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Defining and predicting the West African Monsoon Onset
Rory Fitzpatrick1, Doug Parker1, John Marsham1, Peter Knippertz2, Caroline Bain3 University of Leeds, United Kingdom Karlsruhe Institute of Technology, Germany UK Met Office, United Kingdom
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Motivation
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Definitions of onset length scale
Local onset – occurring at the grid-cell to country wide scale Regional onset – occurring over a large longitudinal range (typically 10W-10E). Data is zonally averaged across the region Semi-local (hybrid) onset
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The West African Monsoon
Figure 1 – Lafore et al. 2010 Figure 2 c and d – Sultan and Janicot 2003b
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Definitions Local Regional Le Barbé et al. 2002
Walter (1967) Kowel and Knabe (1972) Benoit (1977) Olaniran (1983) Sivakumar (1988) Omotosho et al. (2000) Le Barbé et al. (2002) Zeng and Lu (2002) Marteau et al. (2009) Vellinga et al. (2012) Yamada et al. (2012) Le Barbé et al. 2002 Sultan and Janicot 2003 Fontaine and Louvet 2006 Fontaine et al. 2008 Gazeaux et al. 2011 Vellinga et al. (2012) Nguyen et al. (2014) This list does not include locally determined or traditional methods. There may be many more!
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Datasets compared ERA-Interim 1998-2012 , 1.5°x1.5° resolution
GPCP , 1°x1° resolution TRMM 3B42 v , 0.25°x0.25° resolution TRMM 3B42 v , 0.25°x0.25° resolution
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Sultan and Janicot (2003) Regional Definition
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Sultan and Janicot 2003 (SJ)
TRMM v Sultan and Janicot 2003 (SJ) Onset occurs when zonally-averaged, time-smoothed precipitation (10W-10E) decreases at 5N (red line) simultaneous with increases at 10N (blue line) and 15N (green line)
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Such a date is not always evident
Good Example TRMM7 2002 Bad Example TRMM7 2010 Selection of an onset date is not always unambiguous if definition is taken verbatim. It is therefore useful to create an objective version of regional onset date SJ.
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Objective onset SJ_10 Objective onset of SJ: Can differ greatly
the first date for which precipitation at 5N is less than zonally averaged precipitation at 10N for 7 consecutive days (SJ_10) (blue vertical line) Can differ greatly from the subjective version (black line) and the point where precipitation at 5N falls below precipitation values at 15N (green line) TRMM v7 2010
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SJ_10 onset dates: Dataset comparison
Definition and Dataset Mean onset date Standard deviation Sultan and Janicot 2003 24 June 8 ERA Interim 26 June 13.9 GPCP 29 June 9.3 TRMM v6 28 June 9.9 TRMM v7 5 July 9.6 GloSea5 7.0 Should I add the coarse grained TRMM or maybe show the GloSea5 results here?
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Datasets can greatly disagree on onset dates
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Marteau et al. 2009 Local Definitions
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Marteau et al. 2009 (Mart) TRMM v6 1998-2010
Local onset is triggered on the first rainy day (>1mm) of two consecutive rainy days (total rain > 20mm) with no 7 day dry spell of total rain < 5mm occurring in the subsequent 20 days
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Inconsistency in onset across datasets
TRMM v GPCP Fix colorbars There are few locations across West Africa where TRMM v7 and GPCP local onset dates are correlated.
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Spatially sporadic correlation between SJ_10 and Mart
The regional onset date is only sporadically correlated with local onsets. Regional onset may only have limited use in predicting local onset.
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GLOSEA5 ONSET PREDICTABILITY
Brief results GLOSEA5 ONSET PREDICTABILITY
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Mean onset of GloSea5 captures general local onset pattern
TRMM v7 GloSea5
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But inter-annual variability is not well captured
TRMM 2002 GloSea5 2002
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TRMM 2003 GloSea5 2003 Although GloSea5 has a good representation of mean onset date, it does not capture inter-annual variability.
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Can GloSea5 correctly predict early or late local onsets?
Definition of prediction Observed onset Predicted onset Complete hit > 1 s.d. prior to mean Partial hit Between 0.5 and 1 s.d. prior to mean Partial miss > 1 s.d. prior to mean Between 0.5 s.d. prior and 0.5 s.d. after mean Complete miss > 0.5 s.d. after mean False hit < 1 s.d. prior to mean s.d. – standard deviation
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Not exceptionally. A similar pattern is found for late onsets.
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Conclusions There is a big difference between local and regional onsets of the West African Monsoon. Are different dynamics involved? Datasets agree on mean regional onset date, but do not show inter-annual correlation. Skilful prediction of regional onsets may have little practical use for local onset forecasts. GloSea5 can recreate the mean local onset date but does not capture inter-annual variability.
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Because everything can be described by The Simpsons
“Lisa, your word to spell is weather.” “Can you use that in a sentence please?” “Certainly. I don’t know whether the weather will be good today.”
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