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Erschienen in: Earth Science Informatics 1/2017

26.10.2016 | Software Article

CondMerg: an open source implementation in R language of conditional merging for weather radars and rain gauges observations

verfasst von: D. Guenzi, S. Fratianni, R. Boraso, R. Cremonini

Erschienen in: Earth Science Informatics | Ausgabe 1/2017

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Abstract

Monitoring of extreme events requires accurate measurement of rainfall intensities and merging weather radar data with ground information is a very common technique used to obtain the required precision. In order to do this, several methods exist but very few open source implementations are available. CondMerg is the first open source software developed in R language implementing the conditional merging method and some other experimental variants based on it. It is a cross-platform software, easily adaptable to different needs, optimized for batch processing of multiple events but also usable in near real time applications. For its execution it requires two inputs: a CSV file with rain gauges measurements and a geo-referred TIF file with weather radar quantitative precipitation estimations; main outputs are TIF files with merged observations although the code also returns information about cross-validation, with scatter plots and indexes. All TIF files are ready to be managed by common GIS software for easy visualization and analysis. Use of the program is very simple: execution can be interactive or non-interactive and, in both cases, it just requires to set some parameters at the beginning of the program and run it. The code has been tested on different extreme rain events occurred in the Piedmont region (northwestern Italy) showing improved accuracy of reconstructed rainfall fields.

