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Erschienen in: Water Resources Management 13/2015

01.10.2015

Evaluating the Performance of Merged Multi-Satellite Precipitation Products Over a Complex Terrain

verfasst von: Saeed Golian, Saber Moazami, Pierre-Emmanuel Kirstetter, Yang Hong

Erschienen in: Water Resources Management | Ausgabe 13/2015

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Abstract

The aim of this paper is to investigate the effectiveness of merging satellite precipitation products on rainfall estimates over different terrains in Iran. Four widely used satellite rainfall estimates (SREs) namely PERSIANN, TMPA-3B42, TMPA-3B42RT, and CMORPH were evaluated and blended in order to generate new combinations in which we expect to estimate rainfall more accurately than with using each individual product. For this purpose, first, the daily bias of each satellite algorithm was calculated at each pixel by comparing with gauge observed data for the time period of 2003–2008. Then, for each pixel, a linear combination of SREs was selected which resulted in the least bias for that pixel. This combination named as merged satellite rainfall estimate (MSRE). In order to test the proposed method, several statistical indices including bias, root mean square error (RMSE), and correlation coefficient (CC) were employed. The results indicate that the merged product used in this study can improve the accuracy of rainfall estimates compared with each individual satellite estimate over all the study regions for different seasons. However, the efficiency of improvement depends highly on the number of rain gauges distributed over the study area.

