The variations of heat transfer and slip velocity of FMWNT-water nano- fl uid along the micro-channel in the lack and presence of a magnetic fi eld
Masoud Afrand
a, Arash Karimipour
a,n, Afshin Ahmadi Nadooshan
b, Mohammad Akbari
aaDepartment of Mechanical Engineering, Najafabad Branch, Islamic Azad University, Najafabad, Iran
bShahrekord University, Faculty of Engineering, P.O. Box 115, Shahrekord, Iran
H I G H L I G H T S
The effects of Ha, Re, slip coefficient and nano-particles volume fraction were investigated.
The stronger magneticfield leaded to less maximum ofUat horizontal centerline and greaterfluid velocity near the walls.
Magneticfield affected severely the slip velocity along the walls of micro-channel.
a r t i c l e i n f o
Article history:
Received 1 June 2016 Received in revised form 20 June 2016
Accepted 12 July 2016 Available online 16 July 2016 Keywords:
FMWNT-water nano-fluid Magneto hydrodynamics Micro-channel Slip velocity Nusselt number
a b s t r a c t
Simulation of forced convection of FMWNT-water (functionalized multi-walled carbon nano-tubes) nano-fluid in a micro-channel under a magneticfield in slipflow regime is performed. The micro- channel wall is divided into two portions. The micro-channel entrance is insulated while the rest of length of the micro-channel has constant temperature (TC). Moreover, the micro-channel domain is exposed to a magneticfield with constant strength ofB0. High temperature nano-fluid (TH) enters the micro-channel and exposed to its cold walls. Slip velocity boundary condition along the walls of the micro-channel is considered. Governing equations are numerically solved using FORTRAN computer code based on the SIMPLE algorithm. Results are presented as the velocity, temperature, and Nusselt number profiles. Greater Reynolds number, Hartmann number, and volume fraction related to more heat transfer rate; however, the effects of Ha andϕare more noteworthy at higher Re.
&2016 Elsevier B.V. All rights reserved.
1. Introduction
In recent decades, study on different methods to enhance the heat transfer offluids has attracted the attention of researchers. In this way, a new generation offluids, called nano-fluids, with great potential in industrial application was considered as a result of the distribution of nanoparticles in a common liquid[1–5].
Common heat transferfluids including water, oil and ethylene glycol generally have low thermal conductivity, while solid na- noparticles have high thermal conductivity. Hence, dispersion of nanoparticles in the base fluid can lead to increase its thermal conductivity. Therefore, nano-fluids could be considered an option for improving the heat transfer rate[6–10]. Enhancement of heat transfer coefficient of nano-fluids is subject to many factors. For example, heat transfer coefficient can be increased by changing
theflow geometry, boundary conditions or enhancement of ther- mal conductivity of the fluid [11]. Numerous studies on heat transfer in different geometric shapes and the effects of external factors on the heat transfer have been performed. In this regard, Tahir and Mital[12]investigated the heat transfer in channels with a circular cross section. Heat transfer in channels with different geometry has been reported in the literature[13,14].
Cooling systems are the main concerns of thermal and electronic systems. In these circumstances, the use of improved and optimal cooling systems is inevitable. Tullius et al.[15]examined the effect of micro-channel geometry andfluid type on the cooling rate from mi- cro-channels. The most commonfluids used in micro-channels were air and water, which have low thermal conductivity.
Low heat transfer rate in micro-channels containing water or air led to use of various methods such as increasing the heat transfer surface, while this method increase the size of systems.
Therefore, to overcome this problem, a new and effective cooling is required and nano-fluids were introduced as a new approach in thisfield[16].
Contents lists available atScienceDirect
journal homepage:www.elsevier.com/locate/physe
Physica E
http://dx.doi.org/10.1016/j.physe.2016.07.013 1386-9477/&2016 Elsevier B.V. All rights reserved.
nCorresponding author.
E-mail address:[email protected](A. Karimipour).
In order to study the heat transfer in micro-channels, different models were studied[17–19]. The effects of micro-channel geo- metry, Reynolds number and nanoparticles volume fraction on the thermal performance of micro-channels have also been in- vestigated. In general, it seems that using new nano-fluid shows a better performance against the heat load generated by small electronic devices[20–26].
Surface effects in micro-scale have dramatic impact than that in macro-scale. For example, no-slip condition commonly used for the macro-scale, in micro-channels is not true; consequently, slip condition should be used along the walls. Moreover, for micro and nano scales, specific methods such as Lattice-Boltzmann method or molecular dynamics, which are based on particles, should be used[27–31]. Raisi et al. [32] investigated numerically the heat transfer in micro-channels by assuming existence or lack of slip velocity. They also reported the effect of nano-fluids on heat transfer rate in micro-channel in the presence of slip velocity. To this day, much researches assuming slip velocity have been pre- sented in the field of heat transfer in micro-channel containing nano-fluids with different boundary conditions such as constant temperature or constantflux, which quickly slip boundary condi- tion have also been studied[33–37].
