Simulation and validation of turbulent gas flow in a cyclone using Caelus. Dr Darrin W Stephens Dr Chris Sideroff Prof.
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1 Simulation and validation of turbulent gas flow in a cyclone using Caelus Dr Darrin W Stephens Dr Chris Sideroff Prof. Aleksandar Jemcov
2 Introduction Cyclones play a dominant role in industrial separation of dilute particles from gas flow. High swirl and very large curvature of streamlines presents a modelling challenge. Paper s main objective: investigate the effect turbulence model selection has on the predicted mean flow behaviour within a gas cyclone. Numerical simulation results were compared against experimental data of Witt et al. (1999). 2
3 Turbulence models Three classes of turbulence models investigated Two equation offer a good compromise between numerical effort and computational accuracy. Reynolds stress - applicable for the flows where the eddy-viscosity assumption is no longer. LES - expected to be more accurate, particularly in complex flows where the assumptions inherent to RANS models rarely exist. 3
4 Turbulence models cont d 4 Two equation models (k-ω SST): ( ) ( ) min (,10 ) + = ν + σ ν + β ω β ω * * tk uj jk j k t jk fp r k k k ω tω+ uj jω= j ( ν+ σνt) jω + α fp r k βkω k σ 2 ωφ 2 F4βω ω + 21 ( F1) jk jω. ω Standard: f r = 1; F 4 = 1 ( ) ( * min,10 ) ω ω Spalart and Shur Curvature Correction: max{ min (,1.25),0.0} * 2 1 ( 1 ) r 1 tan ( ) f = C f r scale rotation f = + c c c r c 1+ r rotation r1 * r3 r 2 r1 Hellsten curvature correction F 4 1 = + C R 1 RC i R i Ω mag Ω mag = 1 S mag Smag
5 Turbulence models cont d Reynolds stress model: Dν t t Rij + uk krij = Rik k uj Rjk k ui +Π ij + k ν + * k Rij β 2 * β kωδij 3 Launder Reece Rodi (LRR) pressure strain correlation: * ( ) Π = Cε a + C ks + C k a Ω + a Ω 2 + Ck 4 aik Sjk + ajk Sik akl Sklδij 3 ij 1 ij 3 ij 5 ik jk jk ik a ij Rij 2 = δij k 3 5 Omega equation: ω (( ) ) 2 tω + uj jω = j ν+ σν ω t jω + αω Rkk βω ω 2k
6 Turbulence Models cont d LES sub-grid scale (SGS) models Unknown stress determined from Smagorinsky (1963) an algebraic model for the SGS 2 2 viscosity ν = C S SGS s mag Model parameter C s is a constant = 2ν ij SGS ij Coherent structure (Kobayashi, 2005) extends Smagorinsky model using a variable C s. ( ) s = CSM CS 1 CS C C F F τ S F CS = u u i j j i ( ) 2 iu j ; C CSM =
7 Case Study Gas cyclone geometry Outer diameter 0.39 m Half-angle of 20 Bottom outflow is closed for all simulations. Tangential rectangular inlet. Grid - 606,264 hexahedral cells Uniform inlet velocity of 21.5 m/s. Neumann condition applied to all flow quantities at the vortex finder outlet. 7
8 Numerical Method Transient Solver SLIM algorithm Caelus v5.04 library. Discretization Time - 2nd order backward scheme Gradients - Green-Gauss method. Advection - 2nd order linear upwind multidimensional linear scheme with Barth-Jespersen limiter. Courant number - 5 all but RSM (0.5). Time averaged for 1000 residence times. 8
9 Results Tangential Vertical A B C D E F 9
10 Results cont d Tangential Vertical A B C D E F 10
11 Results cont d Tangential Vertical A B C D E F 11
12 Results cont d Non-dimensionalised pressure loss coefficient ξ = p in p 1 2 uin 2 out Computational cost ξ EXP SST SST-CC SST-HELL SMAG CS RSM-LRR Intel Xeon E5-2620v3 cores per simulation Model CPU time (hour) per 1s flow time SST 1.01 SST-CC 1.14 SST-HELL 1.05 SMAG 1.18 CS 1.48 RSM-LRR
13 Conclusion Turbulent flow inside cyclone simulated with different turbulence models. Turbulence models tested: k-ω SST, k-ω SST-CC, k-ω SST-HELL, Smagorinsky and Coherent structure LES, LRR Reynolds Stress. Simulations were performed with a transient solver using version 5.04 of the Caelus library. 13
14 Conclusion Comparison with experimental results of Witt et al. (1999). Not suitable for cyclone modelling: Standard k-ω SST model Hellsten curvature correction Most accurate - Coherent structure LES. Least accurate - Standard k-ω SST model. Most expensive - LRR Reynolds Stress model. 14
15 Questions Applied CCM Dr Darrin Stephens Principal Research Engineer Phone: Web: Thank you 15
16 What is Caelus? Caelus was forked from OpenFOAM Free and open: Support multiple platforms (Windows, Linux, Mac) Easy installation/compilation Documentation and validation cases Improved algorithmic robustness on non- perfect meshes Multidimensional interpolation Deferred corrections Improved accuracy on non- perfect meshes New compressible solvers New turbulence models VLES, Coherent structure, etc Python wrapping, tools and utilities 16
17 About Applied CCM Specialise in the application, support and development of OpenFOAM. People Darrin Stephens, Aleks Jemcov and Chris Sideroff Locations Australia, USA and Canada Engage with customers as their Technology partner 17
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