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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1348
Numerical Analysis of Slurry Flow Characteristics through Horizontal
Pipeline using CFD
Shofique Uddin Ahmed1, Shuvam Mohanty2
1,2 M.Tech Student, Dept. Of Thermal Engineering, Amity University, Haryana, India
----------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - Over the decades conveying solid particles
through pipelines has been common practice for many
industries such as oil and gas, food industries,
pharmaceutical, solid handling, power generations etc. in
this present study slurry flow characteristics such as solid
concentration distribution, velocity distribution and
pressure drops for a 4 m long with pipe diameter 54.9 mm
has been analyzed. Particle size of 0.125 mm with specific
gravity 2.47 has been considered. Granular Eulerian two
phase model with dispersed particles and RNG K-epsilon
model have been adopted for the simulation. These models
are available in CFD software package FLUENT. Non
uniform hexagonal structured mesh has been chosen for
the computational domain and the mesh has been refined
near the boundary wall. Control volume Finite difference
method has been used to solve the governing equations
through the whole fluid domain. Simulations are conducted
at velocity 2 m/s and 5 m/s and efflux concentration 30%
and 40% by volume.
Key Words: 3D CFD modelling, Eulerian two phase
model, RNG K-epsilon model, concentration
distribution, velocity distribution, pressure drop,
slurry pipeline.
1. INTRODUCTION
Over the years solid-liquid slurry flow through pipelines
has been encountered in many fields such as industrial
engineering, thermal power plants, oil and gas industries.
Many thermal power plants use this method of hydraulic
transport of solid materials for disposing waste products.
In oil and gas industries crude oil is extracted from the
ground along with many solid particles. Horizontal and
vertical pipelines are used for conveying crude oil along
with these solid particles. Hydraulic transport of solid
materials has many advantages over conventional way of
transport such as less road traffics, low cost, less air
pollution etc. in slurry flow process solid particles are
mixed with fluid which form slurry and then it is
transported through the pipelines. In general slurry flow
regimes can be divided into homogeneous,
heterogeneous, moving bed and stationary bed. In
homogenous flow regime which consists of small solid
particles are kept suspended by the turbulence of the
carrier fluid. The heterogeneous flow regime that
composed of coarse solid particles, which tend to settle at
the bottom of the pipe. The moving bed regime occurs
when the solid particles are settled at the bottom of the
pipe and tend to move with the flowing fluid along the
pipe forming a bed. The flow rate is considerably slower
as the solid bed moves much slower than the flowing
fluid. Eventually the solid particles fill the pipe and no
further motion is possible and this regime transforms to a
stationary bed regime, which is analogous to the flow
through a porous medium. The following figures show
different types of flow regimes. Among all these flow
regimes the most occurring heterogeneous flow regime
because no flow regime can be perfectly homogenous.
To understand the whole slurry flow process it is
essential to have an accurate prediction of slurry flow
characteristics. The effect of solid particle concentrations,
velocity distributions and pressure drops along with
other flow parameters needs to be studied thoroughly.
Many empirical models have been developed over the
years to study the slurry flow regime governing
mechanisms. CFD (Computational Fluid Dynamics) is a
sophisticated computer based numerical analysis system.
CFD provides the platform for analyzing complex solid-
liquid slurry flow problems by developing and adopting a
suitable mathematical model. It helps the researcher
conducting a detailed numerical analysis of the flow
problem with greater ease and at low cost and also
provides extensive information about the local variation
of the flow parameters within the computational domain.
Researchers over the years have investigated
experimentally and numerically solid-liquid slurry flow
through both horizontal and vertical pipelines.
Researchers are aiming for developing a general model to
describe the characteristics of different flow parameters
such as concentration distributions, deposition velocity
distributions, pressure drop etc for a better
understanding of the slurry flow process. Initial studies in
this area includes the study of O’Brien (1933)[1] and
Rouse (1937) [2], they predicted concentration
distribution in a gravity based open channel slurry flow
containing very low solid volumetric concentration by
using diffusion model. Since then many researcher like
Shook and Daniel (1965)[3], Shook et al. (1968)[4],
Karabelas (1977)[5], Seshadri et al. (1982)[6], Roco and
Shook (1983)[8], Roco and Shook (1984)[9], Gillies et al.
(1991)[10], Gillies and Shook (1994)[11], Gillies et al.
(1999)[12], Gillies and Shook (2000)[13] studied the
effects of solid concentration distributions in slurry flow
along with other flow parameters. Many researchers also
aimed for the prediction of velocity distributions to
understand the slurry flow process more accurately.
Some of the works in this area includes the work of Wasp
et al.(1970)[14], Doron et al.(1987)[15], Gillies et al.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1349
(1991)[10], Sundqvist et al. (1996)[16], Mishra et al.
(1998)[17], Ghanta and Purohit (1999)[18], Wilson et al.
