Time-Temperature Superposition

The time-temperature superposition concept can be used to determine the temperature-dependent viscosity of polymeric liquids from a known viscosity at a reference temperature.

Time-Temperature Superposition (TTS) is an empirical tool describing the viscoelastic behavior of polymers in a broad range of frequencies by shifting the linear viscoelastic results gathered at several temperatures to a common reference temperature [168]. This method uses two temperature-dependent shift factors, one for stress (vertical shift factor) and one for time or frequency (horizontal shift factor), to generate a "master curve" exhibiting the behavior of the polymer for many decades of time (or frequency).

The concept of time-temperature superposition can be viewed as an equation that relates the property of a polymer at a reference temperature to that property at another temperature T :

Figure 1. EQUATION_DISPLAY
b T G ( T , ω a T ) = G ( T 0 , ω )
(731)

where:

  • G is the polymer modulus.
  • aT and bT are the horizontal and vertical shift factors respectively.
  • ω is the angular frequency.
  • T0 is the reference temperature.

On the other hand, polymer viscosity μ, which includes both stress and time, requires both horizontal and vertical temperature shifts according to:

μ(T)=aTbTμ(T0)

If the flow is non-isothermal, the temperature dependence of viscosity can be accounted for by using horizontal shift factor aT and vertical shift factor bT.

Horizontal Shift Factor

The horizontal shift factor a T is defined as:
Figure 2. EQUATION_DISPLAY
a T = μ T μ T 0
(732)
where μ T and μ T 0 are the viscosities at temperatures T and T 0 . When the simulation is isothermal or viscosity is constant, a T = 1 .
Arrhenius
Figure 3. EQUATION_DISPLAY
log(aT)=EaR(1T1T0)
(733)
where:
  • Ea is the activation energy.
  • R is the universal gas constant.
  • T0 is the reference temperature in K.
Nahme
Figure 4. EQUATION_DISPLAY
log(aT)=EaRT02(TT0)
(734)
Williams-Landel-Ferry (WLF)
Figure 5. EQUATION_DISPLAY
log ( a T ) = C 1 ( T T 0 ) C 2 + ( T T 0 )
(735)
where C 1 and C 2 are positive constants that depend on the material and the reference temperature. If the reference temperature is taken as the glass transition temperature T g then C 1 and C 2 are universal for a given material, and the temperature of the domain must be higher than the reference temperature. For any polymer, approximate values are C 1 15 ° C and C 2 50 ° C .

Vertical Shift Factor

The vertical shift factor bT can be calculated by the Rouse method:

Figure 6. EQUATION_DISPLAY
bT=T0T
(736)

where T and T 0 are the given temperature and a reference temperature, respectively. When the simulation is isothermal or viscosity is constant, b T = 1 .

Newtonian Liquids

For non-isothermal simulations, the shift factors modify the viscosity as follows:

Figure 7. EQUATION_DISPLAY
μ(T)=aTbTμref
(737)

where μref is the user-specified reference viscosity.

Generalized Newtonian Fluids

Power Law
The simplest model to describe a shear-rate dependent viscosity behavior is the power law.

The value of the power law exponent n determines the class of the fluid:

Figure 8. EQUATION_DISPLAY
μ ( γ ˙ , T ) = a T b T k ( a T γ ˙ ) n 1
(738)
  • n = 1 Newtonian fluid
  • n > 1 Shear-thickening (dilatant) fluid
  • n < 1 Shear-thinning (pseudo-plastic) fluid
Cross Fluid

The Cross Fluid is defined from [161] as:

Figure 9. EQUATION_DISPLAY
μ(γ˙,T)=aTbT(μ+μ0-μ1+(aTγ˙γ˙c)m)
(739)

where:

  • m is the Cross rate constant
  • μ0 is the zero-shear viscosity, the viscosity at the Newtonian plateau
  • μ is the infinite-shear viscosity
  • γc˙ is the critical shear strain-rate at which shear-thinning starts

Newtonian behavior is regained for m=0. As m increases towards unity, the degree of shear-thinning becomes stronger.

Carreau-Yasuda Fluid

The non-Newtonian Generalized Carreau-Yasuda Fluid for viscosity comes from [158] and [219]. It is defined as:

Figure 10. EQUATION_DISPLAY
μ(γ˙,T)=aTbT(μ+(μ0-μ)(1+(λaTγ˙)a)(n-1)/a)
(740)

where:

  • n power constant
  • λ relaxation time constant
  • a parameter to control shear-thinning. When a = 2 , the original Carreau model is regained.

Viscoplastic Fluids

Herschel-Bulkley

The Herschel-Bulkley model with time-temperature superposition is based on Eqn. (705).

Figure 11. EQUATION_DISPLAY
μ(γ˙,T)={aTbTμ0,ifγ˙<τ0μ0aTbTτ0+k[aT(γ˙-τ0μ0)]naTγ˙,ifγ˙>τ0μ0
(741)

Viscoelastic Fluids

For viscoelastic fluids, both the polymer viscosity μ0 and the relaxation time constant λ in Eqn. (711) to Eqn. (720) are functions of temperature, proportional to the temperature shift factors aT and bT:

Figure 12. EQUATION_DISPLAY
μ(T)=aTbTμ0
(742)
Figure 13. EQUATION_DISPLAY
λ(T)=aTλ
(743)
Figure 14. EQUATION_DISPLAY
G(T)=GbT
(744)