CFD Pipe
CFD Pipe
Abstract−An Eulerian multiphase approach based on kinetic theory of granular flow was used to simulate flow of
coal-water slurries (CWS) in horizontal pipelines. The RNG k-ε turbulent model was incorporated in the governing
equation to model turbulent two-phase flow with strong particle-particle interactions. In this model, the coal particles
with bimodal distribution were considered as two solid-phase components, and the moment exchange between solid
and liquid as well as that between solid and solid were accounted for. The model was firstly validated with pressure
gradient and concentration profile data from the open literature, and then validated with pressure gradient data of the
authors’ experiments. The effects of influx velocity, total influx concentration and grain composition were numeri-
cally investigated, and the results have displayed some important slurry flow characteristics, such as constituent particle
concentration distribution and velocity distribution as well as pressure gradients, which are very difficult to display in
the experiments. The results suggest that both gravity difference between large and small particles and strong particle-
particle interaction had significant effects on concentration distribution as well as velocity distribution.
Key words: Coal-water Slurry, High Concentration, Multi-fluid Model, Kinetic Theory of Granular Flow
and solid were taken into account. The model was validated with
pressure drop data from our experiments as well as pressure gradi- Where eij is restitution coefficient between ith and jth solid phase. dsi
ent and concentration profile data from the open literature. The ef- and dsj are the diameter of particles of ith and jth solid phase, respec-
fects of influx velocity, total influx concentration and grain compo- tively. Cfr, ij is the friction coefficient taken as 0.15 in the present work.
sition on constituent particles concentration and velocity distribu- 3. Constitutive Equation of Solid Phase
tion were investigated. The constitutive equations of solid phases are based on kinetic
theory for granular flow. Analogous to thermodynamic temperature
MATHEMATICAL MODELS in a gas, granular temperature for solid phase can be defined as [20]:
1. Governing Equations 1
Θs = --- 〈 c2〉 (7)
In Eulerian multiphase approaches, the macroscopic balance equa- 3
tions of mass, momentum conservation are solved for each phase.
hereis 〈 c2〉 the mean square of fluctuation velocity of particles, c=
The continuity and momentum equations for liquid and solid phase
us− 〈 us〉.
can be written as:
The transport equation for granular temperature based on con-
∂ servation of particles fluctuating energy is given by [21]:
---- (αfρf) + ∇ ⋅ (αfρfuf ) = 0 (1a)
∂t
3 ∂
--- ----( ρsiαsiΘsi) + ∇ ⋅ (ρsiαsiusiΘsi) = (− Psi I + τsi ): ∇usi
∂ 2 ∂t
---- (αsiρsi ) + ∇ ⋅ (αsiρsi usi ) = 0 (1b)
∂t
+ ∇ ⋅ (KΘsi∇Θsi ) − γΘsi + φfsi + Dfsi (8)
∂
---- (αfρf uf) + ∇ ⋅ (αf ρfufuf ) = − αf∇P + ∇ ⋅ τf
∂t The first term on the right-hand side of this equation represents
2
rates of production of pseudo-thermal energy by shear; the second
+ ∑ βfi (usi − uf ) + αfρf g (2a)
i=1
represents diffusive transport of pseudo-thermal energy. γΘ si repre-
sents dissipation of pseudo-thermal energy through inelastic colli-
∂-
--- (αsiρsi usi) + ∇ ⋅ (αsiρsiusiusi) = − αsi∇P − ∇Psi + ∇ ⋅ τsi sions, φfsi denotes exchange of fluctuating energy between fluid and
∂t
ith component of solid phase, Dfsi is granular energy dissipation rate,
+ βfi(uf − usi ) + βji (usj − usi ) + αsi ρsig (2b)
2
KΘ si is granular conductivity. They are defined as [18]:
∑ αsi + αf =1 (3)
150 ρsi dsi Θsiπ 2
i=1
- 1+ 6
KΘsi = --------------------------------- --- αsig0, ii(1+ eii )
384(1+ eii)g0, ii 5
where αf, ρf and uf are volume fraction, density and velocity of liquid
phase, respectively; αsi, ρsi and usi are volume fraction, density and Θ
+ 2α2siρsidsig0, ii (1+ eii) -----si- (9)
velocity of ith component of solid phase, respectively; ∇P and ∇Psi π
are pressure shared by all phase and collisional solid stress that re-
4
present additional stress in solid phase due to particle collisions. βfi γΘsi = 3(1− e2ii)g0, iiρsiα2siΘsi⎛⎝ ----- Θsi /π − ∇usi⎞⎠ (10)
dsi
and βji are moment exchange coefficients of liquid-solid and solid-
solid flow; ∇·τf and ∇·τsi are viscous stress tensors of liquid and φfsi=− 3βfiΘsi (11)
solid phase. For liquid phase:
dsiρsi ⎛ 18µf ⎞ 2
Dsi = ---------------- uf − usi
2
2 - ----------
2 - (12)
τf = αf µf, eff[ ∇uf + (∇uf ) ] − --- αf µf, eff(∇ ⋅ uf)I 4 πΘ ⎝ dsiρsi⎠
T
(4)
3 si
where µf, eff =µf +µt, f ; µf and µt, f are liquid molecular viscosity and Psi is given by [22]:
Korean J. Chem. Eng.(Vol. 26, No. 4)