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Literatur
Zurück zum Zitat AghaKouchak A, Mehran A, Norouzi H, Behrangi A (2012) Systematic and random error components in satellite precipitation data sets. Geophys Res Lett 39:L09406. doi:10.1029/2012GL051592 CrossRef AghaKouchak A, Mehran A, Norouzi H, Behrangi A (2012) Systematic and random error components in satellite precipitation data sets. Geophys Res Lett 39:L09406. doi:10.​1029/​2012GL051592 CrossRef
Zurück zum Zitat Chiang Y, Hsu K, Chang F, Hong Y, Sorooshian S (2007) Merging multiple precipitation sources for flash flood Forecasting. J Hydrol 340:183–196CrossRef Chiang Y, Hsu K, Chang F, Hong Y, Sorooshian S (2007) Merging multiple precipitation sources for flash flood Forecasting. J Hydrol 340:183–196CrossRef
Zurück zum Zitat Dinku T, Connor SJ, Ceccato P (2010) Comparison of CMORPH and TRMM-3B42 over mountainous regions of Africa and South America, in: Satellite Rainfall Applications for Surface Hydrology. In: Gebremichael M, Hossaim F (ed), 193– 204. Springer Science + Business Media B.V., ISBN 978-90-481-2914-0, e-ISBN 978-90-481-2915-7. doi:10.1007/978-90-481-2915-7, Springer Dordrecht Heidelberg London New York, Library of Congress Control Number: 2009937296 Dinku T, Connor SJ, Ceccato P (2010) Comparison of CMORPH and TRMM-3B42 over mountainous regions of Africa and South America, in: Satellite Rainfall Applications for Surface Hydrology. In: Gebremichael M, Hossaim F (ed), 193– 204. Springer Science + Business Media B.V., ISBN 978-90-481-2914-0, e-ISBN 978-90-481-2915-7. doi:10.​1007/​978-90-481-2915-7, Springer Dordrecht Heidelberg London New York, Library of Congress Control Number: 2009937296
Zurück zum Zitat Hong Y, Gochis D, Cheng J, Hsu K, Sorooshian S (2007) Evaluation of PERSIANN-CCS rainfall measurement using the NAME event rain gauge network. J Hydrometeorol 8(3):469–482 Hong Y, Gochis D, Cheng J, Hsu K, Sorooshian S (2007) Evaluation of PERSIANN-CCS rainfall measurement using the NAME event rain gauge network. J Hydrometeorol 8(3):469–482
Zurück zum Zitat Huffman GJ, Adler RF, Bolvin DT, Nelkin EJ (2010) The TRMM multisatellite precipitation analysis (TMPA). Chapter in Satellite Applications for Surface Hydrology. In: Gebremichael M, Hossaim F (ed), 3–22. Springer Science + Business Media B.V., ISBN 978-90-481-2914-0, e-ISBN 978-90-481-2915-7. doi:10.1007/978-90-481-2915-7, Springer Dordrecht Heidelberg London New York, Library of Congress Control Number: 2009937296 Huffman GJ, Adler RF, Bolvin DT, Nelkin EJ (2010) The TRMM multisatellite precipitation analysis (TMPA). Chapter in Satellite Applications for Surface Hydrology. In: Gebremichael M, Hossaim F (ed), 3–22. Springer Science + Business Media B.V., ISBN 978-90-481-2914-0, e-ISBN 978-90-481-2915-7. doi:10.​1007/​978-90-481-2915-7, Springer Dordrecht Heidelberg London New York, Library of Congress Control Number: 2009937296
Zurück zum Zitat Jiang S, Ren L, Hong Y, Yang X, Ma M, Zhang Y, Yuan F (2014) Improvement of multi-satellite real-time precipitation products for ensemble streamflow simulation in a middle latitude basin in south China. Water Resour Manag 28:2259–2278CrossRef Jiang S, Ren L, Hong Y, Yang X, Ma M, Zhang Y, Yuan F (2014) Improvement of multi-satellite real-time precipitation products for ensemble streamflow simulation in a middle latitude basin in south China. Water Resour Manag 28:2259–2278CrossRef
Zurück zum Zitat Joyce RJ, Janowiak JE, Arkin PA, Xie P (2004) CMORPH: a method that produces global precipitation estimates from passive microwave and infrared data at high spatial ad temporal resolutions. J Hydrometeorol 5:487–503CrossRef Joyce RJ, Janowiak JE, Arkin PA, Xie P (2004) CMORPH: a method that produces global precipitation estimates from passive microwave and infrared data at high spatial ad temporal resolutions. J Hydrometeorol 5:487–503CrossRef
Zurück zum Zitat Kazianka H, Pilz J (2010) Copula-based geostatistical modeling of continuous and discrete data including covariates. Stoch Env Res Risk A 24:661–673CrossRef Kazianka H, Pilz J (2010) Copula-based geostatistical modeling of continuous and discrete data including covariates. Stoch Env Res Risk A 24:661–673CrossRef
Zurück zum Zitat Li M, Shao Q (2010) An improved statistical approach to merge satellite rainfall estimates and raingauge data. J Hydrol 385:51–64CrossRef Li M, Shao Q (2010) An improved statistical approach to merge satellite rainfall estimates and raingauge data. J Hydrol 385:51–64CrossRef
Zurück zum Zitat Li L, Hong Y, Wang J, Adler RF, Policelli FS, Habib S, Irwn D, Korme T, Okello L (2009) Evaluation of the real-time TRMMbased multi-satellite precipitation analysis for an operational flood prediction system in Nzoia Basin, Lake Victoria. Africa Nat Hazards 50:109–123. doi:10.1007/s11069-008-9324-5 CrossRef Li L, Hong Y, Wang J, Adler RF, Policelli FS, Habib S, Irwn D, Korme T, Okello L (2009) Evaluation of the real-time TRMMbased multi-satellite precipitation analysis for an operational flood prediction system in Nzoia Basin, Lake Victoria. Africa Nat Hazards 50:109–123. doi:10.​1007/​s11069-008-9324-5 CrossRef
Zurück zum Zitat Moazami S, Golian S, Kavianpour MR, Hong Y (2013) Comparison of PERSIANN and V7 TRMM Multi-satellite Precipitation Analysis (TMPA) products with rain gauge data over Iran. Int J Remote Sens 34(22):8156–8171CrossRef Moazami S, Golian S, Kavianpour MR, Hong Y (2013) Comparison of PERSIANN and V7 TRMM Multi-satellite Precipitation Analysis (TMPA) products with rain gauge data over Iran. Int J Remote Sens 34(22):8156–8171CrossRef
Zurück zum Zitat Moazami S, Golian S, Hong Y, Chen S, Kavianpour MR (2014) Comprehensive evaluation of four high-resolution satellite precipitation products over diverse climate conditions in Iran. Hydrol Sci J. doi:10.1080/02626667.2014.987675 Moazami S, Golian S, Hong Y, Chen S, Kavianpour MR (2014) Comprehensive evaluation of four high-resolution satellite precipitation products over diverse climate conditions in Iran. Hydrol Sci J. doi:10.​1080/​02626667.​2014.​987675
Zurück zum Zitat Modarres R, Sarhadi A (2011) 2011, Statistically-based regionalization of rainfall climates of Iran. Global Planet Change 75:67–75CrossRef Modarres R, Sarhadi A (2011) 2011, Statistically-based regionalization of rainfall climates of Iran. Global Planet Change 75:67–75CrossRef
Zurück zum Zitat Romilly TG, Gebremichael M (2011) Evaluation of satellite rainfall estimates over Ethiopian river basins. Hydrol Earth Syst Sci 15:1505–1514CrossRef Romilly TG, Gebremichael M (2011) Evaluation of satellite rainfall estimates over Ethiopian river basins. Hydrol Earth Syst Sci 15:1505–1514CrossRef
Zurück zum Zitat Tesfagiorgis K, Mahani SE, Krakauer NY, Khanbilvardi R (2011) Bias Correction of Satellite Rainfall Estimates Using a Radar-Gauge Product – A Case Study in Oklahoma (USA). Hydrol Earth Syst Sci 15: 2631–2647 Tesfagiorgis K, Mahani SE, Krakauer NY, Khanbilvardi R (2011) Bias Correction of Satellite Rainfall Estimates Using a Radar-Gauge Product – A Case Study in Oklahoma (USA). Hydrol Earth Syst Sci 15: 2631–2647
Metadaten
Titel
Evaluating the Performance of Merged Multi-Satellite Precipitation Products Over a Complex Terrain
verfasst von
Saeed Golian
Saber Moazami
Pierre-Emmanuel Kirstetter
Yang Hong
Publikationsdatum
01.10.2015
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 13/2015
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-015-1096-6

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