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We find extensive and significant positive mean wind speed biases of 1.0 m/s in the northern hemisphere (NH) trade and southern hemisphere storm track regions. These biases are largely due to non-linear contributions to surface drag by gusty winds that are seen in all observations but neglected (as sub-gridscale) in the GCM. Seasonally-persistent negative shape and mean wind speed biases were found along the ITCZ. Weibull shape parameter biases as large as 4.0 were reported within the NH and southern Indian Ocean trades.
The observed spatial and temporal wind speed PDFs arise from sources of variability including mechanical shear, buoyancy-induced turbulence, and convective downdrafts. We have parameterized these processes into a new GCM representation of sub-gridscale wind variability. Sensitivity tests show that representing the sub-gridscale wind PDFs reduce ocean surface wind biases (by about 1.0 m/s) and corresponding biases in air-sea exchange.
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