In recent years, theflow and heat transfer in different sections of macro-scales exposed to a magneticfield have attracted the attention of the researchers[38–44]. In this case, the magneticfield leads to produce a force, called the Lorentz force, which affects thefluidflow [45–48]. Aminossadati et al.[49]studied the effects of magneticfield on a micro-channel under constant heatflux, while the slip velocity along the walls of the micro-channel was neglected.
However, a review of previous researches [53,54] showed that regarding the study offlow and heat transfer in micro-channels under the magneticfield, thes lip velocity as a boundary condition has been ignored. Up to now, there is no comprehensive research on the Si- multaneous effects of the magneticfield, slip velocity boundary con- dition, forced convection on the flow and heat transfer in micro- channels. In this study, all of these conditions are considered si- multaneously and efforts were also made to simulate the effects of magneticfield on the slip velocity of molecules adjacent wall. More- over, in this study water-based nano-fluid containing functionalized multi-walled carbon nanotubes (FMWNT) is used as the workingfluid.
2. Problem statement
Simulation of forced convection of FMWNT-water (functiona- lized multi-walled carbon nano-tubes suspended in water) nano- fluid in a two dimensional micro-channel under a magneticfield for slipflow regime is performed.
Single-walled carbon nanotubes (SWNTs) and multi-walled carbon nanotubes (MWNTs) are similar in certain respects but they also have striking differences. SWNTs structure is a cylindrical tube including six-membered carbon rings similar to graphite. They consist of a hollow cylinder of carbon1 nm (in present work for one cylinder) in diameter, up to 1000 times as long as it is wide. Analogously MWNTs include several tubes layers (concentric tubes) of graphene in con- centric cylinders. The interlayer distance in multi-walled nanotubes is close to the distance between graphene layers in graphite, approxi- mately 3.4 Å. The number of these concentric walls may vary from 6 to 25 or more. The diameter of MWNTs may be 30 nm (used at present article) when compared to 0.7–2.0 nm for typical SWNTs. The unique properties of carbon nanotubes enable a wide range of novel appli- cations and improvements in the performance of existing ones.
However, one can functionalize the nanotubes to enhance both the strength and dispersibility of composites.
The supposed micro-channel aspect ratio is 30; hence the fully developed condition is achieved at outlet. As shown inFig. 1, the
micro-channel wall is divided into two portions. The micro- channel entrance (X¼0.3L) is insulated while the rest of length of the micro-channel has constant temperature (TC). This configura- tion leads to approach the hydrodynamic fully developed condi- tion. Moreover, the micro-channel domain is exposed to a mag- netic field with constant strength of B0. Slip velocity boundary condition along the walls of the micro-channel is considered. High temperature nano-fluid (TH) enters the micro-channel and ex- posed to its cold walls. Finally, it leaves the micro-channel from the other side. The empirical data for thermo-physical properties of the FMWNT-water nano-fluid are presented inTable 1.
With regard to consider thevery low weight fraction of nano- tubes, nano-fluid is assumed as a Newtonian fluid. Reynolds number (Re) commonly is low in a micro-channel duo to express a real physical condition (Re¼20 and 200). Moreover, in order to investigate the slip velocity boundary condition different values of slip coefficient such asB¼0.005 andB¼0.05 are assumed. Based onTable 1, three different values of weight fractions of FMWNTs are applied. Earlier investigations showed that the Hartman numbers greater than 40 have no significant effect on theflow and heat transfer; thus, a reasonable range of Hartmann number is found lower than 40. It should be noted that the nanofluid is in- compressible and homogeneous mixture.
3. Mathematical formulation
The two-dimensional Navier–Stokes equations (continuity, momentum and energy) with regard to the effect of a magnetic field strength (B0) are as follows:
∂
∂ + ∂
∂ =
( ) u
x v y 0
1
ρ
σ ρ
∂
∂ + ∂
∂ =− ∂
∂ +ϑ ∂
∂ + ∂
∂ −
( )
⎛
⎝⎜ ⎞
⎠⎟ u u
x v u y
p x
u x
u y 1 B
2
2 2
2 2
02
ρ ϑ
∂
∂ + ∂
∂ =− ∂
∂ + ∂
∂ + ∂
∂ ( )
⎛
⎝⎜ ⎞
⎠⎟ u v
x v v y
p y
v x
v y 1
3
2 2
2 2
∂ α
∂ + ∂
∂ = ∂
∂ + ∂
∂ ( )
⎛
⎝⎜ ⎞
⎠⎟ u T
x v T y
T x
T
y 4
2 2
2 2
sindicates the electrical conductivity of the nano-fluid and is equal to 4.99102(S/cm).
