© 2015 The Korean Society of Rheology and Springer 105
Korea-Australia Rheology Journal, 27(2), 105-111 (May 2015)
DOI: 10.1007/s13367-015-0011-2
www.springer.com/13367
pISSN 1226-119X eISSN 2093-7660
An implicit rheological model for numerical simulation of generalized Newtonian fluids
Mohsen Lashkarbolok
1
*
, Shukoofeh Izadi
2
, Hadi Alemi
2
and Sita Drost
3
1
Department of Engineering, Golestan University, Golestan, Iran
2
Islamic Azad University of Azadshahr, Azadshahr, Iran
3
Department of Process and Energy, Delft University of Technology, 2628 CD Delft, Netherlands
(Received October 6, 2014; final revision received March 26, 2015; accepted March 27, 2015)
Fitting an explicit curve over some discrete data extracted from a rheometer is the usual way of writing a
rheological model for generalized Newtonian fluids. These explicit models may not match totally with the
extracted data and may ignore some features of the rheological behavior of the fluids. In this paper, a cubic-
spline curve fitting is used to fit a smooth curve from discrete rheological data. Spline interpolation avoids
the problem of Runge's phenomenon, which occurs in interpolating using high degree polynomials. The for-
mulation for applying presented rheological model is described in the context of least squares meshfree
technique. One problem is solved to show validity of the scheme: a fluid with rather complex rheology
model is considered and solved by both conventional explicit and proposed implicit models to show the
advantages of the presented method.
Keywords: cubic spline, collocated discrete least squares, meshless method, radial point interpolation
1. Introduction
The relation between the rate of the strain and apparent
viscosity shows the basic characteristic of the deformation
behavior of a generalized Newtonian fluid. There are
some well known models which are used to describe the
mentioned relation explicitly. In the power-law model
(Blair et al., 1939), the apparent viscosity varies as a
power of strain rate. This model can be used to simulate
both shear thinning and shear thickening behavior of a
fluid by tuning its parameter. When there are significant
deviations from the power-law model at very high and
very low shear rates, it is necessary to use a model which
takes account of the limiting values of viscosities. Based
on the molecular network considerations, Carreau (1972)
presented a rheology model which limits the value of the
apparent viscosity at extreme values of shear rate (or rate
of strain). Cross (1965) presented a four-parameter model,
which also considers limiting values for the viscosity at
low and high values of the shear rates. The Bingham plas-
tic model (Bingham, 1916) is the simplest equation, which
describes the flow of a fluid with a yield stress. Herschel–
Bulkley model by Herschel and Bulkley (1926) uses a
three constant explicit equation to describe the nonlinear-
ity of a fluid with plastic behavior. Casson model was
used by Blair (1959) to describe the rheological behavior
of many fluids in food industry, blood and biological flu-
ids. Comprehensive reviews on rheological models were
presented by Bird (1987) and Macosko (1994).
All of the mentioned models use an explicit formulation
with some adjustable parameters to fit an appropriate
curve over some scattered given data. In this paper, an
implicit cubic-spline method is used to fit a curve over the
shear rate-apparent viscosity data. Spline interpolation
avoids the problem of Runge's phenomenon. The problem
of oscillatory results of interpolation with polynomials of
high degree, near the ends of an interval, calls Runge's
phenomenon.
In the present study, this implicit model is linked to the
governing equations to be used in the calculation of the
viscosity and its derivatives at any point in the domain of
a problem. A least squares based meshfree method named
collocated discrete least squares (CDLS) is used in the
numerical solution of the problems. The method presented
by Afshar and Lashkarbolok (2008) is integral free, simple
in formulation, and flexible in domain discretization.
Here, the governing equations are considered to be solved
implicitly. It means that the evolution of the pressure,
velocity and stresses are computed simultaneously at each
time step. To connect the pressure to the continuity equa-
tion, conventional artificial compressibility technique is
used. The presented rheology model is limited to isother-
mal problems but with some modifications, it can consider
the temperature effect on the viscosity. In this case, two
dimensional version of cubic spline may be used to obtain
required viscosity at given shear rate and temperature at
any point in the domain of the problem. In addition,
energy equation must be added to the governing equations
to find the temperature distribution at any point in the
fluid. In this paper, we focus on the isothermal problems.
Although the problems are assumed to be steady state,
the governing equations are solved in time to the point
that a steady-state solution is obtained. To validate the
proposed method, a benchmark problem of cavity flow
*Corresponding author; E-mail: mlbolok@iust.ac.ir