Engineering Science and Technology, an International Journal 19 (2016) 189–196 Contents lists available at ScienceDirect Engineering Science and Technology, an International Journal j o u r n a l h o m e p a g e : h t t p : / / w w w. e l s e v i e r. c o m / l o c a t e / j e s t c h Press: Karabuk University, Press Unit ISSN (Printed) : 1302-0056 ISSN (Online) : 2215-0986 ISSN (E-Mail) : 1308-2043 H O S T E D BY Available online at www.sciencedirect.com ScienceDirect Full Length Article Agitation of yield stress fluids in different vessel shapes Houari Ameur * Institut des Sciences et Technologies, Centre Universitaire Salhi Ahmed CUN-SA, BP 66, Naama 45000, Algeria A R T I C L E I N F O Article history: Received 18 February 2015 Received in revised form 20 June 2015 Accepted 20 June 2015 Available online 20 August 2015 Keywords: Mechanical agitation CFD Yield stress fluid Flow pattern Power consumption A B S T R A C T The Agitation of yields stress fluids with a six-curved-blade impeller (Scaba 6SRGT) is numerically investigated in this paper. The xanthan gum solution in water which is used as a working fluid is modeled by the Herschel–Bulkley model. The main purpose of this paper is to investigate the effect of vessel design on the flow patterns, cavern size and energy consumption. Three different vessel shapes have been performed: a flat bottomed cylindrical vessel, a dished bottomed cylindrical vessel and a closed spherical vessel. The comparison between the results obtained for the three vessel configurations has shown that the spherical shapes provide uniform flows in the whole vessel volume and require less energy consumption. Effects of the agitation rate and the impeller clearance from the tank bottom for the spherical vessel are also investigated. Some predicted results are compared with other literature data and a satisfactory agreement is found. © 2015, Karabuk University. Production and hosting by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). 1. Introduction Agitation is of a great importance and it is used in many industrial processes. In the various applications, stirred tanks are required to fulfill several needs like suspension of solid particles, dispersion of gases into liquids, heat and mass transfer, etc. Although many experimental as well as numerical studies on liquid flows in cylindrical vessels have been published, very little attention has been paid to the study of flow fields and energy consumption in fully closed vessels. Nagata [1] proposes the use of hemispherical bottomed cylindrical reactors, envisaging probably the improvement of the reactor efficiency, due to the cancellation of the profile discontinuity at the wall-bottom junction. Other researchers [2–4] studied the power consumption in closed vessels for Newtonian fluids; they noticed a discrepancy between their results (closed vessels) and the same type of results for open vessels. For a Newtonian fluid, Medek and Fort [5] studied experimentally the distribution of pressure along the lid of fully filled closed cylindrical vessels at mixing by high-speed impellers (a Rushton turbine or a pitched bladed turbine). They found that the power input is not greater than that of an open cylindrical reactor, and the pumping number of the same impeller is increased by approximately 10% probably due to the uniformization of the flow pattern at the top end of the reactor. * Tel.: +213770343722, fax: +21349797640. E-mail address: houari_ameur@yahoo.fr Peer review under responsibility of Karabuk University. Armenante et al. [6] determined, by experiments and CFD simulations, the velocity profiles and the turbulent kinetic energy distribution for the flow generated by a pitched-blade turbine in an unbaffled, flat-bottom, cylindrical tank provided with a lid, and completely filled with water. By numerical simulations, Ciofalo et al. [7] studied the Newtonian turbulent flow in closed and free surface unbaffled tanks stirred by