
作者:
Wang, Li;Zhou, Yong;Liu, Jingyi;Liu, Yujie;Zuo, Qian;...
通讯作者:
Yong Zhou
作者机构:
[Wang, Li; Li, Qing; Zuo, Qian; Zhou, Yong; Liu, Jingyi; Liu, Yujie] Cent China Normal Univ, Key Lab Geog Proc Anal & Simulat Hubei Prov, Wuhan 430079, Peoples R China.
[Wang, Li; Li, Qing; Zuo, Qian; Zhou, Yong; Liu, Jingyi; Liu, Yujie] 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 of Hubei Province, Central China Normal University, Wuhan, 430079, China<&wdkj&>The College of Urban & Environmental Sciences, Central China Normal University, Wuhan, 430079, China
语种:
英文
关键词:
Agricultural products;Backpropagation;Cadmium;Farms;Least squares approximations;Photomapping;Pixels;Principal component analysis;Random forests;Remote sensing;Soil surveys;Soils;Spectrum analysis;Dimidiate pixel model;Estimation mechanism;Estimation models;Image estimation;Input variables;Pixel models;Random forests;Sentinel-2a image;Soil heavy metals;Study areas;Decision trees
期刊:
Journal of Cleaner Production
ISSN:
0959-6526
年:
2022
卷:
367
页码:
132922
基金类别:
This study was supported 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 ).
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:
Rapid and accurate predictions of heavy metal contents in farmland are of great significance to ensure the safety of agricultural products and maintain ecosystem balance. Combining multispectral images and chemometric modeling provides a feasible means of estimating cadmium (Cd) and lead (Pb) contents in farmland. We collected 640 samples from the surface soils of farmland in Xiangzhou District, Hubei Province, China. The Cd, Pb, soil organic matter (SOM), pH, and Fe of the soil samples were measured in a laboratory. In this study, the dimidiat...

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