Fig. 1. The schematic configuration of the micro-channel.
Table 1
Empirical data for thermo-physical properties of the FMWNT nanofluid[50].
wt% FMWNT/water ρ(kg/m3) k (W/mK) μ(Pas)
0 995.8 0.62 7.65104
0.12% 1003 0.68 7.80104
0.25% 1008 0.75 7.95104
It is necessary that Eqs.(1)–(4)are written in the form of di- mensionless as follows:
∂
∂ +∂
∂ =
( ) U
X V Y 0
5
∂
∂ + ∂
∂ =−∂
∂ + ∂
∂ +∂
∂ −
( )
⎛
⎝⎜ ⎞
⎠⎟ U U
X V U Y
P X
U X
U
Y U
1 Re
Ha
Re 6
2 2
2 2
2
∂
∂ + ∂
∂ =−∂
∂ + ∂
∂ +∂
∂ ( )
⎛
⎝⎜ ⎞
⎠⎟ U V
X V V Y
P Y
V X
V Y 1
Re 7
2 2
2 2
θ θ θ θ
∂
∂ + ∂
∂ = ∂
∂ + ∂
∂ ( )
⎛
⎝⎜ ⎞
⎠⎟ U X V
Y X Y
1
Pr. Re 8
2 2
2 2
In the above equations, dimensionless numbers have been defined in terms of nano-fluid properties: Re=ρnf iμu h
nf
،
Pr=υαnfnf
and = ⎜⎛σμ ⎟
⎝
⎞ B h ⎠ Ha 0
0.5 nf
nf .
Moreover, in Eqs. (5)–(8) the following dimensionless para- meters have been used:
ρ θ
= = = = = = = =
= = −
( )
−
H h
h L l
h X x
h Y y h U u
u V v u P p
u
T T T T
1, 30, , , , ,
,
9
i i
nf i
c
H c
2
4. Boundary conditions and solution algorithm
It is obvious that at the macro-scale no-slip boundary condition should be used, while in micro-channels the slipflow regime is established. The slip velocity can be calculated by the following equation:
β
= ± ∂
∂ = ( )
⎛
⎝
⎜⎜
⎞
⎠
⎟⎟
u u
y 10
s
y 0,h
where
β
represents the slip coefficient.Dimensionless form of Eq. (10) on the wall is expressed as follows:
= ± ∂
∂ = ( )
⎛
⎝⎜⎜ ⎞
⎠⎟⎟
U B U
Y 11
s
Y 0,1
in whichBis called dimensionless slip coefficient.
Other dimensionless boundary conditions are as follows:
( )
θ
= = = = ≤ ≤
U 1,V 0, 1 atX 0, 0 Y 1
( )
θ
∂
∂ = ∂
∂ = = ≤ ≤
U
X X 0 atX 30, 0 Y 1
U
0.0 0.5 1.0 1.5
Y
0.00 0.25 0.50 0.75 1.00
Lines: present work
Symbols: Hooman and Ejlali [51]
Kn = 0.0 Kn = 0.1
Fig. 2.Horizontal velocity profiles at fully developed condition from present work versus[51].
Table 2
Grid independency study for the values ofUandθat the point ofX¼L/2 andY¼H/2 forϕ¼0.0, Re¼20, Ha¼0 andB¼0.005.
37525 45030 52535
U 1.480 1.481 1.481
θ 0.766 0.768 0.769
Fig. 3. Numfrom present work versus[52](Symbols:[52], Lines: Present work).
Re=100
Ha
10 20 30
Num
0.0 2.5 5.0 7.5 10.0
Present work Aminossadati et al.
Re=10
Fig. 4.Numfrom present work versus[49]atϕ¼0.02.
θ
= = = ( = < ≤ )
( = < ≤ ) ( )
V U U Y X
Y X
0, , 0 at 0, 9 30 and
1, 9 30 12
s
= = ∂θ
∂ = ( = ≤ ≤ ) ( = ≤ ≤ )
V U U
Y Y X Y X
0, s, 0 at 0, 0 9 and 1, 0 9
Based on above boundary conditions, Eqs.(5)–(8)are numeri- cally solved using FORTRAN computer code. The finite volume method based on the SIMPLE algorithm was employed to solve the governing equations. Discretization of the nonlinear equations was performed by the power law scheme.