flat-bladed impellers. For a low viscous Newtonian fluid and turbulent flow regime, Taca and Paunescu [8] studied experimentally the power input in a spherical closed vessel stirred by a Rushton turbine or six pitched blade impeller. Taca and Paunescu [9] reported that the optimum shape a vessel used for the suspension of solid particles should have is the spherical one. These authors reported also that some anomalies have also been noticed for the fully filled lidded cylindrical reactors, as compared to the open reactors: the decrease of the power number for turbulent regime (Re > 75,000), with the increase of Reynolds number and the impeller diameter. By CFD simulations, Yapici and Basturk [10] studied the conjugate heat transfer and homogeneously mixing two immiscible different fluids in a stirred and heated hemispherical vessel. For a Newtonian fluid and turbulent flow regime, Ammar et al. [11] studied by numerical simulations the effect of vessel design on the flow pattern generated with a pitched blade turbine. Agitation of yield stress fluids results in the formation of a cavern (well mixed region) around the impeller [12,13] and isolated regions far away. Some works have been published using curved blade impellers to evaluate the cavern size as a function of the power drawn by yield stress fluids including those by Galindo and Nienow [14,15] for Lightnin A315 and Scaba 6SRGT impellers; Amanullah et al. [16] http://dx.doi.org/10.1016/j.jestch.2015.06.007 2215-0986/© 2015, Karabuk University. Production and hosting by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http:// creativecommons.org/licenses/by-nc-nd/4.0/). 190 H. Ameur / Engineering Science and Technology, an International Journal 19 (2016) 189–196 Fig. 1. Agitation system. for axial flow SCABA 3SHPI impeller; Serrano-Carreon and Galindo [17] for four different impellers (Rushton turbine, Chemineer He3, CD-6 and Scaba 6SRGT) in individual and dual arrangements; Pakzad et al. [13,18,19] and Ameur et al. [20] for SCABA 6SRGT impellers. Pakzad et al. [21] were interested with the agitation of viscoplastic fluids by Scaba-anchor coaxial mixers. For stirring shear thinning fluids, Ameur and Bouzit [22] studied the effect of curvature blade on the power consumption. They found that the curve bladed impeller requires less power consumption compared with the flat bladed impeller. Our search in the literature shows that a little space has been reserved to the agitation of viscoplastic fluids by curved-bladed impellers within closed vessels. Therefore, the main purpose of this paper is to investigate the flow fields and the energy required for the agitation of viscoplastic fluids by a Scaba 6SRGT impeller. We focus on the effects of vessel design on the flow fields, cavern size and energy consumption. Three geometric configurations are realized to perform the test: a flat bottomed cylindrical vessel, a dished bottomed cylindrical vessel and a spherical vessel. Effects of the agitation rate and the impeller clearance within a closed vessel are also investigated. 2. Mixing system Effects of the vessel design are investigated in this paper by realizing three types of vessels: a flat bottomed cylindrical vessel, a dished bottomed cylindrical vessel and a spherical vessel (Fig. 1). Each vessel is equipped by a Scaba 6SRGT impeller (Fig. 2) which consists of six curved blades fixed on a disc with 8 mm of thickness. The disc is attached on a cylindrical central shaft of diameter ds/ D = 0.05. The vessel height (H) is equal to its diameter (D), D = 400 mm. All other parameters are listed in Table 1. Effects of the impeller clearance from the tank bottom are also studied. Three different configurations are realized for this purpose and which are: c/D = 0.2, 0.35 and 0.5, respectively. 