High‐resolution satellite‐gauge merged precipitation climatologies of the Tropical Andes. Issue 3 (9th February 2016)
- Record Type:
- Journal Article
- Title:
- High‐resolution satellite‐gauge merged precipitation climatologies of the Tropical Andes. Issue 3 (9th February 2016)
- Main Title:
- High‐resolution satellite‐gauge merged precipitation climatologies of the Tropical Andes
- Authors:
- Manz, Bastian
Buytaert, Wouter
Zulkafli, Zed
Lavado, Waldo
Willems, Bram
Robles, Luis Alberto
Rodríguez‐Sánchez, Juan‐Pablo - Abstract:
- Abstract: Satellite precipitation products are becoming increasingly useful to complement rain gauge networks in regions where these are too sparse to capture spatial precipitation patterns, such as in the Tropical Andes. The Tropical Rainfall Measuring Mission (TRMM) Precipitation Radar (TPR) was active for 17 years (1998–2014) and has generated one of the longest single‐sensor, high‐resolution, and high‐accuracy rainfall records. In this study, high‐resolution (5 km) gridded mean monthly climatological precipitation is derived from the raw orbital TPR data (TRMM 2A25) and merged with 723 rain gauges using multiple satellite‐gauge (S‐G) merging approaches. The resulting precipitation products are evaluated by cross validation and catchment water balances (runoff ratios) for 50 catchments across the Tropical Andes. Results show that the TPR captures major synoptic and seasonal precipitation patterns and also accurately defines orographic gradients but underestimates absolute monthly rainfall rates. The S‐G merged products presented in this study constitute an improved source of climatological rainfall data, outperforming the gridded TPR product as well as a rain gauge‐only product based on ordinary Kriging. Among the S‐G merging methods, performance of inverse distance interpolation of satellite‐gauge residuals was similar to that of geostatistical methods, which were more sensitive to gauge network density. High uncertainty and low performance of the merged precipitationAbstract: Satellite precipitation products are becoming increasingly useful to complement rain gauge networks in regions where these are too sparse to capture spatial precipitation patterns, such as in the Tropical Andes. The Tropical Rainfall Measuring Mission (TRMM) Precipitation Radar (TPR) was active for 17 years (1998–2014) and has generated one of the longest single‐sensor, high‐resolution, and high‐accuracy rainfall records. In this study, high‐resolution (5 km) gridded mean monthly climatological precipitation is derived from the raw orbital TPR data (TRMM 2A25) and merged with 723 rain gauges using multiple satellite‐gauge (S‐G) merging approaches. The resulting precipitation products are evaluated by cross validation and catchment water balances (runoff ratios) for 50 catchments across the Tropical Andes. Results show that the TPR captures major synoptic and seasonal precipitation patterns and also accurately defines orographic gradients but underestimates absolute monthly rainfall rates. The S‐G merged products presented in this study constitute an improved source of climatological rainfall data, outperforming the gridded TPR product as well as a rain gauge‐only product based on ordinary Kriging. Among the S‐G merging methods, performance of inverse distance interpolation of satellite‐gauge residuals was similar to that of geostatistical methods, which were more sensitive to gauge network density. High uncertainty and low performance of the merged precipitation products predominantly affected regions with low and intermittent precipitation regimes (e.g., Peruvian Pacific coast) and is likely linked to the low TPR sampling frequency. All S‐G merged products presented in this study are available in the public domain. Key Points: High‐resolution (5 km) monthly precipitation climatologies derived from TRMM Precipitation Radar Comparative evaluation of statistical and geostatistical satellite‐gauge rainfall merging methods Simple interpolation of TPR‐gauge residuals performs comparably to Kriging‐based merging methods … (more)
- Is Part Of:
- Journal of geophysical research. Volume 121:Issue 3(2016)
- Journal:
- Journal of geophysical research
- Issue:
- Volume 121:Issue 3(2016)
- Issue Display:
- Volume 121, Issue 3 (2016)
- Year:
- 2016
- Volume:
- 121
- Issue:
- 3
- Issue Sort Value:
- 2016-0121-0003-0000
- Page Start:
- 1190
- Page End:
- 1207
- Publication Date:
- 2016-02-09
- Subjects:
- precipitation climatology -- Tropical Andes -- satellite‐gauge merging -- TRMM
Atmospheric physics -- Periodicals
Geophysics -- Periodicals
551.5 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)2169-8996 ↗
http://www.agu.org/journals/jd/ ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/2015JD023788 ↗
- Languages:
- English
- ISSNs:
- 2169-897X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4995.001000
British Library DSC - BLDSS-3PM
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