Projects per year
Abstract
On seasonal and inter-annual time scales, vertically integrated moisture divergence provides a useful measure of the tropical atmospheric hydrological cycle. It reflects the combined dynamical and thermodynamical effects, and is not subject to the limitations that afflict observations of evaporation minus precipitation. An empirical orthogonal function (EOF) analysis of the tropical Pacific moisture divergence fields calculated from the ERA-Interim reanalysis reveals the dominant effects of the El Niño-Southern Oscillation (ENSO) on inter-annual time scales. Two EOFs are necessary to capture the ENSO signature, and regression relationships between their Principal Components and indices of equatorial Pacific sea surface temperature (SST) demonstrate that the transition from strong La Niña through to extreme El Niño events is not a linear one. The largest deviation from linearity is for the strongest El Niños, and we interpret that this arises at least partly because the EOF analysis cannot easily separate different patterns of responses that are not orthogonal to each other. To overcome the orthogonality constraints, a self-organizing map (SOM) analysis of the same moisture divergence fields was performed. The SOM analysis captures the range of responses to ENSO, including the distinction between the moderate and strong El Niños identified by the EOF analysis. The work demonstrates the potential for the application of SOM to large scale climatic analysis, by virtue of its easier interpretation, relaxation of orthogonality constraints and its versatility for serving as an alternative classification method. Both the EOF and SOM analyses suggest a classification of “moderate” and “extreme” El Niños by their differences in the magnitudes of the hydrological cycle responses, spatial patterns and evolutionary paths. Classification from the moisture divergence point of view shows consistency with results based on other physical variables such as SST.
Original language | English |
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Pages (from-to) | 393-410 |
Number of pages | 18 |
Journal | Climate Dynamics |
Volume | 47 |
Issue number | 1 |
Early online date | 30 Sep 2015 |
DOIs | |
Publication status | Published - Jul 2016 |
Keywords
- El Niño Southern Oscillation
- Self-organizing map
- Hydrological cycle
Projects
- 2 Finished
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SAHEWS - Southern Africa's Hydro-Economy and Water Security (Belmont Forum CRA12)
Dorling, S., Krueger, T., Lankford, B. & Osborn, T.
Natural Environment Research Council
1/09/13 → 31/08/15
Project: Research
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Southern Africa's Hydro-Economy and Water Security (SASHEWS). {Linked to D00716}
Natural Environment Research Council
1/09/13 → 9/02/14
Project: Research