project 2.2: effect of particle concentration on break-up ...domino.bhrgroup.com/portals/0/meeting...
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www.bhrgroup.com © BHR Group 2017
Project 2.2: Effect of Particle Concentration on Break-up Kinetics using different Bead Fill Ratios on Milling Clusters of Nanoscale Silica Particles
Dr Nigel Heywood; Brian Perkins [email protected] Mobile: +44 (0) 7847 627044
Direct dial: +44 (0) 330 119 19 87
24-25 May 2017 DOMINO Spring Meetings Confidential to DOMINO Members
© BHR Group 2017 2
Introduction- Background Stirred bead mills have been used in industry quite widely for fine and ultrafine grinding of high concentration slurries:
Inkyo et al. (2006), Journal of Colloid and Interface Science 304, 535-540
• minerals
• ceramic materials
• pigments
• chemical products
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Operation modes
Series of mills
Re-circulation
Batch
Re-circulation
Mills in series
Schwedes and Bunge, Advanced Powder Technology,1992
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Background
The milling process (when recirculation mode is used) is affected by several factors:
• Stirrer (accelerator) speed
• Grinding bead size
• Grinding bead filling volume (“Fill Ratio”)
• Solids concentration
• Continuous phase viscosity
• Recirculation flowrate
• Residence time and number of tank turnovers (determined by flowrate and volume)
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WAB SBM
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WAB DYNO Mill operated in re-circulation loop of a stirred tank
Three accelerators; diameter: 0.064 m
Gross dispersion volume in the chamber measured at 495 ml
Actual effective volume is less due to presence of beads
DYNO®-Mill ML WAB brochure DYNO®-Mill ML WAB brochure
Experimental Setup
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Previous DOMINO work with a stirred bead mill
The stirred bead mill has been used for the following systems:
Aerosil 200V-in-water
► Solid concentration: 1 – 15 wt.%
Zinc oxide in water
► Solid concentration: 5 wt.%
Nanoclay in polyol
► Solid concentration: 3 wt.%
© BHR Group 2015 8
Previous DOMINO work with Aerosil 200V in Water using a SBM to 2013 (from DOM 65 report)
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Previous Recent DOMINO work with 15 % Aerosil 200V in Water using a SBM in 2014
(tip speed 8 m/s, dispersion volume 2 litres; 42.5 litre/h)
Bead size Fill ratio
1.0 mm 65%
0.8 mm 65%
1.0 mm 50%
1.0/0.3 mm 65%
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2015/2016: Aerosil 200V in Distilled Water using a (tip speed 8 m/s, dispersion volume 4 litres; 1.0 mm bead size)
Aerosil 200V
Concentration
Fill ratio
Flowrate
through mill,
l/h
2014/2015
Work
(all at 42.5 l/h)
10% 45% 40 -
10% 55% 40 -
10% 65% 40 -
15% 45% 40 -
15% 55% 40 50%
15% 65% 40 65%
(15% 65% 20) -
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Objectives of current study and scope of work
To investigate the effects of nanocluster concentration and bead fill ratio on mechanism and kinetics of break-up using a stirred bead mill • 5% w:w Aerosil 200V was dispersed in distilled water
• Using a tip speed 8 m/s, dispersion volume 4 litres; 1.0 mm bead size, 40.9 l/h flowrate.
• Results for 10% and 15% w:w presented at May 2016 SCM • Results for 5%, 10% and 15% compared here to see if fines and
coarse particle generation at 5% concentration is a function of fill ratio (found not to be at 15%, but possibly at 10%)
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Definition of “Bead Ratio” or “Fill Ratio”
Net volume of bead mill, Vm, = total volume inside mill minus volume occupied by accelerators
“Volume of beads”, Vb, is volume of beads and air when beads poured randomly into a graduated cylinder
Bead or Fill Ratio = Vb/Vm x 100%
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Experimental- Protocol and operating conditions
Pre-dispersion preparation:
► Aerosil 200V was weighed at a concentration of 5% w:w and hand-mixed into distilled water, giving a total volume of 4 litres
► This blend was then mixed at 120 rpm for 30 min in a baffled tank equipped with a pitched blade turbine
Samples were taken at regular intervals once milling started.
