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Generation of high resolution rainfields in West Africa: evaluation of dynamical interpolation methods
- Source :
- Journal of Hydrometeorology, Journal of Hydrometeorology, American Meteorological Society, 2011, ⟨10.1175/JHM-D-10-05015.1⟩, Journal of Hydrometeorology, 2011, ⟨10.1175/JHM-D-10-05015.1⟩
- Publication Year :
- 2011
- Publisher :
- HAL CCSD, 2011.
-
Abstract
- High-resolution rain fields are a prerequisite to many hydrometeorological studies. For some applications, the required resolution may be as fine as 1 km in space and 5 min in time. At these scales, rainfall is strongly intermittent, variable in space, and correlated in time because of the propagation of the rainy systems. This paper compares two interpolation approaches to generate high-resolution rain fields from rain gauge measurements: (i) a classic interpolation technique that consists in interpolating independently the rain intensities at each time step (Eulerian kriging) and (ii) a simple dynamic interpolation technique that incorporates the propagation of the rainy systems (Lagrangian kriging). For this latter approach, three propagation models are tested. The different interpolation techniques are evaluated over three climatically contrasted areas in West Africa where a multiyear 5-min rainfall dataset has been collected during the African Monsoon Multidisciplinary Analyses (AMMA) campaigns. The dynamic interpolation technique is shown to perform better than the classic approach for a majority of the rainy events. The performances of the three propagation models differ from one another, depending on the evaluation criteria used. One of them provides a satisfactory time of arrival of rainfall but slightly smooths the rain intensities. The two others reproduce well the rain intensities, but the time of arrival of the rain is sometimes delayed. The choice of an appropriate propagation algorithm will thus depend on the operational objectives underlying the rain field generation.
- Subjects :
- Atmospheric Science
010504 meteorology & atmospheric sciences
Meteorology
0207 environmental engineering
02 engineering and technology
01 natural sciences
symbols.namesake
Time of arrival
Kriging
West Africa
Hydrometeorology
[SDU.STU.GM]Sciences of the Universe [physics]/Earth Sciences/Geomorphology
Water cycle
020701 environmental engineering
0105 earth and related environmental sciences
Rain gauge
Eulerian path
6. Clean water
Interpolation
Variable (computer science)
tropical Rainfall
symbols
Environmental science
High resolution rainfields
AMMA
Subjects
Details
- Language :
- English
- ISSN :
- 1525755X and 15257541
- Database :
- OpenAIRE
- Journal :
- Journal of Hydrometeorology, Journal of Hydrometeorology, American Meteorological Society, 2011, ⟨10.1175/JHM-D-10-05015.1⟩, Journal of Hydrometeorology, 2011, ⟨10.1175/JHM-D-10-05015.1⟩
- Accession number :
- edsair.doi.dedup.....f2e5a4d37d2b51425cacbac0f1e23bf2