3. Mathematical background The xanthan gum solution in water used in this study has a yield stress behavior modeled by the Herschel–Bulkley model [18]. Thus, its apparent viscosity (η) is given by: η= τy + K γ n−1 γ (1) where τy is the yield stress, γ is the shear rate, and K and n are the consistency index and the flow behavior index, respectively. According to the measurements conducted by Galindo and Nienow [15], the rheological properties of the xanthan gum solution used were summarized in Table 2. The Herschel–Bulkley model used causes a numerical problem during the CFD simulations because the non-Newtonian viscosity becomes unbounded at small shear rate. This behavior causes instability during computation [23]. Thus, the modified Herschel– Bulkley model was employed to avoid the numerical instability. It was assumed that the xanthan gum solution acts as a very viscous fluid with viscosity μo at τ ≤ τy and the fluid behavior is described by a power law model at τ > τy [23]: η = μ0 at τ ≤ τ y n n ⎡ ⎛τ ⎞ ⎤ τ y + K ⎢γ n − ⎜ y ⎟ ⎥ ⎝ μ0 ⎠ ⎦ ⎣ η= at τ > τ y γ (2) Table 1 Vessel parameters. [mm] D H d ds dt bt 400 400 60 20 8 6 Table 2 Rheological properties of the xanthan gum solution used in this work. Fig. 2. Geometrical parameters of the impeller. Xanthan gum concentration % (in mass content) K [Pa sn] n [−] τy [Pa] 3.5 33.1 0.18 20.6 H. Ameur / Engineering Science and Technology, an International Journal 19 (2016) 189–196 The Metzner–Otto correlation [24] was employed to calculate the modified Reynolds number for the Herschel–Bulkley fluids: Re y = ρNd ρNd ρNd ρN d ks ρN d ks = = = = n η τ γ avg τ ks N τ τ y + K (k s N ) 2 2 2 2 2 2 2 (3) ∫ ηQdv (4) vessel volume The power number is calculated according to this equation: NP = P ρN 3d 5 V*z Num [present work] Exp [13] 0.08 0.06 where γ avg is the average shear rate and ks is a Metzner–Otto constant. The power consumption is a macroscopic result obtained by integration on the impeller surface of the local power transmitted by the impeller to the fluid: P= 191 (5) 0.04 0.02 0.00 -0.02 -0.04 -0.06 -0.08 0.0 0.2 0.4 0.6 0.8 1.0 4. Numerical method In this section, only a brief description of the computational techniques used in this work is presented. Further details can be found in a previous paper [25]. Once the discretization of the flow domain (tetrahedral mesh) has been performed using ICEM-CFD, the CFD solver CFX 13.0, Ansys Inc., is used to obtain values for the velocity components and pressure at each of the node points. The solver uses a full finite volume formulation to solve the fully-coupled mass and momentum conservation equations. The flow fields are solved in a rotating frame of reference in which the flow is time-independent. In this study, the Reynolds number is varying from 1 to 3000. Even if the flow is not fully into the turbulent regime, we should simulate the flow as being turbulent. Fortunately, the turbulent properties vanish when in the laminar flow, so the correct way of simulating in the transitional regime is using a turbulence model. In our study, we have used the SST model with specified intermittency of turbulence. In each simulation, the solution is considered converged when the normalized residuals for the three velocity components and the pressure all fall below 10−6. Calculation of the velocity and pressure fields takes between 90 and 300 iterations to converge and each run takes less than five hours of CPU time. The computations were run in Core i7 CPU 2.20 GHz with 8.0 GB of RAM. 5. Results and discussion Fig. 3. Axial velocity for Rey = 80.9, n = 0.12. was ejected horizontally from the impeller and it was directed in one of 2 ways. Either the fluid flowed up the wall toward the top surface and then back down the impeller shaft, forming a recirculation zone above the impeller, or the material was directed down to the dish center and was pulled up through the center of the dish back to the blade, forming a second recirculation zone below the impeller. In a comparison between the three cases, the recirculation loop center is very close to the blade tip for the spherical vessel, and this is due to the