Local Nusselt number is:
]
= − ∂θ∂ ( )
=
=
⎤
⎦⎥
⎥ k
k y Nu
X Y 13
nf
f Y
0
0
]
= − ∂θ∂ ( )
=
=
⎤
⎦⎥
⎥ k
k y Nu
X Y 14
nf
f Y
1
1
Nusselt number with integration over the wall to be expressed as follows
∫ )
= (
( ) L Nu X dX
Nu 1
0.7 15
m L
L 0.3 X
5. Results and discussion
Forced convective heat transfer of nano-fluid composed of water and functionalized multi-walled carbon nanotubes (FMWNT) in a two-dimensional micro-channel has been numeri- cally investigated. The results were classified in the following sub- sections.
5.1. Grid independency and code verification
Table 2presents the values ofUand
θ
at the central point of the micro-channel in the absence of magneticfield for various grids.It can be found fromTable 2that difference between those of 45030 and 52535 is negligible; consequently, grid nodes of 45030 is selected for the next computations.
In order to ensure the accuracy of the results obtained by the developed FORTRAN code, results of present work versus those of Hooman and Ejlali [51] are presented in Fig. 2. In this figure, horizontal velocity profiles at fully developed condition through a micro-channel for different values of Knudsen number (Kn) are compared. Moreover, Fig. 3 shows a comparison between the averaged Nusselt number obtained by the code and that presented by Santra et al.[52]for Reynolds numbers of 100 and 200. The last selected case for confirmation would be a work of Aminossadati et al. [49] which is displayed in Fig. 4and pertains to a forced convection flow of nanofluid in a micro-channel exposed to a
Fig. 5.Uprofiles atϕ¼0.0, Re¼20, Ha¼40,B¼0.005 andB¼0.05 for different cross sections of the micro-channel.
Fig. 6.Fully developed horizontal velocity profiles atϕ¼0.0, Re¼20,B¼0.005 and B¼0.05 for different values of Ha.
magnetic field and in the absence of slip velocity. Good agree- ments can be observed inFigs. 2–4.
5.2. Effects of dimensionless slip coefficient
Fig. 5shows the dimensionless velocity profiles (U) at different sections of micro-channel for various values ofB. Thisfigure shows that with increasingX, velocity profile becomes smoother; as a result, the shear stress increases near the walls. It is also found from Fig. 5that with increasing slip coefficient the slip velocity increases. For the case ofB¼0.05, with increasingX, the slip ve- locity enhances that leads to a smoother velocity profile. For ex- ample, slip velocity values are approximately 0.25, 0.40 and 0.60 at X¼0.1, 0.3 and 0.6, respectively.
5.3. Effects of Hartmann number
Fig. 6 shows U profiles along the vertical line in developed region of micro-channel for various Hartman numbers and slip coefficients of 0.005 and 0.05. We know that applying the mag- neticfield leads to the generation of the Lorentz force in the re- verse direction of movement of nano-fluid. Hence, the stronger magneticfield can lead to less maximum ofUat horizontal cen- terline and greaterfluid velocity near to the walls. Consequently, the fully developed velocity profile would vary with Ha. This be- havior can be found well in Fig. 6 at B¼0.005; thus, stronger
magnetic field leads to thinner boundary layer along the walls.
Furthermore, the growth of thickness of the boundary layer is small at greater Ha values.
It can be also observed inFig. 6that the slip velocity is changed by Hartmann number atB¼0.05. As shown in thisfigure, magnetic field affectsthe slip velocity on the walls of micro-channels such that slip velocity increases with increasing Hartmann number. For example,slip velocity is equal to 0.25 for in absence of magnetic field, while it would be 0.5 and 0.65 for Ha¼20 and Ha¼40, respectively.
In order to demonstrate the effects of Ha on
θ
profiles, the temperature profiles ofθ
at different sections of micro-channel under various values of Ha forB¼0.005 andB¼0.05 are displayed inFigs. 7and8, respectively. In bothfigures, atX¼0.3L, where the flow is not significantly affected by the cold walls, the temperature and its gradient are great. The high temperature gradient indicates that the heat transfer rate in this zone is considerable. In the middle of the micro-channel (0.5LrXr0.6L), where nano-fluid exchanges heat with the cold walls, the slope of the temperature profile is reduced. In the area near the outlet (XZ0.7L), nano-fluid tends to the temperature of the walls, and the temperature gra- dient is reduced. Comparison of temperature profiles in the ab- sence of magneticfield (Ha¼0) with those at Ha¼40 indicates that the nanofluid temperature in the various sections of the mi- cro-channel decreases and tends to the wall's one in the presence of magneticfield Ha¼40. This fact denotes more heat transferFig. 7. Temperature profiles ofθatϕ¼0.0, Re¼20,B¼0.005, Ha¼0 and Ha¼40 for different cross sections of the micro-channel.
Fig. 8.Temperature profiles ofθatϕ¼0.0, Re¼20,B¼0.05, Ha¼0 and Ha¼40 for different cross sections of the micro-channel.
existences due to more nanofluid velocity near the walls for the case of H¼40.