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Literatur
Zurück zum Zitat Acquaotta F, Fratianni S, Venema V (2016) Assessment of parallel precipitation measurements networks in Piedmont, Italy. Int J Climatology. doi:10.1002/joc.4606 Acquaotta F, Fratianni S, Venema V (2016) Assessment of parallel precipitation measurements networks in Piedmont, Italy. Int J Climatology. doi:10.​1002/​joc.​4606
Zurück zum Zitat Arlot S, Celisse A (2010) A survey of cross-validation procedures for model selection. Statistics surveys 4:40–79CrossRef Arlot S, Celisse A (2010) A survey of cross-validation procedures for model selection. Statistics surveys 4:40–79CrossRef
Zurück zum Zitat Borup M, Grum M, Linde JJ, Mikkelsen PS (2015) Dynamic gauge adjustment of high-resolution X-band radar data for convective rain storms: model-based evaluation against measured combined sewer overflow. Journal of Hydrology (in review):687–699. doi:10.1016/j.jhydrol.2016.05.002 Borup M, Grum M, Linde JJ, Mikkelsen PS (2015) Dynamic gauge adjustment of high-resolution X-band radar data for convective rain storms: model-based evaluation against measured combined sewer overflow. Journal of Hydrology (in review):687–699. doi:10.​1016/​j.​jhydrol.​2016.​05.​002
Zurück zum Zitat Cremonini R, Bechini R (2003) Rainfall estimation in north-western Italy, using two polarimetric C-band radars and a dense real-time gauge network. 3rd GPM Workshop, Noordwijk Cremonini R, Bechini R (2003) Rainfall estimation in north-western Italy, using two polarimetric C-band radars and a dense real-time gauge network. 3rd GPM Workshop, Noordwijk
Zurück zum Zitat Cremonini R, Tiranti D, Barbero S (2014) The urban flooding early warning system of the greater Turin (North-Western Italy) based on weather-radar observations. Engineering geology for society and territory 5:837–842 Cremonini R, Tiranti D, Barbero S (2014) The urban flooding early warning system of the greater Turin (North-Western Italy) based on weather-radar observations. Engineering geology for society and territory 5:837–842
Zurück zum Zitat Delobbe L, Bastin G, Dierickx P, Goudenhoofdt E, Leclercq G, Moens L, Thunus M (2008) Evaluation of several radar-gauge merging techniques for operational use in the Walloon region of Belgium. Proceedings of the International Symposium on Weather Radar and Hydrology, Grenoble Delobbe L, Bastin G, Dierickx P, Goudenhoofdt E, Leclercq G, Moens L, Thunus M (2008) Evaluation of several radar-gauge merging techniques for operational use in the Walloon region of Belgium. Proceedings of the International Symposium on Weather Radar and Hydrology, Grenoble
Zurück zum Zitat Doviak RJ, Zrnic DS (1984) Doppler radar and weather observations. Academic Press, San Diego Doviak RJ, Zrnic DS (1984) Doppler radar and weather observations. Academic Press, San Diego
Zurück zum Zitat Ehret U (2002) Rainfall and flood nowcasting in small catchments using weather radar. PhD thesis, University of Stuttgart Ehret U (2002) Rainfall and flood nowcasting in small catchments using weather radar. PhD thesis, University of Stuttgart
Zurück zum Zitat Isaaks E, Srivastava R (1989) Applied geostatistics. Oxford University Press Isaaks E, Srivastava R (1989) Applied geostatistics. Oxford University Press
Zurück zum Zitat Jordan PW, Seed AW, Austin GL (2000) Sampling errors in radar estimates rainfall. J Geophys Res 105:2247–2257CrossRef Jordan PW, Seed AW, Austin GL (2000) Sampling errors in radar estimates rainfall. J Geophys Res 105:2247–2257CrossRef
Zurück zum Zitat Journel AG, Huijbregts CJ (1978) Mining geostatistics. The Blackburn Press, New York Journel AG, Huijbregts CJ (1978) Mining geostatistics. The Blackburn Press, New York
Zurück zum Zitat Krige D (1951) A statistical approach to some basic mine valuation problems on the Witwatersrand. J Chem Metall Min Soc S Afr 52:119–139 Krige D (1951) A statistical approach to some basic mine valuation problems on the Witwatersrand. J Chem Metall Min Soc S Afr 52:119–139
Zurück zum Zitat Legorgeu C, Pergaud J and Wobrock W (2012) A comparison of two techniques combining rain-gauge and radar measurements at high resolutions and its application to precipitation forecasts verification. 7th European Conference on Radar in Meteorology and Hydrology, Toulouse Legorgeu C, Pergaud J and Wobrock W (2012) A comparison of two techniques combining rain-gauge and radar measurements at high resolutions and its application to precipitation forecasts verification. 7th European Conference on Radar in Meteorology and Hydrology, Toulouse
Zurück zum Zitat Payam R, Lei T and Huan L (2009) Cross-validation. Encyclopedia of Database Systems, book B:532–538 doi:10.1007/978–0–387-39940-9_565 Payam R, Lei T and Huan L (2009) Cross-validation. Encyclopedia of Database Systems, book B:532–538 doi:10.1007/978–0–387-39940-9_565
Zurück zum Zitat Sen PK (1968) Estimate of the regression coefficient based on Kendall's tau. J Am Stat Assoc 63:1379–1389CrossRef Sen PK (1968) Estimate of the regression coefficient based on Kendall's tau. J Am Stat Assoc 63:1379–1389CrossRef
Zurück zum Zitat Sinclair S, Pegram G (2005) Combining radar and rain gauge rainfall estimates using conditional merging. Atmos Sci Lett 6:19–22CrossRef Sinclair S, Pegram G (2005) Combining radar and rain gauge rainfall estimates using conditional merging. Atmos Sci Lett 6:19–22CrossRef
Zurück zum Zitat Theil H (1950) A rank-invariant method of linear and polynomial regression analysis. Ind Math 12:85–91 Theil H (1950) A rank-invariant method of linear and polynomial regression analysis. Ind Math 12:85–91
Zurück zum Zitat Vignal B, Krajewski WF (2001) Large-sample evaluation of two methods to correct range-dependent error for WSR-88D rainfall estimates. J Hydrometeorol 2:490–504CrossRef Vignal B, Krajewski WF (2001) Large-sample evaluation of two methods to correct range-dependent error for WSR-88D rainfall estimates. J Hydrometeorol 2:490–504CrossRef
Zurück zum Zitat Zandonadi L, Acquaotta F, Fratianni S, Zavattini JA (2016) Changes in precipitation extremes in Brazil (Paraná River basin). Theor Appl Climatol 123:741–756CrossRef Zandonadi L, Acquaotta F, Fratianni S, Zavattini JA (2016) Changes in precipitation extremes in Brazil (Paraná River basin). Theor Appl Climatol 123:741–756CrossRef
Metadaten
Titel
CondMerg: an open source implementation in R language of conditional merging for weather radars and rain gauges observations
verfasst von
D. Guenzi
S. Fratianni
R. Boraso
R. Cremonini
Publikationsdatum
26.10.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
Earth Science Informatics / Ausgabe 1/2017
Print ISSN: 1865-0473
Elektronische ISSN: 1865-0481
DOI
https://doi.org/10.1007/s12145-016-0278-y

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