Comprehensive Validation and Calibration of MODIS PWV over Mainland China
Although ground-based precipitable water vapor (PWV) can be obtained with a high temporal resolution and spatial resolution of tens of kilometers in an urban area using Global Navigation Satellite System (GNSS) observation, it remains fairly sparse in the vast regions over Mainland China. Satellite-...
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ftdoajarticles:oai:doaj.org/article:0c57c5a3be2c4d009a061d311be55cab 2023-05-15T13:07:10+02:00 Comprehensive Validation and Calibration of MODIS PWV over Mainland China Yanyan Zhao Hongwei Zhao Junqiang Li Gongwei Xiao 2022-10-01T00:00:00Z https://doi.org/10.3390/atmos13111763 https://doaj.org/article/0c57c5a3be2c4d009a061d311be55cab EN eng MDPI AG https://www.mdpi.com/2073-4433/13/11/1763 https://doaj.org/toc/2073-4433 doi:10.3390/atmos13111763 2073-4433 https://doaj.org/article/0c57c5a3be2c4d009a061d311be55cab Atmosphere, Vol 13, Iss 1763, p 1763 (2022) MODIS PWV GNSS radiosonde China Meteorology. Climatology QC851-999 article 2022 ftdoajarticles https://doi.org/10.3390/atmos13111763 2022-12-30T19:37:27Z Although ground-based precipitable water vapor (PWV) can be obtained with a high temporal resolution and spatial resolution of tens of kilometers in an urban area using Global Navigation Satellite System (GNSS) observation, it remains fairly sparse in the vast regions over Mainland China. Satellite-derived PWV has a high spatial resolution, thereby enabling the accurate investigation of regional climate change. However, understanding the quality of satellite-derived PWV products is a prerequisite before use, which has become the focus of this study. PWV products, namely, MOD05_L2 and MYD05_L2, over the entirety of Mainland China derived from MODerate Resolution Imaging Spectroradiometer (MODIS) onboard Terra and Aqua satellites are validated over the period 2000–2017 using multiple sources, including GNSS, radiosonde, AErosol RObotic NETwork (AERONET), and European Center for Medium-Range Weather Forecasts ERA-Interim (ECMWF). The accuracy of MODIS PWV products is less than 4.3 mm over the entirety of Mainland China; however, it varies in four areas of South China (SC), North China (NC), Northwest China (NWC), and Tibetan Plateau (TP), separately with values ranging from 3 mm to 6 mm. A linear fit model is applied to calibrate the MODIS PWV products, and the accuracies of the corrected PWV from MODIS infrared (IR) and near-infrared (NIR) products have been improved by approximately 7.5% and 50.6%, respectively. The MODIS PWV is compared and calibrated in the four areas, and the improved accuracies vary widely. The root mean square error (RMSE) of IR PWV is approximately less than 4 mm over China except for the SC area with a value of approximately 5.3 mm after calibration, whereas the values of NIR PWV are approximately 2 mm over the entirety of Mainland China, except for the TP area, with a value of approximately 2.6 mm. The MODIS NIR PWV performs better than that of IR PWV data in most areas of Mainland China regardless of whether with calibration. The validation and calibration of MODIS water vapor products ... Article in Journal/Newspaper Aerosol Robotic Network Directory of Open Access Journals: DOAJ Articles Atmosphere 13 11 1763 |
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Open Polar |
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Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
MODIS PWV GNSS radiosonde China Meteorology. Climatology QC851-999 |
spellingShingle |
MODIS PWV GNSS radiosonde China Meteorology. Climatology QC851-999 Yanyan Zhao Hongwei Zhao Junqiang Li Gongwei Xiao Comprehensive Validation and Calibration of MODIS PWV over Mainland China |
topic_facet |
MODIS PWV GNSS radiosonde China Meteorology. Climatology QC851-999 |
description |
Although ground-based precipitable water vapor (PWV) can be obtained with a high temporal resolution and spatial resolution of tens of kilometers in an urban area using Global Navigation Satellite System (GNSS) observation, it remains fairly sparse in the vast regions over Mainland China. Satellite-derived PWV has a high spatial resolution, thereby enabling the accurate investigation of regional climate change. However, understanding the quality of satellite-derived PWV products is a prerequisite before use, which has become the focus of this study. PWV products, namely, MOD05_L2 and MYD05_L2, over the entirety of Mainland China derived from MODerate Resolution Imaging Spectroradiometer (MODIS) onboard Terra and Aqua satellites are validated over the period 2000–2017 using multiple sources, including GNSS, radiosonde, AErosol RObotic NETwork (AERONET), and European Center for Medium-Range Weather Forecasts ERA-Interim (ECMWF). The accuracy of MODIS PWV products is less than 4.3 mm over the entirety of Mainland China; however, it varies in four areas of South China (SC), North China (NC), Northwest China (NWC), and Tibetan Plateau (TP), separately with values ranging from 3 mm to 6 mm. A linear fit model is applied to calibrate the MODIS PWV products, and the accuracies of the corrected PWV from MODIS infrared (IR) and near-infrared (NIR) products have been improved by approximately 7.5% and 50.6%, respectively. The MODIS PWV is compared and calibrated in the four areas, and the improved accuracies vary widely. The root mean square error (RMSE) of IR PWV is approximately less than 4 mm over China except for the SC area with a value of approximately 5.3 mm after calibration, whereas the values of NIR PWV are approximately 2 mm over the entirety of Mainland China, except for the TP area, with a value of approximately 2.6 mm. The MODIS NIR PWV performs better than that of IR PWV data in most areas of Mainland China regardless of whether with calibration. The validation and calibration of MODIS water vapor products ... |
format |
Article in Journal/Newspaper |
author |
Yanyan Zhao Hongwei Zhao Junqiang Li Gongwei Xiao |
author_facet |
Yanyan Zhao Hongwei Zhao Junqiang Li Gongwei Xiao |
author_sort |
Yanyan Zhao |
title |
Comprehensive Validation and Calibration of MODIS PWV over Mainland China |
title_short |
Comprehensive Validation and Calibration of MODIS PWV over Mainland China |
title_full |
Comprehensive Validation and Calibration of MODIS PWV over Mainland China |
title_fullStr |
Comprehensive Validation and Calibration of MODIS PWV over Mainland China |
title_full_unstemmed |
Comprehensive Validation and Calibration of MODIS PWV over Mainland China |
title_sort |
comprehensive validation and calibration of modis pwv over mainland china |
publisher |
MDPI AG |
publishDate |
2022 |
url |
https://doi.org/10.3390/atmos13111763 https://doaj.org/article/0c57c5a3be2c4d009a061d311be55cab |
genre |
Aerosol Robotic Network |
genre_facet |
Aerosol Robotic Network |
op_source |
Atmosphere, Vol 13, Iss 1763, p 1763 (2022) |
op_relation |
https://www.mdpi.com/2073-4433/13/11/1763 https://doaj.org/toc/2073-4433 doi:10.3390/atmos13111763 2073-4433 https://doaj.org/article/0c57c5a3be2c4d009a061d311be55cab |
op_doi |
https://doi.org/10.3390/atmos13111763 |
container_title |
Atmosphere |
container_volume |
13 |
container_issue |
11 |
container_start_page |
1763 |
_version_ |
1766038362793181184 |