Comparison between Figs. 7 and 8 shows that temperature profiles for the case ofB¼0.005 are almost similar to those for the case ofB¼0.05, implying the inconsiderable effects ofBon tem- perature profiles. Fig. 9 displays the isotherms in the micro- channel at Reynolds numbers of 20 and 200. Thisfigure denotes a good visual aspect of nanofluidflow through the micro-channel.
5.4. Effects of Carbon nano-tubes concentration
Fig. 10depicts the ofUsalong the micro-channel wall at various values of B for Ha¼0, Ha¼20 and Ha¼40. Us starts from its
maximum value at inlet and then it diminishes with increasingX and, eventually, becomes constant along the wall. Furthermore, slip coefficient significantly affects the slip velocity such that it increases with enhancing slip coefficient. However, this event could be severely invigorated for more Ha.
Moreover,Fig. 11illustrates NuXalong the micro-channel wall at Re¼20,B¼0.005, Ha¼0 and Ha¼40 for different values of
ϕ
.Nusselt number starts from its maximum value at X¼0.3L and then decreases mildly along the micro-channel length. More
ϕ
corresponds to more Nu however the effects of Ha can be ignored at low values of Reynolds like Re¼20. In spite of that, the positive effect of Re on Nu can be observed well inFig. 12. It is well known that the effects of slip coefficient are significant especially at en- trance length. On the other hand, less Re leads to lower entrance length; so that the effects of slip coefficient on Nu would be negligible at Re¼20 in comparison with those of Re¼200.
More focus on heat transfer rate, the influences of all Ha,
ϕ
,Band Re on Numare presented inFig. 13. It is seen that higher values of Nu can be achieved at larger amounts of Hartman number and volume fraction at higher Reynolds number (Re¼200). There is inconsistency in this figure which means the slop of line is not constant and decreases with Ha. This event obviously shows that higher Hartmann number corresponds to more Nusselt number;
however this increasing trend will not achieve continuously. As a result more Ha (Ha450) might not be useful for this purpose.
Fig. 10.Slip velocity profiles along the micro-channel wall atB¼0.005 andB¼0.05 for different values of Ha.
Fig. 9.Isotherms at ϕ¼0.0, B¼0.005, Ha¼0 for Re¼20 (top) and Re¼200 (bottom).
Fig. 11.NuXalong the micro-channel wall at Re¼20,B¼0.005, Ha¼0 and Ha¼40 for different values ofϕ.
6. Conclusion
Simulation of forced convection of FMWNT-water nano-fluid in a two dimensional micro-channel under a magneticfield for slip flow regime is performed. Slip velocity and constant wall tem- perature were considered as boundary conditions. The effects of Hartmann number, Reynolds number, slip coefficient and solid volume fraction on velocity, temperature and Nusselt number were investigated. The following results were obtained:
With increasing slip coefficient the slip velocity increased. The stronger magnetic field leaded to less maximum of U at horizontal centerline and greaterfluid velocity near to the walls.Consequently, the fully developed velocity profile would vary with Ha. Moreover, stronger magneticfield leaded to thinner boundary layer along the walls. Furthermore, the growth of thickness of the boundary layer was small at greater Ha values.
Magneticfield affected the slip velocity on the walls of micro- channels such that slip velocity increased with increasing Hartmann number. There was more heat transfer rate due to more nanofluid ve- locity near the walls in the presence of magneticfield. At higher Hartmann numbers, the effects of slip coefficient on the slip velocity were more than that at lower Hartmann numbers. More solid volume fractions corresponded to more Nu, while the effects of Ha were negligible at low values of Reynolds. Higher values of Nu were achieved at larger amounts of Hart- man number and volume fraction at higher Reynolds number (Re¼200).References
[1]M. Baratpour, A. Karimipour, M. Afrand, S. Wongwises, Effects of temperature and concentration on the viscosity of nanofluids made of single-wall carbon nanotubes in ethylene glycol, Int. Commun. Heat Mass Transf. 74 (2016) 108–113.
[2]M. Afrand, D. Toghraie, B. Ruhani, Effects of temperature and nanoparticles concentration on rheological behavior of Fe3O4–Ag/EG hybrid nanofluid: an experimental study, Exp. Therm. Fluid Sci. 77 (2016) 38–44.
[3]S.S. Harandi, A. Karimipour, M. Afrand, M. Akbari, A. D'Orazio, An experimental study on thermal conductivity of F-MWCNTs–Fe3O4/EG hybrid nanofluid: ef- fects of temperature and concentration, Int. Commun. Heat Mass Transf. 76 (2016) 171–177.