(2002)[19] etc. Apart from these some studies on the
prediction of pressure drop in a slurry flow process have
been conducted by many researchers. Some of the works
in this area includes the work of Masayuki Toda et. al
(1971)[20], investigated experimentally the pressure
drop in a pipe bend for the solid-fluid slurry flow. Turian
and Yuan (1977)[21] developed a pressure drop
correlation for flow of slurries in pipelines considering
stationary bed, saltation flow, heterogeneous flow and
homogenous flow regime. P. Doron et. al (1987)[22]
developed a two layer model for the prediction of
pressure drop for a slurry flow of coarse particles
through horizontal pipelines. The work of Geldart and
Ling (1990)[23], Gillis et. al (1991)[10], Doron and
Barnea (1995)[24], A. Mukhtar et. al (1995)[25], Turian
et. al (1998)[26], J. Bellus et. al (2002)[27] used different
models for the slurry flow through pipelines and
predicted the pressure drop along with other flow
parameters such as concentration distribution, velocity
distributions, granular pressure effects, turbulent kinetic
energy effects etc.
In this present study the aim is to predict the solid
concentration distributions, velocity distributions and
pressure drop by applying Eulerian two phase model in a
4 m long pipe with pipe diameter of 54.9 mm. solid
particles are considered as mono-dispersed and particle
size of 0.125 mm mean diameter with specific gravity of
2.47 is considered. The simulations are conducted at
velocity 2 m/s and 5 m/s and efflux solid concentration of
30% and 40%.
2. MATHEMATICAL MODEL
The Granular version of Eulerian two phase model has
been considered in this present study for modeling the
solid-fluid slurry flow. Particles are considered as mono
dispersed. RNG K-epsilon model has been used for
modeling the turbulent flow.
2.1 Eulerian model:
Eulerian model assumes that the slurry flow consists of
solid ‘‘s’’ and fluid ‘‘f’’ phases, which are separate, yet they
form interpenetrating continuum, so that
, , where αf and αs are the
volumetric concentrations of fluid and solid phase,
respectively. The laws for the conservation of mass and
momentum are satisfied by each phase individually.
2.1 Governing Equations
1. Continuity Equation:
⃗ , where t is either s or f.
2. Momentum Equation for fluid phase:
( ⃗ ⃗ ) ̿ ⃗
(⃗⃗⃗⃗ ⃗⃗⃗⃗) ⃗⃗⃗⃗ ⃗⃗⃗⃗ ⃗⃗⃗⃗ ⃗⃗⃗⃗
(⃗ ⃗ ) ⃗⃗⃗⃗
3. Momentum Equations for solid phase:
⃗ ⃗ ̿ ⃗
(⃗⃗⃗⃗ ⃗⃗⃗⃗) (⃗⃗⃗⃗ ⃗⃗⃗⃗ ⃗⃗⃗⃗ ⃗⃗⃗⃗)
(⃗ ⃗ ) ⃗⃗⃗⃗
Where ̿ and ̿ are the stress tensors for solid and fluid
respectively.
4. Turbulent Equation:
̿̿̿̿ ( ⃗ ) ̿ ⃗ ⃗
Here is the turbulent viscosity. RNG theory provides
an analytically-derived differential correlation for
turbulent viscosity that accounts for low Reynolds
number effects. This correlation in the high Reynolds
number limit (as the cases in present study) converts to:
With
The predictions of turbulent kinetic energy and its rate
of dissipation in RNG k-ε model are similar to Standard
k-ε model, described widely in published researches on
CFD. The main difference between the RNG and standard
k-ε models lies in the additional term in the ε equation
given by:
Where, , , , the constant
parameters used in the different equations are taken
as , , , ,
5. Wall functions:
Near wall boundary regions need special treatments for
accurate perdition of flow parameter behaviour near the
wall. This is achieved by using standard wall functions
available in the RNG K-epsilon model.
3. NUMERICAL SOLUTION
3.1 Geometry and mesh
The computational domain consists of a pipe of 4 m long
with pipe diameter 54.9 mm. Multizone mesh with hexa
core elements and 12 inflation layers of 0.03 mm size
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1350
with smooth transition are used for meshing the
computational domain. Inflation layers allow refined
mesh near the wall boundary region. There are
approximately 382004 elements in the mesh. (Fig. 1).
Fig -1: View of mesh used in this study.
3.2 Boundary Conditions
Three boundary conditions for the flow domain are
introduced namely inlet boundary, wall boundary and
outlet boundary. Velocity and efflux solid concentrations
have been introduced to the inlet boundary. No slip
boundary conditions are applied for wall and pressure
outlet boundary condition has been introduced for outlet
boundary. A fully developed flow at outlet is used for
concentration and velocity profiles.
3.3 Solution Strategy
Second order upwind discretization scheme is used for
momentum equation, turbulent kinetic energy and
turbulent dissipation energy, first order discretization
scheme is used for volume fraction. Pressure and velocity
coupling phase coupled SIMPLE algorithm is used for
multiphase flow. The under relaxation factors (URF) for
momentum and volume fraction is reduced from 0.7 to
0.5 and 0.5 to 0.3 respectively. This combination ensures
satisfactory accuracy, stability and convergence of the
problem.
4. RESULTS AND DISCUSSIONS
4.1 Concentration distributions
Fig. 2 to 6 show the simulated contours of volumetric
concentration of the solid particles along vertical
centerline of the cross section of pipe outlet. Here
is predicted concentration of the solid particles along the
cross section of pipe outlet, is local volumetric
concentration of the solid particles. , Y being
the height of vertical centreline from top to bottom of the
pipe cross section in y-direction.
