Table of Contents Author Guidelines Submit a Manuscript
The Scientific World Journal
Volume 2013, Article ID 948940, 14 pages
http://dx.doi.org/10.1155/2013/948940
Research Article

Comparative Analyses of Response Surface Methodology and Artificial Neural Network on Medium Optimization for Tetraselmis sp. FTC209 Grown under Mixotrophic Condition

1Department of Bioprocess Technology, Faculty of Biotechnology and Biomolecular Sciences, Universiti Putra Malaysia, 43400 Serdang, Selangor, Malaysia
2Institute of Bioscience, Universiti Putra Malaysia, 43400 Serdang, Selangor, Malaysia
3Department of Process and Food Engineering, Faculty of Engineering, Universiti Putra Malaysia, 43400 Serdang, Selangor, Malaysia

Received 4 July 2013; Accepted 29 July 2013

Academic Editors: J. E. Barboza-Corona, C. W. Choi, S. Menoret, and N. Vassilev

Copyright © 2013 Mohd Shamzi Mohamed et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Linked References

  1. M. Azma, M. S. Mohamed, R. Mohamad, R. A. Rahim, and A. B. Ariff, “Improvement of medium composition for heterotrophic cultivation of green microalgae, Tetraselmis suecica, using response surface methodology,” Biochemical Engineering Journal, vol. 53, no. 2, pp. 187–195, 2011. View at Publisher · View at Google Scholar · View at Scopus
  2. Y. Chisti, “Biodiesel from microalgae,” Biotechnology Advances, vol. 25, no. 3, pp. 294–306, 2007. View at Publisher · View at Google Scholar · View at Scopus
  3. G. Huang, F. Chen, D. Wei, X. Zhang, and G. Chen, “Biodiesel production by microalgal biotechnology,” Applied Energy, vol. 87, no. 1, pp. 38–46, 2010. View at Publisher · View at Google Scholar · View at Scopus
  4. R. M. Gladue and J. E. Maxey, “Microalgal feeds for aquaculture,” Journal of Applied Phycology, vol. 6, no. 2, pp. 131–141, 1994. View at Publisher · View at Google Scholar · View at Scopus
  5. F. Bumbak, S. Cook, V. Zachleder, S. Hauser, and K. Kovar, “Best practices in heterotrophic high-cell-density microalgal processes: achievements, potential and possible limitations,” Applied Microbiology and Biotechnology, vol. 91, no. 1, pp. 31–46, 2011. View at Publisher · View at Google Scholar · View at Scopus
  6. J. G. Day and A. J. Tsavalos, “An investigation of the heterotrophic culture of the green alga Tetraselmis,” Journal of Applied Phycology, vol. 8, no. 1, pp. 73–77, 1996. View at Google Scholar · View at Scopus
  7. H. De la Hoz Siegler, A. Ben-Zvi, R. E. Burrell, and W. C. Mccaffrey, “The dynamics of heterotrophic algal cultures,” Bioresource Technology, vol. 102, no. 10, pp. 5764–5774, 2011. View at Publisher · View at Google Scholar · View at Scopus
  8. X. Wu, R. Ruan, Z. Du, and Y. Liu, “Current status and prospects of biodiesel production from microalgae,” Energies, vol. 5, no. 8, pp. 2667–2682, 2012. View at Publisher · View at Google Scholar
  9. O. Perez-Garcia, F. M. E. Escalante, L. E. de-Bashan, and Y. Bashan, “Heterotrophic cultures of microalgae: metabolism and potential products,” Water Research, vol. 45, no. 1, pp. 11–36, 2011. View at Publisher · View at Google Scholar · View at Scopus
  10. G. Zhao, J. Yu, F. Jiang, X. Zhang, and T. Tan, “The effect of different trophic modes on lipid accumulation of Scenedesmus quadricauda,” Bioresource Technology, vol. 114, pp. 466–471, 2012. View at Publisher · View at Google Scholar · View at Scopus
  11. M. Isleten-Hosoglu, D. Ayyildiz-Tamis, G. Zengin, and M. Elibol, “Enhanced growth and lipid accumulation by a new Ettlia texensis isolate under optimized photoheterotrophic condition,” Bioresource Technology, vol. 131, no. 1, pp. 258–265, 2013. View at Publisher · View at Google Scholar