[4]M. Afrand, K. Nazari Najafabadi, M. Akbari, Effects of temperature and solid volume fraction on viscosity of SiO2-MWCNTs/SAE40 hybrid nanofluid as a coolant and lubricant in heat engines, Appl. Therm. Eng. 102 (2016) 45–54.
[5]H. Eshgarf, M. Afrand, An experimental study on rheological behavior of non- Newtonian hybrid nano-coolant for application in cooling and heating sys- tems, Exp. Therm. Fluid Sci. 76 (2016) 221–227.
[6] M. Soltanimehr, M. Afrand, Thermal conductivity enhancement of COOH- functionalized MWCNTs/ethylene glycol-water nanofluid for application in heating and cooling systems, Appl. Therm. Eng. (2016), http://dx.doi.org/
10.1016/j.applthermaleng.2016.03.089.
Fig. 12.NuX along the micro-channel wall at ϕ¼0.0025, Ha¼20, Re¼20 and Re¼200 forB¼0.005 andB¼0.05.
Fig. 13.Numon the micro-channel upper wall at different values of Ha,ϕandBfor Re¼20 and Re¼200.
[7]A. Karimipour, A.H. Nezhad, A. Behzadmehr, S. Alikhani, E. Abedini, Periodic mixed convection of a nanofluid in a cavity with top lid sinusoidal motion proceedings of the Institution of Mechanical Engineers, Part C: J. Mech. Eng.
Sci. 225 (2011) 2149–2160.
[8]M.H. Esfe, A.A.A. Arani, A. Karimipour, S.S.M. Esforjani, Numerical simulation of natural convection around an obstacle placed in an enclosurefilled with different types of nanofluids, Heat. Transf. Res. 45 (3) (2014) 279–292.
[9]S. Shamshirband, A. Malvandi, A. Karimipour, M. Goodarzi, M. Afrand, D. Petković, M. Dahari, N. Mahmoodian, Performance investigation of micro- and nano-sized particle erosion in a 90°elbow using an ANFIS model, Powder Technol. 284 (2015) 336–343.
[10]M.H. Esfe, S. Saedodin, N. Sina, M. Afrand, S. Rostami, Designing an artificial neural network to predict thermal conductivity and dynamic viscosity of ferromagnetic nanofluid, Int. Commun. Heat Mass Transf. 68 (2015) 50–57.
[11]M. Hemmat Esfe, M. Akbari, A. Karimipour, M. Afrand, O. Mahian,
S. Wongwises, Mixed-convectionflow and heat transfer in an inclined cavity equipped to a hot obstacle using nanofluids considering temperature-depen- dent properties, Int. J. Heat Mass Transf. 85 (2015) 656–666.
[12]S. Tahir, M. Mital, Numerical investigation of laminar nanofluid developing flow and heat transfer in a circular channel, Appl. Therm. Eng. 39 (2012) 8–14.
[13]Z. Nikkhah, A. Karimipour, M.R. Safaei, P. Forghani-Tehrani, M. Goodarzi, M. Dahari, S. Wongwises, Forced convective heat transfer of water/functio- nalized multi-walled carbon nanotube nanofluids in a microchannel with oscillating heatflux and slip boundary condition, Int. Commun. Heat Mass Transf. 68 (2015) 69–77.
[14]A. Malvandi, D.D. Ganji, Effects of nanoparticle migration on hydromagnetic mixed convection of alumina/water nanofluid in vertical channels with asymmetric heating, Phys. E: Low-Dimens. Syst. Nanostruct. 66 (2015) 181–196.
[15]J.F. Tullius, R. Vajtai, Y. Bayazitoglu, A review of cooling in microchannels, Heat Transf. Eng. 32 (2011) 527–541.
[16]S. Chol, Enhancing thermal conductivity offluids with nanoparticles, ASME- Publications-Fed 1995, pp. 99–106.
[17]A. Karimipour, New correlation for Nusselt number of nanofluid with Ag/
Al2O3/Cu nanoparticles in a microchannel considering slip velocity and tem- perature jump by using lattice Boltzmann method, Int. J. Therm. Sci. 91 (2015) 146–156.
[18]A. Karimipour, A. Hossein Nezhad, A. D’Orazio, M. Hemmat Esfe, M.R. Safaei, E. Shirani, Simulation of copper–water nanofluid in a microchannel in slipflow regime using the lattice Boltzmann method, Eur. J. Mech.–B/Fluids 49 Part A (2015) 89–99.
[19]M.H. Esfe, M. Akbari, D. Toghraie, A. Karimipour, M. Afrand, Effect of nanofluid variable properties on mixed convectionflow and heat transfer in an inclined two-sided lid-driven cavity with sinusoidal heating on sidewalls, Heat Transf.
Res. 45 (2014) 409–432.
