A Sensitive Band to Optimize Winter Wheat Crop Residue Cover Estimation by Eliminating Moisture Effect

Crop residues can retain soil moisture and increase soil organic matter. Crop residue cover is also a hot issue in agricultural remote sensing. Crop residue cover can be estimated linearly with cellulose absorption index (CAI), while moisture of crop residues and soil would reduce the accuracy of cr...

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Main Authors: Yamei Wang, Shuhe Zhao, Wenting Cai, Joon Heo, Fanchen Peng
Format: Article
Language:English
Published: MDPI AG 2019-05-01
Series:Sustainability
Subjects:
Online Access:https://www.mdpi.com/2071-1050/11/11/3032
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spelling doaj-43309c1c981d4e0093deec61049908902020-11-25T01:51:15ZengMDPI AGSustainability2071-10502019-05-011111303210.3390/su11113032su11113032A Sensitive Band to Optimize Winter Wheat Crop Residue Cover Estimation by Eliminating Moisture EffectYamei Wang0Shuhe Zhao1Wenting Cai2Joon Heo3Fanchen Peng4School of Geography and Ocean Science, Nanjing University, Nanjing 210023, ChinaSchool of Geography and Ocean Science, Nanjing University, Nanjing 210023, ChinaSchool of Geography and Ocean Science, Nanjing University, Nanjing 210023, ChinaDepartment of Civil and Environmental Engineering, Yonsei University, Seoul 100-744, KoreaSchool of Geography and Ocean Science, Nanjing University, Nanjing 210023, ChinaCrop residues can retain soil moisture and increase soil organic matter. Crop residue cover is also a hot issue in agricultural remote sensing. Crop residue cover can be estimated linearly with cellulose absorption index (CAI), while moisture of crop residues and soil would reduce the accuracy of crop residue cover estimation. Crop residue and soil were used as materials to carry out the laboratory experiment to reveal the impact of moisture on crop residue cover estimation and eliminate said impact. This paper discovered a sensitive band, <i>R</i><sub>2005</sub>, which can invert water content of materials to eliminate moisture effect and improve estimation accuracy of crop residue cover. In terms of inverting water content, compared with two ratio water indices proposed in 2016 (<i>R</i><sub>1.6</sub>/<i>R</i><sub>1.5</sub>, <i>R</i><sub>1.6</sub>/<i>R</i><sub>2.0</sub>), using <i>R</i><sub>2005</sub> can increase R<sup>2</sup> from 0.828 to 0.935 and decline root-mean-square error (RMSE) from 0.12 to 0.07. At the point of results validation, R<sup>2</sup> is 0.958 and RMSE is 0.06, indicating <i>R</i><sub>2005</sub> has a high accuracy. Another advantage of <i>R</i><sub>2005</sub> is that it is more suitable to promote to actual production because of simple and efficient band calculation.https://www.mdpi.com/2071-1050/11/11/3032winter wheatcrop residue covercellulose absorption index (CAI)<i>R</i><sub>2005</sub>
collection DOAJ
language English
format Article
sources DOAJ
author Yamei Wang
Shuhe Zhao
Wenting Cai
Joon Heo
Fanchen Peng
spellingShingle Yamei Wang
Shuhe Zhao
Wenting Cai
Joon Heo
Fanchen Peng
A Sensitive Band to Optimize Winter Wheat Crop Residue Cover Estimation by Eliminating Moisture Effect
Sustainability
winter wheat
crop residue cover
cellulose absorption index (CAI)
<i>R</i><sub>2005</sub>
author_facet Yamei Wang
Shuhe Zhao
Wenting Cai
Joon Heo
Fanchen Peng
author_sort Yamei Wang
title A Sensitive Band to Optimize Winter Wheat Crop Residue Cover Estimation by Eliminating Moisture Effect
title_short A Sensitive Band to Optimize Winter Wheat Crop Residue Cover Estimation by Eliminating Moisture Effect
title_full A Sensitive Band to Optimize Winter Wheat Crop Residue Cover Estimation by Eliminating Moisture Effect
title_fullStr A Sensitive Band to Optimize Winter Wheat Crop Residue Cover Estimation by Eliminating Moisture Effect
title_full_unstemmed A Sensitive Band to Optimize Winter Wheat Crop Residue Cover Estimation by Eliminating Moisture Effect
title_sort sensitive band to optimize winter wheat crop residue cover estimation by eliminating moisture effect
publisher MDPI AG
series Sustainability
issn 2071-1050
publishDate 2019-05-01
description Crop residues can retain soil moisture and increase soil organic matter. Crop residue cover is also a hot issue in agricultural remote sensing. Crop residue cover can be estimated linearly with cellulose absorption index (CAI), while moisture of crop residues and soil would reduce the accuracy of crop residue cover estimation. Crop residue and soil were used as materials to carry out the laboratory experiment to reveal the impact of moisture on crop residue cover estimation and eliminate said impact. This paper discovered a sensitive band, <i>R</i><sub>2005</sub>, which can invert water content of materials to eliminate moisture effect and improve estimation accuracy of crop residue cover. In terms of inverting water content, compared with two ratio water indices proposed in 2016 (<i>R</i><sub>1.6</sub>/<i>R</i><sub>1.5</sub>, <i>R</i><sub>1.6</sub>/<i>R</i><sub>2.0</sub>), using <i>R</i><sub>2005</sub> can increase R<sup>2</sup> from 0.828 to 0.935 and decline root-mean-square error (RMSE) from 0.12 to 0.07. At the point of results validation, R<sup>2</sup> is 0.958 and RMSE is 0.06, indicating <i>R</i><sub>2005</sub> has a high accuracy. Another advantage of <i>R</i><sub>2005</sub> is that it is more suitable to promote to actual production because of simple and efficient band calculation.
topic winter wheat
crop residue cover
cellulose absorption index (CAI)
<i>R</i><sub>2005</sub>
url https://www.mdpi.com/2071-1050/11/11/3032
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