vessel design. The pressure distribution inside the three vessel shapes is also presented (Fig. 6). As remarked, the pressure is strong in the area swept by the impeller and highest value is reached at the blade tip for the three vessels. In a comparison between the three cases, the spherical shape yields the stronger pressure on the blade tip. For a flat bottomed cylindrical vessel (Fig. 7a), we remark that the liquid tends to move mainly along circular trajectories, resulting in weak radial flows directed toward the tank walls and small relative velocities between the impeller and the fluid. This results in a poor axial mixing and in the formation of a vortex on the free Np Exp [26] Num [Present work] 10 At the beginning, it is necessary to check the validity of the CFD code and the numerical method performed. For this objective, we referred to the experimental work presented by Pakzad et al. [13]. With the same geometry (i.e. a baffled cylindrical vessel with a flat bottom), variations of the axial velocity along the vessel height are predicted and presented on Fig. 3. Another validation is made with the experimental data of Woziwodzki and Słowiński [26]. These authors used other impellers but the same type of fluid. For a Rushton turbine and a Xanthan gum solution with 1% of concentration, values of the power number versus Reynolds number are presented on Fig. 4. As observed on these figures (Figs. 3 and 4), the comparison between our numerical results and the other experimental data shows a satisfactory agreement. 5.1. Effect of vessel shape Figure 5 presents the flow patterns in a vertical plane containing the blade. It can be observed that for any vessel shape, the fluid Z* 1 10 100 Rey Fig. 4. Power consumption for a Rushton turbine and 1% of Xanthan gum concentration. 192 H. Ameur / Engineering Science and Technology, an International Journal 19 (2016) 189–196 Fig. 5. Flow patterns for Rey = 2500, c/D = 0.5, (a) flat bottomed cylindrical vessel, (b) dished bottomed cylindrical vessel, (c) spherical vessel. surface of the liquid, whose depth depends on the impeller rotational speed. This is due to the absence of baffles. At the same impeller rotational speed, if we change the vessel shape by using a dished bottom, it can reduce the size of the vortex which is formed on the free surface of the liquid (Fig. 7c). The agitation of viscoplastic fluids results in the formation of a well stirred region (cavern) near the impeller and stagnant zones elsewhere. The stagnant zones yield poor heat and mass transfer rates, high temperature gradients, etc. [27]. Therefore, the cavern size should be increased as well as much as possible. Figure 8 presents the cavern size generated by the Scaba for different vessel shapes. As observed, the cavern is limited in the area swept by the turbine. Another remark is that the difference is slight between the three cases studied for low Reynolds number. The Fig. 6. Pressure distribution for Rey = 2500, c/D = 0.5, (a) flat bottomed cylindrical vessel, (b) dished bottomed cylindrical vessel, (c) spherical vessel. Fig. 7. Flow patterns for Rey = 1000, c/D = 0.2, (a) flat bottomed cylindrical vessel, (b) dished bottomed cylindrical vessel, (c) spherical vessel. H. Ameur / Engineering Science and Technology, an International Journal 19 (2016) 189–196 193 Fig. 8. Cavern size for c/D = 0.5, (a) flat bottomed cylindrical vessel, (b) dished bottomed cylindrical vessel, (c) spherical vessel. increasing Reynolds number yields a wider cavern for cylindrical vessels than the spherical vessel (Fig. 8). But and if the impeller is placed very close to the vessel base (Fig. 7), toroidal vortices will appear near the free surface of liquid within cylindrical vessels. These vortices may cause huge vibrations and consequently a damage of the rotating impeller. This issue can be eliminated by using a spherical closed design. At the vessel mid-height (Z* = 0.5), the radial velocity component is presented