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Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Robert P. PANCKOW1,4, Laura REINECKE2, Maria C. CUELLAR3, Sebastian MAAß1
1Technische Universität Berlin, Fachgebiet Verfahrenstechnik, Berlin, Germany; 2Franken Filtertechnik KG, Hürth, Germany; 3TU Delft, Department of Biotechnology, Bioprocess Engineering, Delft, Netherlands; 1SOPAT
GmbH, Berlin, Germany
Dynamics of Evolving Fluid Interfaces – DEFI, IFPEN/Solaize - France, 12-13 October 2016
Slide 2 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Agenda
Drop size measurements in fermentation broth
Separation efficiency of a droplet separator with/without plate internals
Slide 3 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Microbial production of diesel and jet fuels
investigates cost reduction by integrating fermentation and product recovery. Partners:
Engineering of microorganisms (yeast, bacteria) to produce diesel and jet fuel replacements (e.g. trans-β-Farnesene by Amyris)
Amyris’ Farnesene production plant in Brazil
(source: Amyris)
Formation of oil-in-water emulsions during fermentation
Delft Advanced Biorenewables
Slide 4 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Control of separation efficiency
Removal of droplets in emulsions, cut-off size varies according to user requirements
Application in biodiesel, glycerol treatment, plastics, chemical, oil & gas upstream processes…
Large number of influencing parameters: physical system, Q, σ, μ, Δρ, ϕv, dispersion direction, inlet droplet population, internals/no internals…
Slide 5 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Adjustable probe length
Micro Flow Cell (MFC)
SOPAT probes (1 – 10000 µm)
Slide 6 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Image Analysis: Function Overview
-
?
K
*
d32
n
∑ n Images
Manual counting
Pattern-Matching
Slide 7 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Results – Fermentation
Evaluation of effect of individual medium components on oil droplet coalescence by use of SOPAT probe
Example of pictures taken with the SOPAT probe
Heeres et al. 2015. Biotechnology Journal 10:1206-1215.
1200 rpm 600 rpm
Slide 8 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Monitoring of Sauter diameter
Heeres et al. 2015. Biotechnology Journal 10:1206-1215.
Slide 9 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Drop size distribution
e06 (200 µm gap), e05 (1 mm gap) a) density distribution q0 of number
b) cumulative distribution Q3 of volume
Adjustable flow gap for in-situ measurement
Slide 10 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Conclusions – Fermentation The photo-optical measuring method detects a broad range of droplet sizes and allows
differentiation from other dispersed components such as microbial cells and bubbles In the model mixture tested, the SMD d3,2 ranged between 80 and 100 μm, while in
current fermentations in biofuel production mean droplet sizes are in the range of 10 μm
Ongoing research focuses on strategies for promoting droplet coalescence and avoiding
droplet stabilization during fermentation.
Slide 11 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Results: Droplet separator Purpose: Optimization of separation efficiency by use of plate pack internals with
different gaps
Laboratory plant separator, D = 100 mm, L = 400 mm; with/without plate internals; DSD at inlet adjustable in range 1…1000 microns; continuous phase: tap water; dispersed phase 1) silicon oil, 2) paraffin oil
Slide 12 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
outlet, no internals inlet
outlet, with internals inlet
Slide 13 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Influence of dispersed phase
ϕd=1 vol.-% ca. 20000 droplets
ϕd=1 vol.-% ca. 20000 droplets
Significant influence of density difference
density viscosity
kg m-3 mPas
Silicon oil 920 5.09
Paraffin oil 760 1.46
Water 998 1
Slide 14 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Influence of internals
ϕd=5 vol.-% Silicon oil/water 7 mm plate gap
ϕd=5 vol.-% Silicon oil/water 7 mm plate gap
Separation efficiency [SOPAT]
Separation efficiency [volumetric]
Vol.-% Vol.-%
Without plates 68 69
With plates 95 95
Significant impact of plate internals on the separation efficiency
In-situ probe showed very good agree-ment with volumetric measurements
Slide 15 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Conclusion
Inline particle size measurement technology is suitable for fermentation and separation applications, amongst others
The SOPAT software is able to distinguish between different dispersed phases, such as disturbing bubbles and dirt particles