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Experimental- Protocol and operating conditions
Aerosil 200V concentrations : 5%, 10% and 15%
Fill ratios: 45% , 55% and 65%
Experiments at accelerator tip speed of 8 m/s
A peristaltic pump was used providing a flow rate of around 40.9 l/h
Tank volume: 4 litres
1 mm TOSOH beads
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Materials- Dispersed phase ► Aerosil® 200V is a fumed hydrophilic silica manufactured by Evonik Ind.
► The primary particle is 12 nm
► Electron microscopy and particle size measurements have shown smallest aggregates of around 50-60 nm
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Dispersion Analysis (Particle Size Distribution)
Beckman-Coulter LS 230
Laser diffraction (0.4 – 2000 mm) + PIDS (Polarization Intensity Differential Scattering) (0.04 – 0.4 mm)
40 nm – 2000 mm
Refractive index of silica: 1.46 + 0.01 i
Samples were taken from the stirred tank
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Break up of nanoparticle clusters
Primary Particles
Aggregates
Agglomerates Erosion
Rupture
Shattering
0
5
10
15
20
25
0.01 0.1 1 10 100 1000
Particle Size, µm
Vo
lum
e %
Erosiont=0t>0t>>0t→∞
0
5
10
15
20
25
0.01 0.1 1 10 100 1000
Particle Size, µm
Vo
lum
e %
Erosiont=0t>0t>>0t→∞
t=0t>0t>>0t→∞
0
5
10
15
20
25
0.01 0.1 1 10 100 1000
Particle Size, µm
Vo
lum
e %
Rupturet=0t>0t>>0t→∞
0
5
10
15
20
25
0.01 0.1 1 10 100 1000
Particle Size, µm
Vo
lum
e %
Rupturet=0t>0t>>0t→∞
t=0t>0t>>0t→∞
Shattering
0
5
10
15
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0.01 0.1 1 10 100 1000
Particle Size, µm
Vo
lum
e %
Rupturet=0t>0t>>0t→∞
t=0t>0t>>0t→∞
Ozcan-Taskin, N. G., et al., Chem Eng Res Des (2009), doi:10.1016/j.Cherd.2008.12.012
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Evolution of PSD- 5% Aerosil 200V : 45% Fill Ratio
Evolution of PSD indicates erosion as the predominant break up mechanism
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Evolution of PSD- 5% Aerosil 200V : 55% Fill Ratio
Evolution of PSD indicates erosion as the predominant break up mechanism
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Evolution of PSD- 5% Aerosil 200V : 65% Fill Ratio
Evolution of PSD indicates erosion as the predominant break up mechanism
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Evolution of PSD- 10% Aerosil 200V : 45% Fill Ratio (2016)
Evolution of PSD indicates erosion as the predominant break up mechanism
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Evolution of PSD- 10% Aerosil 200V : 55% Fill Ratio (2016)
Evolution of PSD indicates erosion as the predominant break up mechanism
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Evolution of PSD- 10% Aerosil 200V : 65% Fill Ratio (2016)
Evolution of PSD indicates erosion as the predominant break up mechanism
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Evolution of PSD- 15% Aerosil 200V : 45% Fill Ratio (2016)
Evolution of PSD indicates erosion as the predominant break-up mechanism
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Evolution of PSD- 15% Aerosil 200V : 55% Fill Ratio (2016)
Evolution of PSD indicates erosion as the predominant break-up mechanism
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Evolution of PSD- 15% Aerosil 200V : 65% Fill Ratio (2016)
Evolution of PSD indicates erosion as the predominant break-up mechanism
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Analysis of Particle Size Distribution (PSD)
“Fines” always defined as particles < 1 µm
“Coarse” always defined as particles > 1 µm
Sauter mean diameter, d32, µm
► Defined as the diameter of a sphere that has the same volume/surface area ratio as a particle of interest
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Evolution of d32 for fines – 5%, 10% and 15% Aerosil in water
After 20 mins, Sauter mean diameter of “fines” is of the order of 120- 140 nm (0.12 to 0.14 micron) in agreement with previous results with Aerosil 200V in water
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Fines generation rate- 10% Aerosil in Distilled Water
At 10%, break-up kinetics seems slightly greater at higher fill ratios after 20 mins
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Fines generation rate- 15% Aerosil in Distilled Water
At 15% Aerosil, break-up rate appears independent of fill ratio
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Fines generation rate- 5% Aerosil in Distilled Water
