Satellite rainfall (TRMM 3B42-V7) performance assessment and adjustment over Pahang River Basin, Malaysia

The Tropical Rainfall Measuring Mission (TRMM) was the first Earth Science mission dedicated to studying tropical and subtropical rainfall. Up until now, there is still limited knowledge on the accuracy of the version 7 research product TRMM 3B42-V7 despite having the advantage of a high temporal re...

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Main Authors: Mohd Zad, Siti Najja, Zulkafli, Zed, Muharram, Farrah Melissa
Format: Article
Language:English
Published: Multidisciplinary Digital Publishing Institute 2018
Online Access:http://psasir.upm.edu.my/id/eprint/73826/1/Satellite%20Rainfall%20%28TRMM%203B42-V7%29%20Performance%20Assessment%20and%20Adjustment%20over%20Pahang%20River%20Basin%2C%20Malaysia.pdf
http://psasir.upm.edu.my/id/eprint/73826/
https://www.researchgate.net/publication/323531020_Satellite_Rainfall_TRMM_3B42-V7_Performance_Assessment_and_Adjustment_over_Pahang_River_Basin_Malaysia
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Institution: Universiti Putra Malaysia
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spelling my.upm.eprints.738262021-12-03T03:06:05Z http://psasir.upm.edu.my/id/eprint/73826/ Satellite rainfall (TRMM 3B42-V7) performance assessment and adjustment over Pahang River Basin, Malaysia Mohd Zad, Siti Najja Zulkafli, Zed Muharram, Farrah Melissa The Tropical Rainfall Measuring Mission (TRMM) was the first Earth Science mission dedicated to studying tropical and subtropical rainfall. Up until now, there is still limited knowledge on the accuracy of the version 7 research product TRMM 3B42-V7 despite having the advantage of a high temporal resolution and large spatial coverage over oceans and land. This is particularly the case in tropical regions in Asia. The objective of this study is therefore to analyze the performance of rainfall estimation from TRMM 3B42-V7 (henceforth TRMM) using rain gauge data in Malaysia, specifically from the Pahang river basin as a case study, and using a set of performance indicators/scores. The results suggest that the altitude of the region affects the performances of the scores. Root Mean Squared Error (RMSE) is lower mostly at a higher altitude and mid-altitude. The correlation coefficient (CC) generally shows a positive but weak relationship between the rain gauge measurements and TRMM (0 < CC < 0.4), while the Nash-Sutcliffe Efficiency (NSE) scores are low (NSE < 0.1). The Percent Bias (PBIAS) shows that TRMM tends to overestimate the rainfall measurement by 26.95% on average. The Probability of Detection (POD) and Threat Score (TS) demonstrate that more than half of the pixel-point pairs have values smaller than 0.7. However, the Probability of False Detection (POFD) and False Alarm Rate (FAR) show that most of the pixel-point gauges have values lower than 0.55. The seasonal analysis shows that TRMM overestimates during the wet season and underestimates during the dry season. The bias adjustment shows that Mean Bias Correction (MBC) improved the scores better than Double-Kernel Residual Smoothing (DS) and Residual Inverse Distance Weighting (RIDW). The large errors imply that TRMM may not be suitable for applications in environmental, water resources, and ecological studies without prior correction. Multidisciplinary Digital Publishing Institute 2018 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/73826/1/Satellite%20Rainfall%20%28TRMM%203B42-V7%29%20Performance%20Assessment%20and%20Adjustment%20over%20Pahang%20River%20Basin%2C%20Malaysia.pdf Mohd Zad, Siti Najja and Zulkafli, Zed and Muharram, Farrah Melissa (2018) Satellite rainfall (TRMM 3B42-V7) performance assessment and adjustment over Pahang River Basin, Malaysia. Remote Sensing, 10 (3). art. no. 388. pp. 1-24. ISSN 2072-4292 https://www.researchgate.net/publication/323531020_Satellite_Rainfall_TRMM_3B42-V7_Performance_Assessment_and_Adjustment_over_Pahang_River_Basin_Malaysia 10.3390/rs10030388
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description The Tropical Rainfall Measuring Mission (TRMM) was the first Earth Science mission dedicated to studying tropical and subtropical rainfall. Up until now, there is still limited knowledge on the accuracy of the version 7 research product TRMM 3B42-V7 despite having the advantage of a high temporal resolution and large spatial coverage over oceans and land. This is particularly the case in tropical regions in Asia. The objective of this study is therefore to analyze the performance of rainfall estimation from TRMM 3B42-V7 (henceforth TRMM) using rain gauge data in Malaysia, specifically from the Pahang river basin as a case study, and using a set of performance indicators/scores. The results suggest that the altitude of the region affects the performances of the scores. Root Mean Squared Error (RMSE) is lower mostly at a higher altitude and mid-altitude. The correlation coefficient (CC) generally shows a positive but weak relationship between the rain gauge measurements and TRMM (0 < CC < 0.4), while the Nash-Sutcliffe Efficiency (NSE) scores are low (NSE < 0.1). The Percent Bias (PBIAS) shows that TRMM tends to overestimate the rainfall measurement by 26.95% on average. The Probability of Detection (POD) and Threat Score (TS) demonstrate that more than half of the pixel-point pairs have values smaller than 0.7. However, the Probability of False Detection (POFD) and False Alarm Rate (FAR) show that most of the pixel-point gauges have values lower than 0.55. The seasonal analysis shows that TRMM overestimates during the wet season and underestimates during the dry season. The bias adjustment shows that Mean Bias Correction (MBC) improved the scores better than Double-Kernel Residual Smoothing (DS) and Residual Inverse Distance Weighting (RIDW). The large errors imply that TRMM may not be suitable for applications in environmental, water resources, and ecological studies without prior correction.
format Article
author Mohd Zad, Siti Najja
Zulkafli, Zed
Muharram, Farrah Melissa
spellingShingle Mohd Zad, Siti Najja
Zulkafli, Zed
Muharram, Farrah Melissa
Satellite rainfall (TRMM 3B42-V7) performance assessment and adjustment over Pahang River Basin, Malaysia
author_facet Mohd Zad, Siti Najja
Zulkafli, Zed
Muharram, Farrah Melissa
author_sort Mohd Zad, Siti Najja
title Satellite rainfall (TRMM 3B42-V7) performance assessment and adjustment over Pahang River Basin, Malaysia
title_short Satellite rainfall (TRMM 3B42-V7) performance assessment and adjustment over Pahang River Basin, Malaysia
title_full Satellite rainfall (TRMM 3B42-V7) performance assessment and adjustment over Pahang River Basin, Malaysia
title_fullStr Satellite rainfall (TRMM 3B42-V7) performance assessment and adjustment over Pahang River Basin, Malaysia
title_full_unstemmed Satellite rainfall (TRMM 3B42-V7) performance assessment and adjustment over Pahang River Basin, Malaysia
title_sort satellite rainfall (trmm 3b42-v7) performance assessment and adjustment over pahang river basin, malaysia
publisher Multidisciplinary Digital Publishing Institute
publishDate 2018
url http://psasir.upm.edu.my/id/eprint/73826/1/Satellite%20Rainfall%20%28TRMM%203B42-V7%29%20Performance%20Assessment%20and%20Adjustment%20over%20Pahang%20River%20Basin%2C%20Malaysia.pdf
http://psasir.upm.edu.my/id/eprint/73826/
https://www.researchgate.net/publication/323531020_Satellite_Rainfall_TRMM_3B42-V7_Performance_Assessment_and_Adjustment_over_Pahang_River_Basin_Malaysia
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