[20]R.U. Haq, Z.H. Khan, W.A. Khan, Thermophysical effects of carbon nanotubes on MHDflow over a stretching surface, Phys. E: Low-Dimens. Syst. Nanostruct.
63 (2014) 215–222.
[21]M.H. Esfe, A. Karimipour, W.M. Yan, M. Akbari, M.R. Safaei, M. Dahari, Ex- perimental study on thermal conductivity of ethylene glycol based nanofluids containing Al2O3nanoparticles, Int. J. Heat Mass Transf. 88 (2015) 728–734.
[22]M. Goodarzi, M.R. Safaei, H.F. Oztop, A. Karimipour, E. Sadeghinezhad, M. Dahari, S.N. Kazi, N. Jomhari, Numerical study of entropy generation due to coupled laminar and turbulent mixed convection and thermal radiation in an enclosurefilled with a semitransparent medium, Sci. World J. (2014).
[23]S.E. Ghasemi, M. Hatami, A.K. Sarokolaie, D.D. Ganji, Study on bloodflow containing nanoparticles through porous arteries in presence of magneticfield using analytical methods, Phys. E: Low-Dimens. Syst. Nanostruct. 70 (2015) 146–156.
[24]R.U. Haq, S. Nadeem, Z.H. Khan, N.S. Akbar, Thermal radiation and slip effects on MHD stagnation pointflow of nanofluid over a stretching sheet, Phys. E:
Low-Dimens. Syst. Nanostruct. 65 (2015) 17–23.
[25]M.H. Esfe, A. Naderi, M. Akbari, M. Afrand, A. Karimipour, Evaluation of thermal conductivity of COOH-functionalized MWCNTs/water via temperature and solid volume fraction by using experimental data and ANN methods, J.
Therm. Anal. Calorim. 121 (3) (2015) 1273–1278.
[26]N.S. Akbar, Ferromagnetic CNT suspended H2OþCu nanofluid analysis through composite stenosed arteries with permeable wall, Phys. E: Low-Di- mens. Syst. Nanostruct. 72 (2015) 70–76.
[27]Goodarzi Marjan, M.R. Safaei, A. Karimipour, K. Hooman, M. Dahari, S.N. Kazi, E. Sadeghinezhad, Comparison of thefinite volume and lattice Boltzmann methods for solving natural convection heat transfer problems inside cavities and enclosures, In: Abstract and Applied Analysis 2014 (2014), Hindawi Pub- lishing Corporation.
[28] A. Karimipour, M. Afrand, M. Akbari, M.R. Safaei, Simulation offluidflow and heat transfer in the inclined enclosure, in: Proceedings of World Academy of Science, Engineering and Technology, vol. 61, pp. 435–440.
[29]G. Bird, Molecular Gas Dynamics and the Direct Simulation of Gas Flows, Oxford, 1994.
[30]A. Karimipour, A.H. Nezhad, A. D’Orazio, E. Shirani, The effects of inclination angle and Prandtl number on the mixed convection in the inclined lid driven
cavity using lattice Boltzmann method, J. Theor. Appl. Mech. 51 (2013) 447–462.
[31]A. Karimipour, A.H. Nezhad, A. D’Orazio, E. Shirani, Investigation of the gravity effects on the mixed convection heat transfer in a microchannel using lattice Boltzmann method, Int. J. Therm. Sci. 54 (2012) 142–152.
[32] A. Raisi, B. Ghasemi, S.M. Aminossadati, A numerical study on the forced convection of laminar nanofluid in a microchannel with both slip and no-slip conditions, Numer. Heat Transf. Part A: Appl. 59 (2011) 114–129.
[33] M. Mital, Analytical analysis of heat transfer and pumping power of laminar nanofluid developingflow in microchannels, Appl. Therm. Eng. 50 (2013) 429–436.
[34] A. Akbarinia, M. Abdolzadeh, R. Laur, Critical investigation of heat transfer enhancement using nanofluids in microchannels with slip and non-slipflow regimes, Appl. Therm. Eng. 31 (2011) 556–565.
[35] W.H. Mah, Y.M. Hung, N. Guo, Entropy generation of viscous dissipative na- nofluidflow in microchannels, Int. J. Heat Mass Transf. 55 (2012) 4169–4182.
[36] P.K. Singh, P.V. Harikrishna, T. Sundararajan, S.K. Das, Experimental and nu- merical investigation into the hydrodynamics of nanofluids in microchannels, Exp. Therm. Fluid Sci. 42 (2012) 174–186.
[37]Y.T. Yang, F.H. Lai, Numerical study offlow and heat transfer characteristics of alumina-water nanofluids in a microchannel using the lattice Boltzmann method, Int. Commun. Heat Mass Transf. 38 (2011) 607–614.