(a) V= 2m/s
(b) V= 5m/s
Fig-2: Solid concnetration distribution predicted at
(a) V= 2m/s
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1351
(b) V= 5 m/s
Fig-3: Solid concnetration distribution predicted at
4
(a) V= 2m/s (b) V= 5m/s
Fig-4: plots of predicted solid concentration at
(a) V= 2 m/s (b) V= 5m/s
Fig-5: plots of predicted solid concentration at
It can be observed from Fig. 2 to 5 that the distribution of
solid particles is asymmetrical along the vertical plane of
the pipe outlet. The higher concentration zone is at the
lower half of the pipe where the solid particles tend to
settle down at the bottom of the pipe due to gravitational
effect. This is observed at lower velocity say V=2 m/s. it is
also observed that the asymmetry of the solid particle
distribution decreases at a given efflux concentration
level with the increase in velocity say at V=5 m/s where
the solid particles seem to be lifted from the bottom of the
pipe. This happens because as velocity increases, the
turbulent energy increases which allow the solid particles
to mix properly with the fluid. It is also observed that the
interaction of solid particles with the pipe wall increases
at higher efflux concentration and higher velocity.
4.2 Velocity distributions
Fig.6 to 11 show the velocity distributions at efflux
concentration level of 30% and 40% respectively. The
velocity contours are obtained at outlet of the pipe.
(a) V= 2m/s
Fig-6: Simulated velocity distribution at
(b) V= 5m/s
Fig-7: Simulated velocity distribution at
(C) V= 2m/s
Fig-8: Simulated velocity distribution at
-0.5
-0.3
-0.1
0.1
0.3
0.5
0 1 2 3
Y'
C(Y')/Cvf
-0.5
-0.3
-0.1
0.1
0.3
0.5
0 1 2
Y'
C(Y')/Cvf
-0.5
-0.3
-0.1
0.1
0.3
0.5
0 1 2
Y'
C(y')/Cvf
-0.5
-0.3
-0.1
0.1
0.3
0.5
0 0.5 1 1.5
Y'
C(y')/Cvf
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1352
V= 5m/s
Fig-9: Simulated velocity distribution at
(a) V= 2m/s
(b) V= 5m/s
Fig-10: Plots of simulated velocity distribution at
(a) V= 2m/s
(b) V= 5m/s
Fig-11: Plots of simulated velocity distribution at
From Fig. 6 to 11 it can be observed that the velocity
distribution is parabolic an asymmetrical at the lower
portion of the pipe. This asymmetrical nature of velocity
distribution is more at low velocity say V= 2m/s this is
due to the larger shear force as the particles settle down
at the bottom of the pipe. However when velocity
increases at given efflux concentration the velocity
distributions become more symmetrical. It can also be
observed that at any given velocity as the efflux
concentration increases the asymmetrical nature of
velocity distribution also increases.
4.3 Pressure drop
The effect of solid concentrations and solid particles flow
velocity on pressure drop is analyzed in this section. The
predicted simulated results of pressure drop have been
validated with experimental data available in previous
literature [28]. Differential pressure along the length
(ΔP/L) is taken on Y-axis and phases 2 flow velocity of the
solid particles is been taken on X-axis for plotting the
graphs.
Fig-12: Comparison of simulated and experimental
pressure gradient over phase 2 flow velocity at different
velocities and
-0.5
-0.3
-0.1
0.1
0.3
0.5
0 1 2 3
Y'=Y/D
flow velocity of solid particles
-0.5
-0.3
-0.1
0.1
0.3
0.5
0 2 4 6
Y'=Y/D
flow velocity of solid particles
-0.5
-0.3
-0.1
0.1
0.3
0.5
0 1 2 3
Y'=Y/D
flow velocity of solid particles (m/s)
-0.5
-0.3
-0.1
0.1
0.3
0.5
0 2 4 6 8
Y'=Y/D
flow velocity of solid particles (m/s)
0
2000
4000
6000
8000
-1 1 3 5
ΔP/L(Pa/m)
Phase 2 flow velocity(m/s)
Cvf=0.3
simulated experimental
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1353
Fig-13: Comparison of simulated and experimental
pressure gradient over phase 2 flow velocity at different
velocities and
From Fig.12 and 13 the development of pressure drop
with an increase in velocity can be observed and increase
in flow velocity leads to increase in pressure drop. It can
also be observed that at a given velocity, the rate of
increase in pressure drop is less at lower efflux and the
rate increases rapidly at higher efflux concentrations.
5. CONCLUSIONS
Based on the simulated results the following conclusions
can be drawn:
 The solid particle distributions are asymmetrical
along the vertical plane of the pipe cross section.
 At low velocities the higher concentration zone is
at the lower portion of the pipe, particles tend to
settle at the bottom of the pipe.
 The asymmetrical nature of the particles
distributions decreases for higher velocities
where particles are lifted from the bottom of the
pipe under the influence higher of turbulent
energy.
 The particles interaction with pipe wall becomes
more vivid at higher velocities.
 Velocity distributions are parabolic and
asymmetrical at the lower portion of the pipe.
 For a given efflux concentration velocity
distributions become more symmetric at higher
velocities.
 The asymmetrical nature of velocity distribution
increases at higher efflux concentration at a
given velocity.
 Pressure drop increases with increase in flow
velocity.
 For a given velocity at lower concentration the
rate of increase in pressure drop is less and at
higher concentrations the rate increases rapidly
and abruptly.
REFERENCES
[1] O’Brien, M.P., 1933. Review of the theory of
turbulent flow and its relations to sediment
transport. Transaction of the American
Geophysical Union 14, 487–491.
