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The Influence of Superparameterization on the Simulation of the West African
Monsoon
Rachel Rose McCrary
The West African Monsoon (WAM) is a complicated system involving many
interactions between the atmosphere, ocean and land surface on a range of
temporal and spatial scales, from individual rain events to global atmospheric
dynamics. Coupled general circulation models (CGCMs), which are used to make
future climate change projections, have difficulty representing the annual cycle
of precipitation over West Africa. Many models place the summertime
precipitation maxima over the Gulf of Guinea rather than over the continent
(Cook and Vizy, 2006).
One reason why CGCMs have difficulty representing the monsoon is their inability
to represent key rain making weather systems, such as African easterly waves
(AEWs). AEWs are synoptic-scale disturbances have periods of approximately 3-5
days, wavelengths of 2000-6000 km, and move at about 7-9 m s-1. They are the
dominant mode of atmospheric variability over West Africa during the summer
(June - September; JJAS) and are important for organizing precipitation over
this region. Current theory suggests that AEWs are initiated by convective
heating in central and eastern Africa (Berry and Thorncroft 2005; Hsieh and Cook
2008) and propagate westward feeding off of the barotropic-baroclinic
instability associated with the African easterly jet (AEJ; Hall et al. 2006).
While there is a clear connection between AEWs and convection (Mekonnen et al.
2006: Kiladis et al. 2006), our understanding of specific interactions and
potential feedbacks for these waves is incomplete.
CGCMs which use traditional parameterization techniques to represent convection
are unable to capture the complex multi-scale interactions between AEWs and
convection. A simulation done with a CGCM with explicit convection the so
called "Superparameterized" CCSM or SP-CCSM (Stan et al. 2010) shows that the
inclusion of explicit (rather than parameterized) convection improves the
overall representation of the West African monsoon. Adding superparameterization
improves the position and intensity of the summer maximum in precipitation which
is shifted from over the Gulf of Guinea in the standard CCSM (not realistic),
to over the continent in SP-CCSM which is in keeping with the observations
(Figure 1). AEWs and their relationship with convection are also improved in
the SP-CCSM: In the standard model, little to no easterly wave activity occurs
over West Africa, and the relationship with convection is tenuous at best.
SP-CCSM on the other hand produces strong AEWs over the region that exhibit
similar horizontal and vertical structures to observations (Figure 2). AEWs in
SP-CCSM are strongly coupled to convection, more so than is supported by
observations. An examination of the energetics of the simulated AEWs suggests
that convection drives the generation and propagation the waves in SP-CCSM.
This study also suggests that in the superparametrized model, intraseasonal
precipitation variability over West Africa may be modulated by variations in
precipitation over the Indo-Pacific regions corresponding with the Madden Julian
Oscillation and the Indian summer monsoon. These results support observational
evidence of a link between the Indo-Pacific and West Africa. The SP-CCSM is
currently being used to investigate teleconnections between West African climate
and the Indo-Pacific.
References
- Berry, G., and C. D. Thorncroft, 2005: Case study of an intense African easterly wave. Mon. Wea. Rev., 133, 752–766.
- Cook, K. H., E. K. Vizy, 2006: Coupled Model Simulations of the West African Monsoon System: Twentieth- and Twenty-First-Century Simulations. J. Climate, 19, 3681–3703. doi: http://dx.doi.org/10.1175/JCLI3814.1
- Hsieh J-S, and K. H. Cook, 2008: On the instability of the African easterly jet and the generation of African waves: reversals of the potential vorticity gradient. J. Atmos. Sci. 65, 2130–2151.
- Kiladis G. N., C. D. Thorncroft, N. M. J. Hall, 2006: Three-dimensional structure and dynamics of African easterly waves. Part I: Observations. J. Atmos. Sci. 63, 2212–2230.
- Mekonnen, A., C. D. Thorncroft, and A. R. Aiyyer, 2006: Analysis of convection and its association with African easterly waves. J. Climate, 19, 5405–5421. doi: http://dx.doi.org/10.1175/JCLI3920.1
- Stan, C., M. Khairoutdinov, C. A. DeMott, V. Krishnamurthy, D. M. Straus, D. A. Randall, J. L. Kinter, J. L. III, 2010: An ocean-atmosphere climate simulation with an embedded cloud resolving model. Geophys. Res. Lett., 37, doi:10.1029/2009GL040822
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