Skip to main content

Online Sauter Diameter Measurement of Air Bubbles and Oil Drops in Stirred Bioreactors by Using Hough Transform

  • Conference paper
Image Analysis and Recognition (ICIAR 2004)

Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 3212))

Included in the following conference series:

Abstract

Industrial production of important fermentation products such as enzymes, antibiotics, and aroma compounds, amongst others, involves a multiphase dispersion. Therefore, it is important to determine the influence of the bioreactor operational parameters (stirring speed, impeller type, power drawn, etc.) under which the culture achieves the highest yields. The automatic on-line analysis of multiphase dispersions occurring in microbial cultures in mechanically stirred bioreactors, presents a number of important problems for image acquisition and segmentation, including heterogeneous transparency of moving objects of interest and background, blurring, overlapping and artifacts. In this work, a Hough transform based method was implemented and tested. Results were compared with those obtained manually by the expert. We concluded that using this method, the evaluation of size distributions of air bubbles and oil drops in a mechanically stirred bioreactor was performed in a more efficient and less time-consuming way than others semiautomatic or manual methods.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Cordova, A.M.S., Sanchez, A., Serrano, C.L., Galindo, E.: Oil and Fungal Biomass Dispersion in Stirred Tank Containing a Simulated Fermentation Broth. J. Chem.Technol. Biotechnol. 76, 1101–1106 (2001)

    Article  Google Scholar 

  2. Chen, H.T., Middleman, S.: Drop Size Distributions in Stirred Liquid-liquid Systems. AIChE J 13(5), 989–998 (1967)

    Article  Google Scholar 

  3. Varley, J.: Submerged.: Gas-liquid jets: bubble size prediction. Chemical Engineering Science 50(5), 901–905 (1995)

    Article  Google Scholar 

  4. Lage, P.L., Esposito, R.O.: Experimental determination of bubble size distributions in bubble columns: prediction of mean bubble diameter and gas hold up. Powder Technology 101, 142–150 (1999)

    Article  Google Scholar 

  5. Chen, F., Gomez, C.O., Finch, J.A.: Technical note bubble size measurement in flotation machines. Minerals Engineering 14(4), 427–432 (2001)

    Article  Google Scholar 

  6. Lou, R., Song, Q., Yang, X.Y., Wang, Z.: A three-dimensional photographic method for measurement of phase distribution in dilute bubble flow. Experimentes In Fluids 32, 116–120 (2002)

    Article  Google Scholar 

  7. Malysa, K., Cymbalisty, L., Czarnecki, J., Masliyah, J.: A method of visualization and characterization of aggregate flow inside a separation vessel. Part 1. Size, shape and rise velocity of the aggregates. International Journal of Mineral Processing 55, 171–188 (1999)

    Article  Google Scholar 

  8. Zhou, Z., Xu, Z., Masliyah, J., Kasongo, T., Christendat, D., Hyland, K., Kizor, T., Cox, D.: Application of on-line visualization to flotation system. In: Proc. Of the 32nd Annual Operator’s Conferences of the Canadian Mineral processors, pp. 120–137 (2000)

    Google Scholar 

  9. Pan, X.-H., Lou, R., Yang, X.-Y., And Yang, H.-J.: Three-dimensional particle image tracking for dilute particle-liquid flows in a pipe. Measurements Science And Technology 13, 1206–1216 (2002)

    Article  Google Scholar 

  10. Schäfer, R., Merten, C., Eigenberger, G.: Bubble size distribution in bubble column reactor under industrial conditions. Experimental Thermal And Fluid Science 26, 595–604 (2002)

    Article  Google Scholar 

  11. So, S., Morikita, H., Takagi, S., Matsumoto, Y.: Laser doppler velocimetry measurement of turbulent bubbly chanel flow. Experimentes in Fluids 33, 135–142 (2002)

    Google Scholar 

  12. Takamasa, T., Goto, T., Hibiki, T., Ishii, M.: Experimental study of interfacial area transport of bubbly flow in small-diameter tube. International Journal of Multiphase Flow 29, 395–409 (2003)

    Article  MATH  Google Scholar 

  13. Taboada, B., Larralde, P., Brito, T., Vega -Alvarado, L., Díaz, R., Galindo, E., Corkidi, G.: Images Acquisition of a Multiphase Dispersions in Fermentation Processes. Journal of Applied Research and Technology 1(1), 78–84 (2003)

    Google Scholar 

  14. Image-Pro Plus V.4.1, Reference Guide for Windows (Media Cybernetics,EUA) (1999)

    Google Scholar 

  15. Hough, P.V.C.: Methods and means for recognizing complex patterns, U.S Patent 3, 069, 654 (1962)

    Google Scholar 

  16. Kass, W.A., Terzopoulos, D.: Snakes: Active contour models. In: Porceed. Of first International Conf. On Comp. Vis. pp. 259–269 (1987)

    Google Scholar 

  17. Lim, K., Xin, K., Hong, G.: Detection and estimation of circular segments. Pattern Recog. Lett. 16, 627–636 (1995)

    Article  Google Scholar 

  18. Pla, F.: Recognition of partial circular shapes from segmented contours. Comp. Vis. and Imag. Underst. 63(2), 334–343 (1996)

    Article  Google Scholar 

  19. Shen, L., Song, X., Iguchi, M., Yamamoto, F.: A method for recognizing particles in overlapped particle images. Pattern Recog. Lett. 21, 21–30 (2000)

    Article  Google Scholar 

  20. Xu, L., Oja, E., Kultanena, P.: A new curve detection method: Randomized hough transform (rht). Pattern Recognition Letters 11, 331–338 (1990)

    Article  MATH  Google Scholar 

  21. Pacek, C., Man, C., Nienow, A.: Chemical Engineering. Science 53(11), 2005–2011 (1998)

    Google Scholar 

  22. Lucatero, S., Larralde-Cornona, C., Corkidi, G., Galindo, E.: Oil and air dispersion in a simulated fermentation broth as a function of mycelial morphology. Biotechnol. Prog. 19, 285–292 (2003)

    Article  Google Scholar 

  23. Serrano-Carreón, L., Flores, C., Galindo, E.: γ-Decalactone Production by Trichoderma harzianum in Stirred Bioreactors. Biotechnol. Prog. 13, 205–208 (1997)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2004 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Vega-Alvarado, L., Cordova, M.S., Taboada, B., Galindo, E., Corkidi, G. (2004). Online Sauter Diameter Measurement of Air Bubbles and Oil Drops in Stirred Bioreactors by Using Hough Transform. In: Campilho, A., Kamel, M. (eds) Image Analysis and Recognition. ICIAR 2004. Lecture Notes in Computer Science, vol 3212. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-30126-4_101

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-30126-4_101

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-23240-7

  • Online ISBN: 978-3-540-30126-4

  • eBook Packages: Springer Book Archive

Publish with us

Policies and ethics