[2] Rouse, H., 1937. Modern conceptions of the
mechanics of fluid turbulence. Transactions of
ASCE, 102, 463–505.
[3] Shook, C.A., Daniel, S.M., 1965. Flow of
suspensions of solids in pipeline: I. Flow with a
stable stationary deposit. The Canadian Journal
of Chemical Engineering, 43, 56–72.
[4] Shook, C.A., Daniel, S.M., Scott, J.A., Holgate, J.P.,
1968. Flow of suspensions in pipelines. The
Canadian Journal of Chemical Engineering, 46,
238–244.
[5] Karabelas, A.J., 1977. Vertical distribution of
dilute suspensions in turbulent pipe flow. AIChE
Journal, 23, 426–434.
[6] Seshadri, V., 1982. Basic process design for a
slurry pipeline. In: Proc. The Short Term Course
on Design of pipelines for transporting liquid and
solid materials, IIT, Delhi.
[7] Seshadri, V., Malhotra, R.C., Sundar, K.S., 1982.
Concentration and size distribution of solids in a
slurry pipeline. In: Proc. 11th Nat. Conference on
Fluid mechanics and fluid power, B.H.E.L.,
Hyderabad.
[8] Roco, M.C., Shook, C.A., 1983. Modeling of slurry
flow: The effect of particle size. The Canadian
Journal of Chemical Engineering, 61, 494–503.
[9] Roco, M.C., Shook, C.A., 1984. Computational
methods for coal slurry pipeline with
heterogeneous size distribution. Powder
Technology, 39, 159–176.
[10] Gillies, R.G., Shook, C.A., Wilson, K.C., 1991. An
improved two layer model for horizontal slurry
pipeline flow. The Canadian Journal of Chemical
Engineering, 69, 173–178.
[11] Gillies, R.G., Shook, C.A., Wilson, K.C., 1991. An
improved two layer model for horizontal slurry
pipeline flow. The Canadian Journal of Chemical
Engineering, 69, 173–178.
0
2000
4000
6000
8000
0 1 2 3 4 5
ΔP/L(Pa/m)
phase 2 flow velocity (m/s)
Cvf=0.4
simulated experimental
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1354
[12] Gillies, R.G., Hill, K.B., Mckibben, M.J., Shook, C.A.,
1999. Solids transport by laminar Newtonian
flows. Powder Technology, 104, 269–277.
[13] Gillies, R.G., Shook, C.A., 2000. Modeling high
concentration settling slurry flows. The Canadian
Journal of Chemical Engineering, 78, 709–716.
[14] Wasp, E.J., Aude, T.C., Kenny, J.P., Seiter, R.H.,
Jacques, R.B., 1970. Deposition velocities,
transition velocities and spatial distribution of
solids in slurry pipelines. In: Proc. Hydro
transport 1, BHRA Fluid Engineering, Coventry,
UK, paper H4.2, pp. 53–76.
[15] Doron, P., Granica, D., Barnea, D., 1987. Slurry
flow in horizontal pipes-experimental and
modeling. International Journal of Multiphase
Flow, 13, 535–547.
[16] Sundqvist, A., Sellgren, A., Addie, G., 1996. Slurry
pipeline friction losses for coarse and high
density products. Powder Technology, 89, 19–28.
[17] Mishra, R., Singh, S.N., Seshadri, V., 1998.
Improved model for prediction of pressure drop
and velocity field in multisized particulate slurry
flow through horizontal pipes. Powder Handling
and Processing Journal, 10, 279–289.
[18] Ghanta, K.C., Purohit, N.K., 1999. Pressure drop
prediction in hydraulic transport of bi-dispersed
particles of coal and copper ore in pipeline. The
Canadian Journal of Chemical Engineering, 77,
127–131.
[19] Wilson, K.C., Clift, R., Sellgren, A., 2002. Operating
points for pipelines carrying concentrated
heterogeneous slurries. Powder Technology, 123,
19–24.
[20] Toda, M., Komori, N., Saito, S., & Maeda, S. (1972).
Hydraulic conveying of solids through pipe
bends. Journal of Chemical Engineering of
Japan, 5(1), 4-13.
[21] Turian, R. M., & Yuan, T. F. (1977). Flow of
slurries in pipelines. AIChE Journal, 23(3), 232-
243.
[22] Doron, P., Granica, D., & Barnea, D. (1987). Slurry
flow in horizontal pipes—experimental and
modeling. International Journal of Multiphase
Flow, 13(4), 535-547.
[23] Geldart, D., & Ling, S. J. (1990). Dense phase
conveying of fine coal at high total
pressures. Powder Technology, 62(3), 243-252.
[24] Doron, P., & Barnea, D. (1995). Pressure drop and
limit deposit velocity for solid-liquid flow in
pipes. Chemical engineering science, 50(10),
1595-1604.
[25] Mukhtar, A., Singh, S. N., & Seshadri, V. (1995).
Pressure drop in a long radius 90° horizontal
bend for the flow of multisized heterogeneous
slurries. International journal of multiphase
flow, 21(2), 329-334.
[26] Turian, R. M., Ma, T. W., Hsu, F. L. G., & Sung, D. J.
(1998). Flow of concentrated non-Newtonian
slurries: 1. Friction losses in laminar, turbulent
and transition flow through straight
pipe. International journal of Multiphase
flow, 24(2), 225-242.
