Turbulence Modeling
Time-averaging approach: need to solve the closure problem for the Reynolds stresses, such as $-\rho \overline{u'v'}$, etc
ReynoldsStableUnstableTurbulence

In the Reynolds averaging method, the time interval $\Delta t$ for averaging any variable must satisfy certain requirements. Relative to the random fluctuation period of turbulence, $\Delta t$ must be sufficiently large; relative to the slow variation of the mean flow field, $\Delta t$ must be sufficiently small (see the definition of continuum)

Different methods for Reynolds stress closure
Large eddy simulations (LES) — explicitly solve for the large eddies in a calculation and implicitly account for the small eddies by using a subgrid-scale model (SGS model)
Direct numerical simulations (DNS) — directly solve the transient 3D Navier-Stokes equations with very fine grids and time steps

1National Tsing Hua University OpenCourseWare(NTHU, OCW). Fluid Mechanics. WONG, SHWIN-CHUNG. Chapter 8: Viscous Flow in Pipes.