1146 L. Chen et al.
2
d3
Psi = ρsi αsiΘsi + ∑ 2 ----3ji-( 1+ eij)ρsi Θsi g0, ijαsiαsj (13)
j=1 dsi
where g0, ii and g0, ij are radial distribution functions and the follow-
ing expressions are adopted [23]:
1/3 1
⎛2 ⎞ 2
α
g0, ii = 1− ⎜ ∑ αsi /αs, max⎟ + 0.5dsi∑ -----sk- (14)
⎝ i=1 ⎠ k=1 d sk
dsig0, ii + dsjg0, jj
g0, ij = ------------------------------
- (15)
dsi + dsj
Table 1. Parameters of test slurries and operating conditions residual was set at 10−3. A computational domain L≥200D was used
Mean Test pipe to ensure fully developed flow results could be obtained for all pipes.
Solid density Total influx Slurry Owing to symmetry, it would be possible to model only a half of
particle diameter
/(g/cm )
3
concentration/% temperature the pipe. Tests were done to study the effects of mesh size on sim-
size/µm /mm
ulation results, and the investigations revealed that 8×16×800 cells
30.0 32 20
showed mesh-independent results. The values of restitution coeffi-
41.7 25, 32, 40, 50 20
1.465 134.5 cient and packing limit of solid particles have significant effects on
49.5 25, 32, 40, 50 20, 52 simulation results and must be selected with great care. In our in-
53.8 32 20, 52 vestigations, all coefficients of restitution among particles and between
particle and solid boundary were set at 0.7-0.95. The packing limits
for coarse and fine particles were all estimated as 0.65.
Fig. 4. Comparisons of numerical concentration profiles along vertical diameter with those of Kaushal’s experiments for slurries of the
mixture of 125 µm and 440 µm particle sizes at 40% total influx concentration (S-Simulation; M-Measurement).
ticles along vertical diameters vary considerably due to gravitational concentrations and constituent particle concentrations in the hori-
force at low influx velocity and they show a similar distribution with zontal diameter remain uniform irrespective of influx velocity and
those of total volume concentration. However, 65 µm particles are total influx concentration. This conclusion is consistent with the
distributed more uniformly at all heights expect for in the low part experimental results from literature [16].
of pipelines. This distribution pattern is similar to those of dense 4. Velocity Profile
slurries with double species having different particle size or density The addition of solid particles to turbulent liquid flow will mod-
showed by experiments [16] as well as by CFD simulation [25]. ify velocity distribution of the flow. Fig. 9(a)-(d) depict the calcu-
The volume ratio of coarse to fine particles in low parts of pipelines lated dimensionless axial velocity profiles along the vertical diameters
shows significant deviation from influx value at low influx velocity. in fully developed region for slurries at different influx velocities.