[27] Bellas, J., Chaer, I., & Tassou, S. A. (2002). Heat
transfer and pressure drop of ice slurries in plate
heat exchangers. Applied Thermal
Engineering, 22(7) ,721-732.
[28] Kaushal, D.R., & Tomita, Y. (2007). Experimental
investigation for near-wall lift of coarser
particles in slurry pipelines using γ-ray
densitometer. Powder technology, 172(3), 177-
187.

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IRJET- Numerical Analysis of Slurry Flow Characteristics Through Horizontal Pipeline using CFD

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1348 Numerical Analysis of Slurry Flow Characteristics through Horizontal Pipeline using CFD Shofique Uddin Ahmed1, Shuvam Mohanty2 1,2 M.Tech Student, Dept. Of Thermal Engineering, Amity University, Haryana, India ----------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - Over the decades conveying solid particles through pipelines has been common practice for many industries such as oil and gas, food industries, pharmaceutical, solid handling, power generations etc. in this present study slurry flow characteristics such as solid concentration distribution, velocity distribution and pressure drops for a 4 m long with pipe diameter 54.9 mm has been analyzed. Particle size of 0.125 mm with specific gravity 2.47 has been considered. Granular Eulerian two phase model with dispersed particles and RNG K-epsilon model have been adopted for the simulation. These models are available in CFD software package FLUENT. Non uniform hexagonal structured mesh has been chosen for the computational domain and the mesh has been refined near the boundary wall. Control volume Finite difference method has been used to solve the governing equations through the whole fluid domain. Simulations are conducted at velocity 2 m/s and 5 m/s and efflux concentration 30% and 40% by volume. Key Words: 3D CFD modelling, Eulerian two phase model, RNG K-epsilon model, concentration distribution, velocity distribution, pressure drop, slurry pipeline. 1. INTRODUCTION Over the years solid-liquid slurry flow through pipelines has been encountered in many fields such as industrial engineering, thermal power plants, oil and gas industries. Many thermal power plants use this method of hydraulic transport of solid materials for disposing waste products. In oil and gas industries crude oil is extracted from the ground along with many solid particles. Horizontal and vertical pipelines are used for conveying crude oil along with these solid particles. Hydraulic transport of solid materials has many advantages over conventional way of transport such as less road traffics, low cost, less air pollution etc. in slurry flow process solid particles are mixed with fluid which form slurry and then it is transported through the pipelines. In general slurry flow regimes can be divided into homogeneous, heterogeneous, moving bed and stationary bed. In homogenous flow regime which consists of small solid particles are kept suspended by the turbulence of the carrier fluid. The heterogeneous flow regime that composed of coarse solid particles, which tend to settle at the bottom of the pipe. The moving bed regime occurs when the solid particles are settled at the bottom of the pipe and tend to move with the flowing fluid along the pipe forming a bed. The flow rate is considerably slower as the solid bed moves much slower than the flowing fluid. Eventually the solid particles fill the pipe and no further motion is possible and this regime transforms to a stationary bed regime, which is analogous to the flow through a porous medium. The following figures show different types of flow regimes. Among all these flow regimes the most occurring heterogeneous flow regime because no flow regime can be perfectly homogenous. To understand the whole slurry flow process it is essential to have an accurate prediction of slurry flow characteristics. The effect of solid particle concentrations, velocity distributions and pressure drops along with other flow parameters needs to be studied thoroughly. Many empirical models have been developed over the years to study the slurry flow regime governing mechanisms. CFD (Computational Fluid Dynamics) is a sophisticated computer based numerical analysis system. CFD provides the platform for analyzing complex solid- liquid slurry flow problems by developing and adopting a suitable mathematical model. It helps the researcher conducting a detailed numerical analysis of the flow problem with greater ease and at low cost and also provides extensive information about the local variation of the flow parameters within the computational domain. Researchers over the years have investigated experimentally and numerically solid-liquid slurry flow through both horizontal and vertical pipelines. Researchers are aiming for developing a general model to describe the characteristics of different flow parameters such as concentration distributions, deposition velocity distributions, pressure drop etc for a better understanding of the slurry flow process. Initial studies in this area includes the study of O’Brien (1933)[1] and Rouse (1937) [2], they predicted concentration distribution in a gravity based open channel slurry flow containing very low solid volumetric concentration by using diffusion model. Since then many researcher like Shook and Daniel (1965)[3], Shook et al. (1968)[4], Karabelas (1977)[5], Seshadri et al. (1982)[6], Roco and Shook (1983)[8], Roco and Shook (1984)[9], Gillies et al. (1991)[10], Gillies and Shook (1994)[11], Gillies et al. (1999)[12], Gillies and Shook (2000)[13] studied the effects of solid concentration distributions in slurry flow along with other flow parameters. Many researchers also aimed for the prediction of velocity distributions to understand the slurry flow process more accurately. Some of the works in this area includes the work of Wasp et al.