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Photo-optical In-situ Measurement of Drop Size Distributions: Application in Research and Industry Robert P. PANCKOW 1,4 , Laura REINECKE 2 , Maria C. CUELLAR 3 , Sebastian MAAß 1 1 Technische Universität Berlin, Fachgebiet Verfahrenstechnik, Berlin, Germany; 2 Franken Filtertechnik KG, Hürth, Germany; 3 TU Delft, Department of Biotechnology, Bioprocess Engineering, Delft, Netherlands; 1 SOPAT GmbH, Berlin, Germany Dynamics of Evolving Fluid Interfaces – DEFI, IFPEN/Solaize - France, 12-13 October 2016

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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