Atmospheric Effect Analysis and Correction of the Microwave Vegetation Index
Microwave vegetation index (MVI) is a vegetation index defined in microwave bands. It has been developed based on observations from AMSR-E and widely used to monitor global vegetation. Recently, our study found that MVI was influenced by the atmosphere, although it was calculated from microwave band...
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doaj-6358b14f5eac453785a02eaa7a774e252020-11-24T22:45:47ZengMDPI AGRemote Sensing2072-42922017-06-019660610.3390/rs9060606rs9060606Atmospheric Effect Analysis and Correction of the Microwave Vegetation IndexDa-Bin Ji0Jian-Cheng Shi1Husi Letu2Tian-Xing Wang3Tian-Jie Zhao4State Key Laboratory of Remote Sensing Science, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, No. 20 Datun Road, Chaoyang District, Beijing 100101, ChinaState Key Laboratory of Remote Sensing Science, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, No. 20 Datun Road, Chaoyang District, Beijing 100101, ChinaState Key Laboratory of Remote Sensing Science, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, No. 20 Datun Road, Chaoyang District, Beijing 100101, ChinaState Key Laboratory of Remote Sensing Science, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, No. 20 Datun Road, Chaoyang District, Beijing 100101, ChinaState Key Laboratory of Remote Sensing Science, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, No. 20 Datun Road, Chaoyang District, Beijing 100101, ChinaMicrowave vegetation index (MVI) is a vegetation index defined in microwave bands. It has been developed based on observations from AMSR-E and widely used to monitor global vegetation. Recently, our study found that MVI was influenced by the atmosphere, although it was calculated from microwave bands. Ignoring the atmospheric influence might bring obvious uncertainty to the study of global vegetation. In this study, an atmospheric effect sensitivity analysis for MVI was carried out, and an atmospheric correction algorithm was developed to reduce the influence of the atmosphere. The sensitivity analysis showed that water vapor, clouds and precipitation were main parameters that had an influence on MVI. The result of the atmospheric correction on MVI was validated at both temporal and spatial scales. The validation showed that the atmospheric correction algorithm developed in this study could obviously improve the underestimation of MVI on most land surfaces. Seasonal patterns in the uncorrected MVI were obviously related to atmospheric water content besides vegetation changes. In addition, global maps of MVI showed significant differences before and after atmospheric correction in the northern hemisphere in the northern summer. The atmospheric correction will make the MVI more reliable and improve its performance in calculating vegetation biomass.http://www.mdpi.com/2072-4292/9/6/606microwave vegetation indexatmospheric correctionwater vaporcloud liquid water |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Da-Bin Ji Jian-Cheng Shi Husi Letu Tian-Xing Wang Tian-Jie Zhao |
spellingShingle |
Da-Bin Ji Jian-Cheng Shi Husi Letu Tian-Xing Wang Tian-Jie Zhao Atmospheric Effect Analysis and Correction of the Microwave Vegetation Index Remote Sensing microwave vegetation index atmospheric correction water vapor cloud liquid water |
author_facet |
Da-Bin Ji Jian-Cheng Shi Husi Letu Tian-Xing Wang Tian-Jie Zhao |
author_sort |
Da-Bin Ji |
title |
Atmospheric Effect Analysis and Correction of the Microwave Vegetation Index |
title_short |
Atmospheric Effect Analysis and Correction of the Microwave Vegetation Index |
title_full |
Atmospheric Effect Analysis and Correction of the Microwave Vegetation Index |
title_fullStr |
Atmospheric Effect Analysis and Correction of the Microwave Vegetation Index |
title_full_unstemmed |
Atmospheric Effect Analysis and Correction of the Microwave Vegetation Index |
title_sort |
atmospheric effect analysis and correction of the microwave vegetation index |
publisher |
MDPI AG |
series |
Remote Sensing |
issn |
2072-4292 |
publishDate |
2017-06-01 |
description |
Microwave vegetation index (MVI) is a vegetation index defined in microwave bands. It has been developed based on observations from AMSR-E and widely used to monitor global vegetation. Recently, our study found that MVI was influenced by the atmosphere, although it was calculated from microwave bands. Ignoring the atmospheric influence might bring obvious uncertainty to the study of global vegetation. In this study, an atmospheric effect sensitivity analysis for MVI was carried out, and an atmospheric correction algorithm was developed to reduce the influence of the atmosphere. The sensitivity analysis showed that water vapor, clouds and precipitation were main parameters that had an influence on MVI. The result of the atmospheric correction on MVI was validated at both temporal and spatial scales. The validation showed that the atmospheric correction algorithm developed in this study could obviously improve the underestimation of MVI on most land surfaces. Seasonal patterns in the uncorrected MVI were obviously related to atmospheric water content besides vegetation changes. In addition, global maps of MVI showed significant differences before and after atmospheric correction in the northern hemisphere in the northern summer. The atmospheric correction will make the MVI more reliable and improve its performance in calculating vegetation biomass. |
topic |
microwave vegetation index atmospheric correction water vapor cloud liquid water |
url |
http://www.mdpi.com/2072-4292/9/6/606 |
work_keys_str_mv |
AT dabinji atmosphericeffectanalysisandcorrectionofthemicrowavevegetationindex AT jianchengshi atmosphericeffectanalysisandcorrectionofthemicrowavevegetationindex AT husiletu atmosphericeffectanalysisandcorrectionofthemicrowavevegetationindex AT tianxingwang atmosphericeffectanalysisandcorrectionofthemicrowavevegetationindex AT tianjiezhao atmosphericeffectanalysisandcorrectionofthemicrowavevegetationindex |
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1725687488032276480 |