[38] M. Afrand, S. Farahat, A. Hossein Nezhad, G.A. Sheikhzadeh, F. Sarhaddi, Nu- merical simulation of electrically conductingfluidflow and free convective heat transfer in an annulus on applying a magneticfield, Heat Transf. Res. 45 (2014) 749–766.
[39] M. Afrand, S. Farahat, A. Hossein Nezhad, G.A. Sheikhzadeh, F. Sarhaddi, 3-D numerical investigation of natural convection in a tilted cylindrical annulus containing molten potassium and controlling it using various magneticfields, Int. J. Appl. Electromagn. Mech. 46 (2014) 809–821.
[40] M. Mahmoodi, M. Hemmat Esfe, M. Akbari, A. Karimipour, M. Afrand, Mag- neto-natural convection in square cavities with a source-sink pair on different walls, Int. J. Appl. Electromagn. Mech. 47 (2015) 21–32.
[41]M. Afrand, S. Farahat, A. Hossein Nezhad, G.A. Sheikhzadeh, F. Sarhaddi, S. Wongwises, Multi-objective optimization of natural convection in a cy- lindrical annulus mold under magneticfield using particle swarm algorithm, Int. Commun. Heat Mass Transf. 60 (2015) 13–20.
[42] M. Afrand, N. Sina, H. Teimouri, A. Mazaheri, M.R. Safaei, M. Hemmat Esfe, J. Kamali, D. Toghraie, Effect of magneticfield on free convection in inclined cylindrical annulus containing molten potassium, Int. J. Appl. Mech. 7 (2015) 1550052, 16 pages.
[43] M. Afrand, S. Rostami, M. Akbari, S. Wongwises, M. Hemmat Esfe,
A. Karimipour, Effect of induced electricfield on magneto-natural convection in a vertical cylindrical annulusfilled with liquid potassium, Int. J. Heat Mass Transf. 90 (2015) 418–426.
[44]H. Teimouri, M. Afrand, N. Sina, A. Karimipour, A.H.M. Isfahani, Natural con- vection of liquid metal in a horizontal cylindrical annulus under radial mag- neticfield, Int. J. Appl. Electromagn. Mech. 49 (2015) 453–461.
[45] R. Ellahi, The effects of MHD and temperature dependent viscosity on theflow of non-Newtonian nanofluid in a pipe: analytical solutions, Appl. Math. Model.
37 (2013) 1451–1467.
[46] B. Ghasemi, S.M. Aminossadati, A. Raisi, Magneticfield effect on natural convection in a nanofluid-filled square enclosure, Int. J. Therm. Sci. 50 (2011) 1748–1756.
[47]M. Sheikholeslami, M. Gorji-Bandpy, D.D. Ganji, S. Soleimani, S.M. Seyyedi, Natural convection of nanofluids in an enclosure between a circular and a sinusoidal cylinder in the presence of magneticfield, Int. Commun. Heat Mass Transf. 39 (2012) 1435–1443.
[48] L. Zheng, J. Niu, X. Zhang, Y. Gao, MHDflow and heat transfer over a porous shrinking surface with velocity slip and temperature jump, Math. Comput.
Model. 56 (2012) 133–144.
[49] S.M. Aminossadati, A. Raisi, B. Ghasemi, Effects of magneticfield on nanofluid forced convection in a partially heated microchannel, Int. J. Non-Linear Mech.
46 (2011) 1373–1382.
[50] A. Amrollahi, A.M. Rashidi, R. Lotfi, M. Emami Meibodi, K. Kashefi, Convection heat transfer of functionalized MWNT in aqueousfluids in laminar and tur- bulentflow at the entrance region, Int. Commun. Heat Mass Transf. 37 (2010) 717–723.
[51]K. Hooman, A. Ejlali, Effects of viscous heating,fluid property variation, ve- locity slip, and temperature jump on convection through parallel plate and circular microchannels, Int. Commun. Heat Mass Transf. 37 (1) (2010) 34–38.
[52] A.K. Santra, S. Sen, N. Chakraborty, Study of heat transfer due to laminarflow of copper–water nanofluid through two isothermally heated parallel plates, Int. J. Therm. Sci. 48 (2009) 391–400.
[53] F.M. Abbasi, T. Hayat, A. Alsaedi, Peristaltic transport of magneto-nanoparticles submerged in water: model for drug delivery system, Phys. E: Low-Dimens.
Syst. Nanostruct. 68 (2015) 123–132.
[54] M.H. Esfe, A.A.A. Arani, M. Rezaie, W.M. Yan, A. Karimipour, Experimental determination of thermal conductivity and dynamic viscosity of Ag–MgO/
water hybrid nanofluid, Int. Commun. Heat Mass Transf. 66 (2015) 189–195.