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...
Main Authors: | , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2019-05-01
|
Series: | Sustainability |
Subjects: | |
Online Access: | https://www.mdpi.com/2071-1050/11/11/3032 |
id |
doaj-43309c1c981d4e0093deec6104990890 |
---|---|
record_format |
Article |
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 |
work_keys_str_mv |
AT yameiwang asensitivebandtooptimizewinterwheatcropresiduecoverestimationbyeliminatingmoistureeffect AT shuhezhao asensitivebandtooptimizewinterwheatcropresiduecoverestimationbyeliminatingmoistureeffect AT wentingcai asensitivebandtooptimizewinterwheatcropresiduecoverestimationbyeliminatingmoistureeffect AT joonheo asensitivebandtooptimizewinterwheatcropresiduecoverestimationbyeliminatingmoistureeffect AT fanchenpeng asensitivebandtooptimizewinterwheatcropresiduecoverestimationbyeliminatingmoistureeffect AT yameiwang sensitivebandtooptimizewinterwheatcropresiduecoverestimationbyeliminatingmoistureeffect AT shuhezhao sensitivebandtooptimizewinterwheatcropresiduecoverestimationbyeliminatingmoistureeffect AT wentingcai sensitivebandtooptimizewinterwheatcropresiduecoverestimationbyeliminatingmoistureeffect AT joonheo sensitivebandtooptimizewinterwheatcropresiduecoverestimationbyeliminatingmoistureeffect AT fanchenpeng sensitivebandtooptimizewinterwheatcropresiduecoverestimationbyeliminatingmoistureeffect |
_version_ |
1724997571469901824 |