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Multi Scale Physics
Amazing what we can simulate and measure
Harry E.A. Van den Akker
Dept. of Multi-Scale Physics
Faculty of Applied Sciences
Delft University of Technology
Delft, The Netherlands
Multi Scale Physics
Dept. of Multi-Scale Physics
works on
Industrial & Environmental Processes
with a focus on
• Multi-Phase Flows• Reacting Flows• Environmental Flows
Multi Scale Physics
Dept. of Multi-Scale Physics
• New Numerical Toolsefficient solvers, parallel computing,
lattice-Boltzmann, Monte Carlo. ….
• New Experimental Toolsnon-intrusive diagnostics: lasers (LDA, LIF, PIV)
& radiation techniques (gamma, X-ray)
• Applications of Industrial & Societal Interest
Multi Scale Physics
Industrial Processes & Process Equipment:
stirring, mixing, blending,
suspending solids, dissolving particles,
bubbling gases, dispersing immiscible liquids,
precipitation, crystallization, chemical reactors,
(slurry) bubble columns,
2-phase / 3-phase pipelines and risers
Dept. of Multi-Scale Physics
Multi Scale Physics
CFD options available
Reynolds-Averaged Navier-Stokes simulations (RANS)
Direct Numerical Solutions (DNS) Large Eddy Simulations (LES)
Van den Akker H.E.A., Adv. Chem. Eng., Vol. 31, 151- 229, Elsevier (2006)
Multi Scale Physics
Spatial distributions of bubble size according to Bakker (1992)
Rushton Lightnin A315 Pitched Blade
Multi Scale Physics
Gas Fraction
%
2.0
4.0
0.0
RNG k - k -
• 3-D transient (FLUENT)
• grid: 35 x 45 x 8
• Tk - = 39 s ; TRNG k - = 27 s
• vortices move downwards
CFD Bubble Plume (TFM) Loncle, Mudde & Van den Akker (2000)
Multi Scale Physics
Reynolds Averaged Navier-Stokes (RANS) Simulations
• RANS is only suitable for the design of processes the performance of which
depends mainly on the mean flow characteristics and is not strongly affected by the turbulence
• RANS substantially underestimates turbulence levels
Montante et al. (2001)
Multi Scale Physics
A Direct Numerical Solution (DNS) resolves the flow field completely: NO MODELLING AT ALL
Limitation: Reynolds number has to be relatively low
Multi Scale Physics
Comparison LB and FLUENT FV
Re = 500 (laminar, unsteady) flow in
Kenics® Static Mixer
• LB
• 7800k nodes• 1600 MB used, 4 CPUs• 12h
• FLUENT FV • 700k cells
• 660 MB used, 4 CPUs• 62h
Van Wageningen et al., European Mixing XI, Bamberg, 2003
Multi Scale Physics
Kramers Laboratorium voor Fysische Technologie
Simulations &PIVRe = 32
1.000.930.860.790.710.640.570.500.430.360.290.210.140.070.00
|v|vff|/v|/vss
Multi Scale Physics
/av
12
0.012
0.4
5 vol. % particles in isotropic turbulence
Ten Cate, PhD thesis TU Delft, 2002
LB – DNSin a periodic box
Multi Scale Physics
LDA RANS (k-ε)
r/T (-)
z/T
(-)
k/vtip2
0.5 vtip
0 0.50
0.33
0.66
1
Assessment stirred tank flow, Re = 7,300
Angle-averaged flow fields
Hartmann et al. (2004), Chem. Eng. Sci. 59, 2419
LES
Multi Scale Physics
Assessment stirred tank flow, Re = 7,300
Hartmann et al. (2004), Chem. Eng. Sci. 59, 2419
k/vtip2
LDA
r/T (-)
z/T
(-)
0 0.330.26
0.4
RANS (k-ε)
Angle-resolved flow fields
LES
Multi Scale Physics
Dissolving calciumchloride beads in water
spatial particle distribution: 0 < Nt 60
dp / dp0
1
00.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9Nt
= 2
Nt
= 5
Nt
= 7
Nt
= 1
0N
t =
20
particles are 5 times enlarged
dp0 = 0.3 mm; N = 7·106
Multi Scale Physics
Conclusions (1)
RANS simulations for single-phase flows and Two-Fluid simulations for two-phase flows
have limited value
and provide limited insight only (if any)