A critical comparison of explicit vs traditional algebraic stress mode
ls of turbulence is made in an effort to clear up the confusion that a
ppears to have been generated by the recently published literature on
the subject, in which disparate approaches are adopted. It is shown th
eoretically that the only way that general second-order closures can f
ormally lead to fully explicit algebraic stress models, in a global se
nse, is in the limit of equilibrium homogeneous turbulence. When these
fully explicit models are then applied to turbulent flows that are fa
r from equilibrium, a singularity can arise, which can be removed by a
systematic regularization, When solved explicitly either analytically
or numerically, the traditional, implicit algebraic stress models are
shown to have either multiple solutions or singularities, which tends
to explain why they have had problems in applications to complex flow
s, Thus, it is argued that traditional algebraic stress models are int
rinsically ill-behaved and should be abandoned in future applications
in favor of regularized, explicit algebraic stress models. It is furth
ermore argued that these should be based on the homogeneous equilibriu
m hypothesis, which allows for more general second-order closures to b
e used to obtain single-valued models.