As the results are available inline and in real-time, a closed control loop can be established in the future
Slide 16 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Attachments
Slide 17 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Impact
[1] Dittler, I., Kaiser, S., Rojahn, J., Kraume, M., Eibl, D., 2014. A cost-effective and reliable method to predict mechanical stress in single-use and standard pumps, Engineering in Life Science, 14: 311–317 [2] Panckow, R., Maaß, S., Emmerich, J. und Kraume, M., 2013. Automated Quantification of Bubble Size Distributions in an Agitated Air/Water System, Chemie Inge-nieur Technik, 85(7): 1036-1045. [3] Schilder, L., Maaß, S. und Jess, A., 2013. Effective and Intrinsic Kinetics of Liquid-Phase Isobutane/2-Butene Alkylation Catalyzed by Chloroaluminate Ionic Liquids. Industrial & Engineering Chemistry Research, 52(5): 1877-1885. [4] Maaß, S., Rojahn, J., Hänsch, R. und Kraume, M., 2012. Automated drop detection us-ing image analysis for online particle size monitoring in multiphase systems. Computers and Chemical Engineering, 45: 27-37. [5] Maaß, S. und Kraume, M., 2012. Prozesse auf Basis der Partikelgröße steuern. CIT Plus, 6 (ISSN 1436-2597): 31-33. [6] Maaß, S., Paul, N. und Kraume, M., 2012. Influence of the dispersed phase fraction on experimental and predicted drop size distributions in breakage dominated stirred liq-uid-liquid systems. Chemical Engineering Science, 76: 140-153. [7] Maaß, S., Buscher, S., Hermann, S. und Kraume, M., 2011. Analysis of particle strain in stirred bioreactors by drop breakage investigations, Biotechnology Journal, 6(8): 979-992. [8] Maaß, S., Rehm, T. und Kraume, M., 2011. Prediction of drop sizes for liquid-liquid systems in stirred slim reactors - Part II: Multi stage impellers, Chemical Engineering Journal, 168(2): 827–838. [9] Maaß, S., Wollny, S., Voigt, A. und Kraume, M., 2011. Experimental comparison of measurement techniques for drop size distributions in liquid/liquid dispersions, Ex-periments in Fluids, 50(2): 259-269. [10] Maaß, S., Metz, F., Rehm, T. und Kraume, M., 2010. Prediction of drop sizes for liquid-liquid systems in stirred slim reactors - Part I: Single stage impellers, Chemical Engi-neering Journal, 162(2): 792-801. ….
• More than 40 publications • More than 100 oral and poster presentations at conferences
Slide 18 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Comparing Inlet-Outlet: Separation Efficiency
Measured DSD for the gap size 1.5 mm at the inlet and outlet for V̇ = 100 L h-1, φd = 1 vol%
Slide 19 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
outlet inlet
Slide 20 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Selection and optimization of separation method requires DSD information
• DSD is influenced by broth composition, reactor parameters, oil fraction, fermentation age,…
• Off-line DSD measurement methods are not suitable (e.g. due to non homogeneous sampling, change in DSD during sample procedure, aging of sample)
• Challenges for in-situ measurement: presence of other phases (gas bubbles, microorganisms), technical limitations (e.g. sterility).
Slide 21 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Measurement Technique
Workstation (optional: communication with PCS)
+
max. 4 m
m
ax. 70m (Cat 7)
Central Box
Probe
Measurement range of photo-optical SOPAT probes
1µm 1mm 100µm 10µm 10mm
microscopic
mesoscopic
macroscopic
Slide 22 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Image Analysis: Pattern-Matching
Example template represents the ideal
particle for every size class
Q(x,y)
T Manual pre-selection of individual
particle examples
Feature-extraction
Template „T“ is created
Slide 23 28.08.2016
Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry
Adjustable flow gap for in-situ measurement
1µm 1mm 100µm 10µm 10mm
SOPAT probes Probes for microscopic range
Cell organisms (algae, yeast) Powders Nucleation processes ...
Illumination by transmission
Diapositive numéro 1AgendaMicrobial production of diesel and jet fuelsControl of separation efficiencySOPAT probes (1 – 10000 µm)Image Analysis: Function OverviewResults – FermentationMonitoring of Sauter diameterDrop size distributionConclusions – FermentationResults: Droplet separatorDiapositive numéro 12Influence of dispersed phaseInfluence of internalsConclusion AttachmentsImpactComparing Inlet-Outlet: Separation EfficiencyDiapositive numéro 19Selection and optimization of separation method requires DSD informationMeasurement TechniqueImage Analysis: Pattern-MatchingSOPAT probes