As the fill ratio is increased from 45% to 65%, break-up rate appears to be largely constant over time at 5% Aerosil 200V, same as 15%
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Number of Tank Turnovers, Nt, Effective Mill Volume, Veff and Cumulative Residence Time (RT), Tcr
Number of Tank Turnovers (dimensionless), Nt
► Nt = Volume flowrate Q (litre/min)*time (min)/Tank Volume, Vt (litre)
► Volume flowrate, Q = 40/60 (litre/min)
► Tank volume, Vt = 4 litre
Effective Mill Volume (litre)
► Veff= Vm-0.62*Vb
► Vb/Vm * 100% - Fill Ratio
Cumulative Residence Time (min)
► Tcr = Veff/Q*Nt = Veff*time/Vt
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Effective (or “Free”) Volume in Bead Mill, Veff
Fill Ratio Veff
(litre)
45% 0.357
55% 0.326
65% 0.296
0% 0.495
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Fines generation rate- 10% Aerosil in Distilled Water
At 10% Aerosil, break-up kinetics greater at higher fill ratios after RT of 2 mins
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Fines generation rate- 15% Aerosil in Distilled Water
At 15% Aerosil, break-up rate confirmed as independent of fill ratio when related to cumulative residence time within bead mill
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Fines generation rate- 5% Aerosil in Distilled Water
Break-up kinetics in terms of RT shows no Fill Ratio dependence
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Fines Generation Rate : 5%, 10%, 15% Aerosil in Distilled Water
Fines generation rate appears to be slightly faster at 15% Aerosil concentration
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Evolution of d32 coarse particles at 10% Aerosil 200V
At 10%, rate of reduction in coarse d32 greater at higher fill ratios after 30 mins
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Evolution of d32 coarse particles at 15% Aerosil 200V
At 15%. rate of reduction in coarse d32 seems independent of fill ratio
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Evolution of d32 coarse particles at 5% Aerosil 200V
At 5%, no effect of Fill Ratio on Coarse Particle Size Development
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Evolution of d32 coarse particles at 10% Aerosil 200V, RT Plot
At 10%. rate of reduction in coarse d32 seems faster at higher fill ratios
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Evolution of d32 coarse particles at 15% Aerosil 200V, RT Plot
At 15%. rate of reduction in coarse d32 seems independent of fill ratio
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Evolution of d32 coarse particles at 5% Aerosil 200V, RT Plot
At 5%. RT plot shows rate of reduction in coarse d32 independent of fill ratio
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Evolution of d32 coarse particles at 5, 10, 15% Aerosil 200V, RT Plot
Rate of reduction in coarse d32 appears to be greater for the 5% up to 3 residence times compared with 10% and 15%. Is the difference significant?
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Conclusions
Deagglomeration of 5% w:w Aerosil 200V in distilled water studied using a stirred bead mill to
► establish effect of bead fill ratio on break-up kinetics and mechanisms
► compare break-up behaviour with 10% and 15% data obtained in DOMINO year 2015/2016. Fill ratios were 45%, 55% and 65%.
Predominant mechanism of break-up was found to be erosion, irrespective of Aerosil concentration and bead fill ratio.
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Conclusions
Sauter mean diameter d32 of “fines” (aggregates) was of the order of 120 to 140 nm for 5% Aerosil concentration and fill ratio combinations after 20 minutes for a 4-litre dispersion
► in agreement with previous results (2015/2016) with Aerosil 200V in distilled water using 10% and 15% w:w 200V.
As bead fill ratio is increased from 45% to 65%
► break-up rate (as defined through the % volume of “fines” in total PSD) appears independent of fill ratio
► confirmed when fines % expressed in terms of cumulative residence time (RT) in mill
Fines % is possibly faster at higher Aerosil concentrations
© BHR Group 2017 47
Possible Future Work with WAB Mill
Suggestions for Members?
www.bhrgroup.com © BHR Group 2017
The experimental work was performed by Brian Perkins
Thank you for your attention
Dr Nigel Heywood
[email protected] Mobile: +44 7847 627044
Direct dial: +44 (0) 330 119 19 87