(1970)[14], Doron et al.(1987)[15], Gillies et al.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1349 (1991)[10], Sundqvist et al. (1996)[16], Mishra et al. (1998)[17], Ghanta and Purohit (1999)[18], Wilson et al. (2002)[19] etc. Apart from these some studies on the prediction of pressure drop in a slurry flow process have been conducted by many researchers. Some of the works in this area includes the work of Masayuki Toda et. al (1971)[20], investigated experimentally the pressure drop in a pipe bend for the solid-fluid slurry flow. Turian and Yuan (1977)[21] developed a pressure drop correlation for flow of slurries in pipelines considering stationary bed, saltation flow, heterogeneous flow and homogenous flow regime. P. Doron et. al (1987)[22] developed a two layer model for the prediction of pressure drop for a slurry flow of coarse particles through horizontal pipelines. The work of Geldart and Ling (1990)[23], Gillis et. al (1991)[10], Doron and Barnea (1995)[24], A. Mukhtar et. al (1995)[25], Turian et. al (1998)[26], J. Bellus et. al (2002)[27] used different models for the slurry flow through pipelines and predicted the pressure drop along with other flow parameters such as concentration distribution, velocity distributions, granular pressure effects, turbulent kinetic energy effects etc. In this present study the aim is to predict the solid concentration distributions, velocity distributions and pressure drop by applying Eulerian two phase model in a 4 m long pipe with pipe diameter of 54.9 mm. solid particles are considered as mono-dispersed and particle size of 0.125 mm mean diameter with specific gravity of 2.47 is considered. The simulations are conducted at velocity 2 m/s and 5 m/s and efflux solid concentration of 30% and 40%. 2. MATHEMATICAL MODEL The Granular version of Eulerian two phase model has been considered in this present study for modeling the solid-fluid slurry flow. Particles are considered as mono dispersed. RNG K-epsilon model has been used for modeling the turbulent flow. 2.1 Eulerian model: Eulerian model assumes that the slurry flow consists of solid ‘‘s’’ and fluid ‘‘f’’ phases, which are separate, yet they form interpenetrating continuum, so that , , where αf and αs are the volumetric concentrations of fluid and solid phase, respectively. The laws for the conservation of mass and momentum are satisfied by each phase individually. 2.1 Governing Equations 1. Continuity Equation: ⃗ , where t is either s or f. 2. Momentum Equation for fluid phase: ( ⃗ ⃗ ) ̿ ⃗ (⃗⃗⃗⃗ ⃗⃗⃗⃗) ⃗⃗⃗⃗ ⃗⃗⃗⃗ ⃗⃗⃗⃗ ⃗⃗⃗⃗ (⃗ ⃗ ) ⃗⃗⃗⃗ 3. Momentum Equations for solid phase: ⃗ ⃗ ̿ ⃗ (⃗⃗⃗⃗ ⃗⃗⃗⃗) (⃗⃗⃗⃗ ⃗⃗⃗⃗ ⃗⃗⃗⃗ ⃗⃗⃗⃗) (⃗ ⃗ ) ⃗⃗⃗⃗ Where ̿ and ̿ are the stress tensors for solid and fluid respectively. 4. Turbulent Equation: ̿̿̿̿ ( ⃗ ) ̿ ⃗ ⃗ Here is the turbulent viscosity. RNG theory provides an analytically-derived differential correlation for turbulent viscosity that accounts for low Reynolds number effects. This correlation in the high Reynolds number limit (as the cases in present study) converts to: With The predictions of turbulent kinetic energy and its rate of dissipation in RNG k-ε model are similar to Standard k-ε model, described widely in published researches on CFD. The main difference between the RNG and standard k-ε models lies in the additional term in the ε equation given by: Where, , , , the constant parameters used in the different equations are taken as , , , , 5. Wall functions: Near wall boundary regions need special treatments for accurate perdition of flow parameter behaviour near the wall. This is achieved by using standard wall functions available in the RNG K-epsilon model. 3. NUMERICAL SOLUTION 3.1 Geometry and mesh The computational domain consists of a pipe of 4 m long with pipe diameter 54.9 mm. Multizone mesh with hexa core elements and 12 inflation layers of 0.03 mm size
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1350 with smooth transition are used for meshing the computational domain. Inflation layers allow refined mesh near the wall boundary region. There are approximately 382004 elements in the mesh. (Fig. 1). Fig -1: View of mesh used in this study. 3.2 Boundary Conditions Three boundary conditions for the flow domain are introduced namely inlet boundary, wall boundary and outlet boundary. Velocity and efflux solid concentrations have been introduced to the inlet boundary. No slip boundary conditions are applied for wall and pressure outlet boundary condition has been introduced for outlet boundary. A fully developed flow at outlet is used for concentration and velocity profiles. 3.3 Solution Strategy Second order upwind discretization scheme is used for momentum equation, turbulent kinetic energy and turbulent dissipation energy, first order discretization scheme is used for volume fraction. Pressure and velocity coupling phase coupled SIMPLE algorithm is used for multiphase flow. The under relaxation factors (URF) for momentum and volume fraction is reduced from 0.7 to 0.5 and 0.5 to 0.3 respectively. This combination ensures satisfactory accuracy, stability and convergence of the problem. 4. RESULTS AND DISCUSSIONS 4.1 Concentration distributions Fig. 2 to 6 show the simulated contours of volumetric concentration of the solid particles along vertical centerline of the cross section of pipe outlet. Here is predicted concentration of the solid particles along the cross section of pipe outlet, is local volumetric concentration of the solid particles. , Y being the height of vertical centreline from top to bottom of the pipe cross section in y-direction. (a) V= 2m/s (b) V= 5m/s Fig-2: Solid concnetration distribution predicted at (a) V= 2m/s
