Evaluation of Precipitable Water Vapor Product From MODIS and MERSI-II NIR Channels Using Ground-Based GPS Measurements Over Australia

Jiafei Xu, Zhizhao Liu

Research output: Journal article publicationJournal articleAcademic researchpeer-review

9 Citations (Scopus)

Abstract

We performed a thorough validation of the precipitable water vapor (PWV) products from near-infrared bands of very similar instruments, i.e., Moderate Resolution Imaging Spectroradiometer (MODIS) and advanced Medium Resolution Spectral Imager (MERSI-II). The PWV products validated are those derived from MODIS/Aqua, MODIS/Terra, and MERSI-II/FY-3D sensors. The PWV data from global positioning system (GPS) in 453 in situ sites situated in the interior and coastal areas of Australia from June 1, 2019 to May 31, 2020 were utilized as reference values. The accuracy of the satellite PWV products was studied under different weather conditions. The evaluation results show that all the three PWV products did not provide good quality water vapor observations in the presence of clouds, with a correlation below 0.2 and a root-mean-square error (RMSE) above 10 mm. Under confident clear sky conditions, MERSI-II/FY-3D instrument had the highest retrieval accuracy with an RMSE of 2.801 mm, but had the worst correlation with reference GPS PWV (R2=0.841). On the contrary, MODIS/Terra instrument had the lowest retrieval accuracy (RMSE=4.903 mm), but had the best correlation with a correlation of 0.903. Both MODIS/Aqua and MODIS/Terra instruments tended to overestimate PWV value, whereas the MERSI-II/FY-3D instrument tended to underestimate PWV value. All PWV data records showed better retrieval accuracy with higher correlation and lower RMSE under the dry condition than under the wet condition. The performance analysis of all the three satellite PWV products was also studied per day, per station, per season, and per land-surface type in this article.

Original languageEnglish
Pages (from-to)8744-8758
Number of pages15
JournalIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Volume15
DOIs
Publication statusPublished - 2022

Keywords

  • Advanced medium resolution spectralimager (MERSI-II)
  • global positioning system (GPS)
  • moderate resolution imaging spectroradiometer (MODIS)
  • precipitable water vapor (PWV)
  • validation

ASJC Scopus subject areas

  • Computers in Earth Sciences
  • Atmospheric Science

Fingerprint

Dive into the research topics of 'Evaluation of Precipitable Water Vapor Product From MODIS and MERSI-II NIR Channels Using Ground-Based GPS Measurements Over Australia'. Together they form a unique fingerprint.

Cite this