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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Main Authors: Da-Bin Ji, Jian-Cheng Shi, Husi Letu, Tian-Xing Wang, Tian-Jie Zhao
Format: Article
Language:English
Published: MDPI AG 2017-06-01
Series:Remote Sensing
Subjects:
Online Access:http://www.mdpi.com/2072-4292/9/6/606
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spelling 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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