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1351 (b) V= 5 m/s Fig-3: Solid concnetration distribution predicted at 4 (a) V= 2m/s (b) V= 5m/s Fig-4: plots of predicted solid concentration at (a) V= 2 m/s (b) V= 5m/s Fig-5: plots of predicted solid concentration at It can be observed from Fig. 2 to 5 that the distribution of solid particles is asymmetrical along the vertical plane of the pipe outlet. The higher concentration zone is at the lower half of the pipe where the solid particles tend to settle down at the bottom of the pipe due to gravitational effect. This is observed at lower velocity say V=2 m/s. it is also observed that the asymmetry of the solid particle distribution decreases at a given efflux concentration level with the increase in velocity say at V=5 m/s where the solid particles seem to be lifted from the bottom of the pipe. This happens because as velocity increases, the turbulent energy increases which allow the solid particles to mix properly with the fluid. It is also observed that the interaction of solid particles with the pipe wall increases at higher efflux concentration and higher velocity. 4.2 Velocity distributions Fig.6 to 11 show the velocity distributions at efflux concentration level of 30% and 40% respectively. The velocity contours are obtained at outlet of the pipe. (a) V= 2m/s Fig-6: Simulated velocity distribution at (b) V= 5m/s Fig-7: Simulated velocity distribution at (C) V= 2m/s Fig-8: Simulated velocity distribution at -0.5 -0.3 -0.1 0.1 0.3 0.5 0 1 2 3 Y' C(Y')/Cvf -0.5 -0.3 -0.1 0.1 0.3 0.5 0 1 2 Y' C(Y')/Cvf -0.5 -0.3 -0.1 0.1 0.3 0.5 0 1 2 Y' C(y')/Cvf -0.5 -0.3 -0.1 0.1 0.3 0.5 0 0.5 1 1.5 Y' C(y')/Cvf
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1352 V= 5m/s Fig-9: Simulated velocity distribution at (a) V= 2m/s (b) V= 5m/s Fig-10: Plots of simulated velocity distribution at (a) V= 2m/s (b) V= 5m/s Fig-11: Plots of simulated velocity distribution at From Fig. 6 to 11 it can be observed that the velocity distribution is parabolic an asymmetrical at the lower portion of the pipe. This asymmetrical nature of velocity distribution is more at low velocity say V= 2m/s this is due to the larger shear force as the particles settle down at the bottom of the pipe. However when velocity increases at given efflux concentration the velocity distributions become more symmetrical. It can also be observed that at any given velocity as the efflux concentration increases the asymmetrical nature of velocity distribution also increases. 4.3 Pressure drop The effect of solid concentrations and solid particles flow velocity on pressure drop is analyzed in this section. The predicted simulated results of pressure drop have been validated with experimental data available in previous literature [28]. Differential pressure along the length (ΔP/L) is taken on Y-axis and phases 2 flow velocity of the solid particles is been taken on X-axis for plotting the graphs. Fig-12: Comparison of simulated and experimental pressure gradient over phase 2 flow velocity at different velocities and -0.5 -0.3 -0.1 0.1 0.3 0.5 0 1 2 3 Y'=Y/D flow velocity of solid particles -0.5 -0.3 -0.1 0.1 0.3 0.5 0 2 4 6 Y'=Y/D flow velocity of solid particles -0.5 -0.3 -0.1 0.1 0.3 0.5 0 1 2 3 Y'=Y/D flow velocity of solid particles (m/s) -0.5 -0.3 -0.1 0.1 0.3 0.5 0 2 4 6 8 Y'=Y/D flow velocity of solid particles (m/s) 0 2000 4000 6000 8000 -1 1 3 5 ΔP/L(Pa/m) Phase 2 flow velocity(m/s) Cvf=0.3 simulated experimental
  • 6. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1353 Fig-13: Comparison of simulated and experimental pressure gradient over phase 2 flow velocity at different velocities and From Fig.12 and 13 the development of pressure drop with an increase in velocity can be observed and increase in flow velocity leads to increase in pressure drop. It can also be observed that at a given velocity, the rate of increase in pressure drop is less at lower efflux and the rate increases rapidly at higher efflux concentrations. 5. CONCLUSIONS Based on the simulated results the following conclusions can be drawn:  The solid particle distributions are asymmetrical along the vertical plane of the pipe cross section.  At low velocities the higher concentration zone is at the lower portion of the pipe, particles tend to settle at the bottom of the pipe.  The asymmetrical nature of the particles distributions decreases for higher velocities where particles are lifted from the bottom of the pipe under the influence higher of turbulent energy.  The particles interaction with pipe wall becomes more vivid at higher velocities.  Velocity distributions are parabolic and asymmetrical at the lower portion of the pipe.  