along the vessel radius for the three types of vessel (Fig. 9a). We remark that the flat bottomed cylindrical vessel generates a powerful radial jet of flow when compared with the two other cases. The axial velocity component (V*z) is also presented for more description of the hydrodynamics induced (Fig. 9b). The V*z profiles are plotted along the vessel height (Z*) for a radial position near the blade tip (R* = 0.6). The minus sign of velocity indicates the existence of a recirculation zone. At the lower part of the vessel, the axial velocity magnitude is intense for the case 1. However, at the upper part of the vessel, this velocity component becomes more intense within the spherical vessel. The uniformization of the flow pattern at the vessel’s upper part (for a closed spherical vessel) results in the recovery of centrifugal forces and the increase of impeller flow rate. As reported by Taca and Paunescu [8], the closed vessels are highly useful in several mixing processes, especially if steep pressures are needed and when the operation of agitation without the presence of dispersed gases (air) are needed. A closed vessel is also favorable as the whole vessel can be used since it may be filled all the way to the top. Moreover, the vessel bases are not required for preventing the vortex formation. Vr* Z* Flat bottomed cylindrical vessel Dished bottomed cylindrical vessel Spherical vessel 0.30 5.2. Effect of impeller clearance The impeller location has an important effect on the performance of a mixing system. In this section, we investigate the effect of impeller clearance from the tank bottom. Three geometric Flat bottomed cylindrical vessel Dished bottomed cylindrical vessel Spherical vessel 1.2 1.0 0.25 0.8 0.20 0.6 0.15 0.4 0.10 0.2 0.05 0.0 0.00 0.2 0.4 0.6 (a) 0.8 1.0 R* -0.04 -0.03 -0.02 -0.01 0.00 0.01 0.02 (b) Fig. 9. Velocity profiles for Rey = 1000, θ = 0°, c/D = 0.2, (a) Radial component at Z* = 0.5 (b) Axial component at R* = 0.6. 0.03 0.04 Vz* 194 H. Ameur / Engineering Science and Technology, an International Journal 19 (2016) 189–196 Fig. 10. Flow patterns for Rey = 70. configurations have been tested for a spherical vessel and which are: c/D = 0.5, 0.35 and 0.2. As observed on Fig. 10a, the fluid flow is blocked near the vessel base when the impeller clearance is very small, resulting in higher power consumption (Fig. 11). On the other hand, the rest of the vessel is poorly stirred (Fig. 10b). Knowledge of the power consumption is very important for the choice of the system installed. The power consumption depends on all parameters characterizing the impeller geometry, the vessel geometry and the impeller rotational speed. Figure 11 presents the numerical values of the power consumption required for different vessel shapes and different clearances from the vessel base. The numerical investigations showed the superior performances of spherical reactors, as compared to the classical flat bottomed and dished bottomed cylindrical reactor. The improved Flat bottomed cylindrical vessel Dished bottomed cylindrical vessel Spherical vessel Np 4.8 4.7 4.6 efficiency of the spherical reactor is due to its shape, having non contour discontinuities at the wall-bottom and wall-lid junctions, as would be the case for a cylindrical vessel. That demonstrates the existence of the so-called “sphere effect” [9]. 5.3. Effect of Reynolds number The flow patterns generated by the Scaba for different agitation rates are presented on Fig. 12. With a low Reynolds number (Case 1: Rey = 50), we remark that the radial flow impinging from the impeller blade is weak, and centers of the recirculation loops which are formed above and below the impeller are located in the area swept by the blade. With increasing Reynolds number (Case 2: Rey = 200), these recirculation loops are displaced horizontally toward the tank sidewalls. The center of each loop is located at the blade tip in this case. With a greater Reynolds number (Case 3: Rey = 3000), these loops are detached from the blade tip. This is due to the higher radial jet which can increase the size of these structures. For more details on this phenomenon, we presented on Fig. 13 the variation of axial velocity along the vessel radius for two locations: Z* = 0.26 (below the impeller) and Z* = 0.44 (above the impeller). The minus sign of the velocity indicates the existence of a recirculation loop. As observed, the increase of Reynolds number yields a larger recirculation zone and a wider cavern (Fig. 13b). 