The more coarse particles accumulate in the low part of the pipe- Here the dimensionless velocities are calculated in terms of ratio of
line, the more fine particles are piled out of the same region. This mean velocity of the mixture to influx velocity, um/V. From Fig. 9(a)-
suggests that the solid distribution is not only affected by gravita- (b), one can observe that the axial velocity profiles are obviously
tional effects but also by strong particle-particle interactions between asymmetric along the vertical diameter in flow of 30% slurries and
fine and coarse particles. With increase of influx velocity and total 41.7% slurries when influx velocity is lower than 0.5 m/s. The veloc-
influx concentration, inhomogeneity of the constituent particle con- ity profiles in lower part of the pipe centerline would be lower than
centration profile is gradually reduced. When total influx concentra- those in the upper part. This is expected because the solid concen-
tion is beyond 50%, the flow almost becomes homogeneous regime trations in the lower part of the pipelines are much higher than those
with constituent particles being distributed uniformly at all influx in the upper part based on the effects of gravity, and more dissipated
velocities investigated. energy will be consumed to drive particles for water in the lower
As expected, the calculated results suggest that the total volume part, which results in a lower velocity in this area. With increase of
Korean J. Chem. Eng.(Vol. 26, No. 4)
1152 L. Chen et al.
influx velocity, the degree of asymmetry of the velocity profile de- variance of total volume concentration and constituent particle con-
creases. For slurries with single solid phase, the degree of asym- centration. The axial velocity distribution along the vertical diame-
metry of axis velocity along the vertical diameter is a measurement ter is much different from that along the horizontal one, though the
of the uniformity of solid particle concentration distribution in the asymmetry of velocity profile along the vertical diameter is reduced
vertical plane [5]. However, for slurries with solid phase having bi- by the difference in local volume ratio of coarse to fine particles
modal distribution, the asymmetry of the axis velocity along the between the lower and upper parts of pipelines. The velocity and
vertical diameter is also affected by the local volume ratio of coarse its gradient along the horizontal diameter are much higher than those
to fine particles. From Fig. 8(a)-(b) and Fig. 9(a)-(b), it is clear that along the vertical diameter in a short region near the pipe wall, while
there are fairly high gradients of total volume concentration in the in the region near the centerline, the velocity along the horizontal
lower and upper parts of pipelines for 30% and 41.7% slurries at diameter is higher and distributed more uniformly. This makes the
influx velocities of 1.0 m/s and 0.5 m/s, respectively. However, the constant velocity contour curve in vertical plane become oblate, as
velocity profiles along vertical diameters become almost symmetric. shown by Fig. 7(d). For slurries with single solid phase, the velocity
This is mainly due to the fact that the difference in volume ratio of profiles along the vertical and horizontal diameters are symmetric
coarse to fine particles between the lower and upper parts of pipe- and exactly the same in a homogeneous flow regime. Discrepan-
lines reduces the asymmetry of the velocity profile along the verti- cies between the two profiles would appear for nonuniform distri-
cal diameter which arises from nonuniformity of the total volume bution of volume concentration in slurry flow. However, for our
concentration distribution in slurries. For 49.5% slurries and 53.8% slurries with solid phase having bimodal distribution, the discrep-
slurries, the velocity profiles along vertical diameters are symmetric ancies between the two profiles are the synthesis results of nonuni-
even at the lowest influx velocity studied. form distribution of total volume concentration and the differences
For comparison, the velocity profile of single phase turbulent in local volume ratio of coarse to fine particles between the lower
flow is also given by one-seventh power law u/V=60/49(1−(r/R))1/7 and upper parts of pipelines.