For a given efflux concentration velocity distributions become more symmetric at higher velocities.  The asymmetrical nature of velocity distribution increases at higher efflux concentration at a given velocity.  Pressure drop increases with increase in flow velocity.  For a given velocity at lower concentration the rate of increase in pressure drop is less and at higher concentrations the rate increases rapidly and abruptly. REFERENCES [1] O’Brien, M.P., 1933. Review of the theory of turbulent flow and its relations to sediment transport. Transaction of the American Geophysical Union 14, 487–491. [2] Rouse, H., 1937. Modern conceptions of the mechanics of fluid turbulence. Transactions of ASCE, 102, 463–505. [3] Shook, C.A., Daniel, S.M., 1965. Flow of suspensions of solids in pipeline: I. Flow with a stable stationary deposit. The Canadian Journal of Chemical Engineering, 43, 56–72. [4] Shook, C.A., Daniel, S.M., Scott, J.A., Holgate, J.P., 1968. Flow of suspensions in pipelines. The Canadian Journal of Chemical Engineering, 46, 238–244. [5] Karabelas, A.J., 1977. Vertical distribution of dilute suspensions in turbulent pipe flow. AIChE Journal, 23, 426–434. [6] Seshadri, V., 1982. Basic process design for a slurry pipeline. In: Proc. The Short Term Course on Design of pipelines for transporting liquid and solid materials, IIT, Delhi. [7] Seshadri, V., Malhotra, R.C., Sundar, K.S., 1982. Concentration and size distribution of solids in a slurry pipeline. In: Proc. 11th Nat. Conference on Fluid mechanics and fluid power, B.H.E.L., Hyderabad. [8] Roco, M.C., Shook, C.A., 1983. Modeling of slurry flow: The effect of particle size. The Canadian Journal of Chemical Engineering, 61, 494–503. [9] Roco, M.C., Shook, C.A., 1984. Computational methods for coal slurry pipeline with heterogeneous size distribution. Powder Technology, 39, 159–176. [10] Gillies, R.G., Shook, C.A., Wilson, K.C., 1991. An improved two layer model for horizontal slurry pipeline flow. The Canadian Journal of Chemical Engineering, 69, 173–178. [11] Gillies, R.G., Shook, C.A., Wilson, K.C., 1991. An improved two layer model for horizontal slurry pipeline flow. The Canadian Journal of Chemical Engineering, 69, 173–178. 0 2000 4000 6000 8000 0 1 2 3 4 5 ΔP/L(Pa/m) phase 2 flow velocity (m/s) Cvf=0.4 simulated experimental
  • 7. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1354 [12] Gillies, R.G., Hill, K.B., Mckibben, M.J., Shook, C.A., 1999. Solids transport by laminar Newtonian flows. Powder Technology, 104, 269–277. [13] Gillies, R.G., Shook, C.A., 2000. Modeling high concentration settling slurry flows. The Canadian Journal of Chemical Engineering, 78, 709–716. [14] Wasp, E.J., Aude, T.C., Kenny, J.P., Seiter, R.H., Jacques, R.B., 1970. Deposition velocities, transition velocities and spatial distribution of solids in slurry pipelines. In: Proc. Hydro transport 1, BHRA Fluid Engineering, Coventry, UK, paper H4.2, pp. 53–76. [15] Doron, P., Granica, D., Barnea, D., 1987. Slurry flow in horizontal pipes-experimental and modeling. International Journal of Multiphase Flow, 13, 535–547. [16] Sundqvist, A., Sellgren, A., Addie, G., 1996. Slurry pipeline friction losses for coarse and high density products. Powder Technology, 89, 19–28. [17] Mishra, R., Singh, S.N., Seshadri, V., 1998. Improved model for prediction of pressure drop and velocity field in multisized particulate slurry flow through horizontal pipes. Powder Handling and Processing Journal, 10, 279–289. [18] Ghanta, K.C., Purohit, N.K., 1999. Pressure drop prediction in hydraulic transport of bi-dispersed particles of coal and copper ore in pipeline. The Canadian Journal of Chemical Engineering, 77, 127–131. [19] Wilson, K.C., Clift, R., Sellgren, A., 2002. Operating points for pipelines carrying concentrated heterogeneous slurries. Powder Technology, 123, 19–24. [20] Toda, M., Komori, N., Saito, S., & Maeda, S. (1972). Hydraulic conveying of solids through pipe bends. Journal of Chemical Engineering of Japan, 5(1), 4-13. [21] Turian, R. M., & Yuan, T. F. (1977). Flow of slurries in pipelines. AIChE Journal, 23(3), 232- 243. [22] Doron, P., Granica, D., & Barnea, D. (1987). Slurry flow in horizontal pipes—experimental and modeling. International Journal of Multiphase Flow, 13(4), 535-547. [23] Geldart, D., & Ling, S. J. (1990). Dense phase conveying of fine coal at high total pressures. Powder Technology, 62(3), 243-252. [24] Doron, P., & Barnea, D. (1995). Pressure drop and limit deposit velocity for solid-liquid flow in pipes. Chemical engineering science, 50(10), 1595-1604. [25] Mukhtar, A., Singh, S. N., & Seshadri, V. (1995). Pressure drop in a long radius 90° horizontal bend for the flow of multisized heterogeneous slurries. International journal of multiphase flow, 21(2), 329-334. [26] Turian, R. M., Ma, T. W., Hsu, F. L. G., & Sung, D. J. (1998). Flow of concentrated non-Newtonian slurries: 1. Friction losses in laminar, turbulent and transition flow through straight pipe. International journal of Multiphase flow, 24(2), 225-242. [27] Bellas, J., Chaer, I., & Tassou, S. A. (2002). Heat transfer and pressure drop of ice slurries in plate heat exchangers. Applied Thermal Engineering, 22(7) ,721-732. [28] Kaushal, D.R., & Tomita, Y. (2007). Experimental investigation for near-wall lift of coarser particles in slurry pipelines using γ-ray densitometer. Powder technology, 172(3), 177- 187.