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3.3 Turbulence

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Turbulence represents an unstable flow condition that is naturally unsteady. Nevertheless, turbulent flows are commonly treated as steady because the velocity field can be well described with time‐averaged values, and similarly for other field variables such as temperature. That is, for any given location, a field variable can be decomposed into a time‐invariant average, plus a fluctuating component. The time and length scales associated with turbulent fluctuations are small compared with the important features of a glass process, but the effects of these fluctuating quantities are profound and must accounted for in simulation models.

There are many model formulations to account for turbulence, most having variations tuned for specific flow conditions. It is beyond the scope of this chapter to review even a few of them. The so‐called kε model is the most prolific, which is why its two equations are mentioned in Table 2. The source terms Sk and Sε are related to the rate of strain of the average flow.

(10)

and

(11)

where C1,ε and C2,ε are model constants, and S represents the modulus of the strain rate tensor determined from the time‐averaged velocity field. (The rate of strain tensor is defined as .) Sometimes, these sources are embellished with additional terms to account for effects such as buoyancy or compressibility.

The purpose of a turbulence model is to account for transport occurring through the turbulent eddies that are not explicitly resolved in the simulation. Such transport occurs through advection as represented by the second term on the left side of the generic transport Eq. (9), averaged over time for steady‐state problems. As mentioned above, these eddies are smaller than typical features of interest, but they are much larger than the molecular scale associated with diffusion through the first term on the right side of Eq. (9). The kε model accounts for turbulent transport by treating it as a diffusive phenomenon characterized by a “turbulent viscosity,” μt,

(12)

where Cμ is another model constant, which adds up to the Newtonian viscosity to yield an effective viscosity, μeff,

(13)

It is usually the case that μtμ and μeffμt. Likewise, similar substitutions are made for the diffusion coefficients of other transport equations.

Encyclopedia of Glass Science, Technology, History, and Culture

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