6. Conclusion 4.5 4.4 4.3 0.20 0.25 0.30 0.35 0.40 0.45 Fig. 11. Power consumption for Rey = 4. 0.50 c/D The flow fields and the energy required for the agitation of viscoplastic fluids by a Scaba 6SRGT impeller have been numerically investigated. Three different vessels were used to study the design effect on the mixing system characteristics, namely: a flat bottomed cylindrical vessel, a dished bottomed cylindrical vessel and a spherical vessel. For any vessel shape, the flow impinging from the Scaba is radial, resulting in the formation of two recirculation loops. The comparison between the results obtained for the three vessel configurations has shown that the spherical shape provides uniform flows in the H. Ameur / Engineering Science and Technology, an International Journal 19 (2016) 189–196 195 Fig. 12. Flow patterns for a spherical tank, c/D = 0.35. whole vessel volume and it requires less energy consumption, recommending this type of vessel for a more frequent usage in the field of the processing industries equipment. Effects of the impeller clearance from the vessel bottom are also studied for the case of a spherical vessel. It was found that the middle of the vessel is the most appropriate position. The agitation rate has also an important effect. With a curvedbladed impeller and low Reynolds number, the cavern size is very limited. However, a sufficient impeller rotational can promote the axial circulation of fluid, enlarge the cavern size and enhance mixing. Vz * Nomenclature bt c d ds dt h n D blade thickness, m impeller off-bottomed clearance, m blade diameter, m shaft diameter, m disc thickness, m blade height, m flow behavior index, dimensionless tank diameter, m Vz* Rey = 40 Rey = 600 Rey = 1200 Rey = 2500 0.05 0.04 0.03 Rey = 40 Rey = 600 Rey = 1200 Rey = 2500 0.02 0.01 0.02 0.00 0.01 -0.01 0.00 -0.02 -0.01 -0.02 -0.03 -0.03 -0.04 -0.04 0.0 0.2 0.4 (a) 0.6 0.8 * 1.0 R 0.0 0.2 0.4 0.6 0.8 1.0 (b) Fig. 13. Radial profiles of the axial velocity component for a spherical vessel, c/D = 0.35, (a) below the impeller (Z* = 0.26), (b) above the impeller (Z* = 0.44). R* 196 H K Ks N P Np Qv R, Z R* Z* Rey Vz, Vθ, Vr V* H. Ameur / Engineering Science and Technology, an International Journal 19 (2016) 189–196 liquid level, m consistency index, Pa sn Metzner–Otto’s constant, dimensionless impeller rotational speed, 1/s power, W power number, dimensionless viscous dissipation function, 1/s2 radial and axial coordinates, respectively, m dimensionless radial coordinate, R* = 2R/D dimensionless axial coordinate, Z* = Z/D Reynolds number for a yield stress fluid, dimensionless axial, tangential and radial velocities, respectively, m/s dimensionless velocity, V* = V/πND Greek letters γ avg average shear rate, 1/s τ τy ρ η η0 θ ω shear stress, Pa suspension yield stress, Pa fluid density, kg/m3 apparent viscosity, Pa s yielding viscosity, Pa s angular coordinate, degree angular velocity, rad/s References [1] S. Nagata, Mixing. Principles and Applications, Wiley, New York, 1975. [2] A.W. Nienow, D. Miles, The effect of impeller/tank configurations on fluid particle mass transfer, Chem. Eng. J. 15 (1978) 13–24. [3] C. Xanthopoulos, M. Stamatoudis, Effect of impeller and vessel size on impeller power number in closed vessels for Reynolds number above 75000, Chem. Ing. Tech. 60 (1988) 560–562. [4] N. Papastefanos, M. Stamatoudis, Effect of vessel and impeller geometry on impeller