in Fig. 9(a)-(d). Single phase turbulent flow is characterized for its 5. Effects of Grain Composition
high velocity gradient very near the pipe wall and an approximately It is very difficult to investigate the effects of grain composition
uniform flow velocity across the rest of the pipe. The velocity pro- on flow behaviors of CWSs by experiments on our pilot scale trans-
files of 30% slurries in fully developed suspended flow show less port apparatus, but it is easy to obtain them in numerical investiga-
velocity gradient near the pipe wall and more velocity gradient in tion. Numerical investigations of effects of grain composition were
the region near the centerline than single phase turbulent flow. As carried out by comparing numerical results of our double-solid-phase
the solid concentration is increased, the velocity and its gradients in- method with those of single-solid-phase method in the same frame-
crease more near the centerline as a result of further reduced turbu- work of Eulerian multiphase approach. In the single-solid-phase
lence intensity. As mentioned above, the flow of 53.8% slurries be- method, the coal particles with bimodal distribution are considered
comes under control of the solid motion, and the velocity gradient as single solid phase, which has the same mean particle diameter
disappears in the region near the centerline. as solid phases in our double-solid-phase methods. Fig. 11 shows
Fig. 10 shows the comparison of axial velocity distribution along the comparison of experimental pressure gradients with numerical
vertical diameter with that along horizontal diameter for 49.5% coal- results obtained by single/double-solid-phase methods for 41.7%
water slurry at influx velocity of 0.5 m/s. Clearly, the axial velocity slurries. The numerical pressure gradients by double-solid-phase
profile along the horizontal diameter is symmetric as a result of in- methods are in good agreement with the experimental data. How-
Fig. 10. Comparison of axial velocity distribution along vertical Fig. 11. Comparison of experimental pressure gradients with nu-
diameter with that along horizontal diameter (Ct=49.5%, merical results obtained by single/double-solid-phase meth-
V=0.5 m/s, T=20 oC, D=32 mm). ods (Ct =41.7%, T=20 oC, D=32 mm).
July, 2009
CFD simulation of coal-water slurry flowing in horizontal pipelines 1153
ACKNOWLEDGMENT
CD : drag coefficient
ever, the single-solid-phase method overestimates the values of pres- Ct : total volume concentration [%]
sure drops, especially at high velocity. This suggests that fluidity of D : test pipe diameter [mm]
slurries filled with both fine and coarse particles is enhanced by fine Dfsi : granular energy dissipation rate [kg/s3m]
particles filling up the interspaces formed by coarse particles. Fig. 12 d : particle diameter [m]
presents numerical (total) volume concentration profiles along the e : restitution coefficient
vertical diameters obtained by single/double-solid-phase methods g : acceleration gravity [m/s2]
for 41.7% slurries. Obviously, the solid phases of slurries filled with g0 : radial distribution function
fine and coarse coal particles are distributed more uniformly than I : unit tensor
those of slurries filled with single solid phase at all influx velocities, KΘ si : granular conductivity
especially on the top of pipelines. It is concluded that the arrange- k : turbulence kinetic energy [m2/s2]
ment of particles in the mixture is improved with the fine particles L : length of pipe [mm]
filling the void spaces between the coarse particles, and the stability P : pressure [kg/m·s2]
of slurries is enhanced by the strong particle-particle interactions R : test pipe radius [mm]
between fine and coarse particles. This also well explains why lower r : radius [m]
energies are consumed in flow of slurries with solid phase having T : slurry temperature [oC]
bimodal distribution. u : velocity vector
u : velocity [m/s]
CONCLUSION V : influx velocity [m/s]
The Eulerian multiphase approach with kinetic theory of granu- Greek Letters
lar flow was applied to predict flow behaviors of coal-water slurries α : volume fraction
in horizontal pipelines. The numerical investigations have displayed β : inter-phase drag coefficient [kg/m3 ·s]
some important slurry flow characteristics, such as constituent par- λ : bulk viscosity [kg/m·s−1]
ticles concentration and velocity distribution as well as pressure gradi- µ : viscosity [kg/m·s−1]
ents. Based on our experimental and numerical investigations, the µt, f : turbulence viscosity of liquid [kg/m·s2]
following conclusions can be made: ρ : density [g/cm3]
(1) The model proposed here captures the main features of solid- ε : dissipation rate of k [m2/s3]
liquid flow of super dense coal-water slurries in horizontal pipe- ϕ : specularity coefficient
lines over a wide range of operating conditions. Numerical predic- τ : viscous stress tensor [kg/m·s−2]
tions for the pressure gradients are in good agreement with the ex- γΘ si : collision dissipation of energy [kg/s3m]
perimental data when total influx concentrations are not more than Θs : granular temperature [m2/s2]
50%. φfsi : transfer rate of kinetic energy [kg/s3m]
(2) The total and constituent particle volume concentration pro-
files along the vertical diameter are affected not only by gravitational Subscripts
force but also by strong particle-particle interactions between fine f : fluid
and coarse particles. The concentration of coarse particles along ij : between ith and jth solid phase
Korean J. Chem. Eng.(Vol. 26, No. 4)
1154 L. Chen et al.
July, 2009