An improved mixed layer model, based on second-moment closure of turbu
lence and suitable for application to oceanic and atmospheric mixed la
yers, is described. The model is tested against observational data fro
m different locations in the global oceans, including high latitudes a
nd tropics. The model belongs to the Mellor-Yamada hierarchy but incor
porates recent findings from research on large eddy simulations and se
cond-moment closure. The modified expansion of Galperin, Kantha, Hassi
d and Rosati (1988) that leads to a much simpler and more robust quasi
-equilibrium turbulence model is employed instead of the original Mell
or and Yamada (1974) model. Findings from ongoing research at the Nati
onal Center for Atmospheric Research on large eddy simulations of the
atmospheric boundary layer are utilized to improve parameterizations o
f pressure covariance terms in the second-moment closure. Shortwave so
lar radiation penetration is given careful treatment in the model so t
hat the model is applicable to investigations of biological and photoc
hemical processes in the upper ocean. But by far the major improvement
is in the inclusion of the shear instability-induced mixing in the st
rongly stratified region below the oceanic mixed layer that leads to a
more realistic and reliable mixed layer model that is suitable for ap
plication to a variety of geophysical mixed layers and circulation pro
blems. The model appears to predict the mixing in the upper ocean well
on a variety of time scales, from event scale storm-induced deepening
and diurnal scale variability to seasonal time scales. With proper at
tention to the heat and salt balances in the upper ocean, it should be
possible to use it for simulations of interannual variability as well
. While the model validation has been primarily against oceanic mixed
layer data sets, it is believed that the improvements can be readily i
ncorporated into a model of the atmospheric boundary layer as well.