power number in closed vessels for Reynolds number between 40 and 65000, Chem. Eng. Comm. 80 (1989) 69–79. [5] J. Medek, I. Fort, Liquid circulation in mechanically agitated closed closed vessel, Proc. 8th Europ. Conf. Mixing, Cambridge, UK 136 (1994) 473–480. [6] P.M. Armenante, C. Luo, C.C. Chou, I. Fort, J. Medek, Velocity profiles in a closed, unbaffled vessel: comparison between experimental LDV data and numerical CFD predictions, Chem. Eng. Sci. 52 (1997) 3483–3492. [7] M. Ciofalo, A. Brucato, F. Grisafi, N. Torraca, Turbulent flow in closed and free-surface unbaffled tanks stirred by radial impellers, Chem. Eng. Sci. 51 (1996) 3557–3573. [8] C.D. Taca, M. Paunescu, Power input in closed stirred vessels, Chem. Eng. Sci. 56 (2001) 4445–4450. [9] C.D. Taca, M. Paunescu, Suspension of solid particles in spherical stirred vessels, Chem. Eng. Sci. 55 (2000) 2989–2993. [10] H. Yapici, G. Basturk, CFD modeling of conjugate heat transfer and homogeneously mixing two different fluids in a stirred and heated hemispherical vessel, Comp. Chem. Eng. 28 (2004) 2233–2244. [11] M. Ammar, Z. Driss, W. Chtourou, M.S. Abid, Effect of the tank design on the flow pattern generated with a pitched blade turbine, Int. J. Mech. App 2 (2012) 12–19. [12] D. Anne-Archard, M. Marouche, H.C. Boisson, Hydrodynamics and Metzner-Otto correlation in stirred vessels for yield stress fluids, Chem. Eng. J. 125 (2006) 15–24. [13] L. Pakzad, F. Ein-Mozaffari, P. Chan, Using computational fluid dynamics modeling to study the mixing of pseudoplastic fluids with a Scaba 6SRGT impeller, Chem. Eng. Proc. 47 (2008) 2218–2227. [14] E. Galindo, A.W. Nienow, Mixing of highly viscous simulated xanthan fermentation broths with the Lightnin A-315 impeller, Biotech. Progress 8 (1992) 233–239. [15] E. Galindo, A.W. Nienow, Performance of the Scaba 6SRGT agitator in the mixing of simulated xanthin gum broths, Chem. Eng. Tech. 16 (1993) 102–108. [16] A. Amanullah, S.A. Hjorth, A.W. Nienow, Cavern sizes generated in highly shear thinning viscous fluids by Scaba 3SHP1 impellers, Food Bioprod. Proc. 75 (1997) 232–238. [17] L. Serrano-Carreon, E. Galindo, Studies on cavern development in mixing a yield stress fluid in a pilot-scale proto-fermentor, Réc. Prog. Génie Proc. 11 (1997) 161–168. [18] L. Pakzad, F. Ein-Mozaffari, P. Chan, Using electrical resistance tomography and computational fluid dynamics modeling to study the formation of cavern in the mixing of pseudoplastic fluids possessing yield stress, Chem. Eng. Sci. 63 (2008) 2508–2522. [19] L. Pakzad, F. Ein-Mozaffari, S.R. Upreti, A. Lohi, Characterization of the mixing of non-Newtonian fluids with a Scaba 6SRGT impeller through ERT and CFD, Can. J. Chem. Eng. 91 (2013) 90–100. [20] H. Ameur, M. Bouzit, M. Helmaoui, Numerical study of fluid flow and power consumption in a stirred vessel with a Scaba 6SRGT impeller, Chem. Proc. Eng. 32 (2011) 351–366. [21] L. Pakzad, F. Ein-Mozaffari, S.R. Upreti, A. Lohi, Agitation of Herschel-Bulkley fluids with the Scaba-anchor coaxial mixers, Chem. Eng. Res. Des. 91 (2013) 761–777. [22] H. Ameur, M. Bouzit, Numerical investigation of flow induced by a disc turbine in unbaffled stirred tank, Acta Sci. Tech 35 (2013) 469–476. [23] S. Saeed, F. Ein-Mozaffari, S.R. Upreti, Using computational fluid dynamics modeling and ultrasonic doppler velocimetry to study pulp suspension mixing, Indus. Eng. Chem. Res. 46 (2007) 2172–2179. [24] A.B. Metzner, R.E. Otto, Agitation of non-Newtonian fluids, AIChE J. 3 (1957) 3–10. [25] H. Ameur, M. Bouzit, M. Helmaoui, Hydrodynamic study involving a Maxblend impeller with yield stress fluids, J. Mech. Sci. Tech. 26 (2012) 1523–1530. [26] S. Woziwodzki, J. Słowiński, Power requirements for yield stress fluids in a vessel with forward reverse rotating impeller, Proc. Eng. 42 (2012) 1437–1444. [27] T.P. Elson, The growth of caverns formed around rotation impellers during the mixing of a yield stress fluid, Chem. Eng. Comm. 96 (1990) 303–391.