  12. M. K. Danquah, R. Harun, R. Halim, and G. M. Forde, “Cultivation medium design via elemental balancing for Tetraselmis suecica,” Chemical and Biochemical Engineering Quarterly, vol. 24, no. 3, pp. 361–369, 2010. View at Google Scholar · View at Scopus
  13. S. Mandal and N. Mallick, “Microalga Scenedesmus obliquus as a potential source for biodiesel production,” Applied Microbiology and Biotechnology, vol. 84, no. 2, pp. 281–291, 2009. View at Publisher · View at Google Scholar · View at Scopus
  14. T. Xie, Y. Sun, K. Du, B. Liang, R. Cheng, and Y. Zhang, “Optimization of heterotrophic cultivation of Chlorella sp. for oil production,” Bioresource Technology, vol. 118, pp. 235–242, 2012. View at Publisher · View at Google Scholar
  15. Z. Wu and X. Shi, “Optimization for high-density cultivation of heterotrophic Chlorella based on a hybrid neural network model,” Letters in Applied Microbiology, vol. 44, no. 1, pp. 13–18, 2007. View at Publisher · View at Google Scholar · View at Scopus
  16. M. N. Karim, D. Hodge, and L. Simon, “Data-based modeling and analysis of bioprocesses: some real experiences,” Biotechnology Progress, vol. 19, no. 5, pp. 1591–1605, 2003. View at Publisher · View at Google Scholar · View at Scopus
  17. R. García-Gimeno, C. Hervás-Martíanez, E. Barco-Alcalá, G. Zurera-Cosano, and E. Sanz-Tapia, “An artificial neural network approach to Escherichia coli O157:H7 growth estimation,” Journal of Food Science, vol. 68, no. 2, pp. 639–645, 2003. View at Publisher · View at Google Scholar
  18. E. Razmi-Rad, B. Ghanbarzadeh, and J. Rashmekarim, “An artificial neural network for prediction of zeleny sedimentation volume of wheat flour,” International Journal of Agriculture and Biology, vol. 10, no. 4, pp. 422–426, 2008. View at Google Scholar · View at Scopus
  19. A. Cid, J. Abalde, and C. Herrero, “High yield mixotrophic cultures of the marine microalga Tetraselmis suecica (Kylin) Butcher (Prasinophyceae),” Journal of Applied Phycology, vol. 4, no. 1, pp. 31–37, 1992. View at Publisher · View at Google Scholar · View at Scopus
  20. I. M. P. L. V. O. Ferreira, O. Pinho, E. Vieira, and J. G. Tavarela, “Brewer's Saccharomyces yeast biomass: characteristics and potential applications,” Trends in Food Science and Technology, vol. 21, no. 2, pp. 77–84, 2010. View at Publisher · View at Google Scholar · View at Scopus
  21. J. S. Tan, R. N. Ramanan, T. C. Ling, M. Shuhaimi, and A. B. Ariff, “Comparison of predictive capabilities of response surface methodology and artificial neural network for optimization of periplasmic interferon-α2b production by recombinant Escherichia coli,” Minerva Biotecnologica, vol. 22, no. 3-4, pp. 63–73, 2010. View at Google Scholar · View at Scopus
  22. M. G. Moghaddam, F. B. H. Ahmad, M. Basri, and M. B. A. Rahman, “Artificial neural network modeling studies to predict the yield of enzymatic synthesis of betulinic acid ester,” Electronic Journal of Biotechnology, vol. 13, no. 3, pp. 3–4, 2010. View at Publisher · View at Google Scholar · View at Scopus
  23. A. Ghaffari, H. Abdollahi, M. R. Khoshayand, I. S. Bozchalooi, A. Dadgar, and M. Rafiee-Tehrani, “Performance comparison of neural network training algorithms in modeling of bimodal drug delivery,” International Journal of Pharmaceutics, vol. 327, no. 1-2, pp. 126–138, 2006. View at Publisher · View at Google Scholar · View at Scopus
  24. J. Folch, M. Folch, and G. H. Sloane-Stanley, “A simple method for the isolation and purification of total lipides from animal tissues,” The Journal of Biological Chemistry, vol. 226, no. 1, pp. 497–509, 1957. View at Google Scholar · View at Scopus
  25. W. Chen, C. Zhang, L. Song, M. Sommerfeld, and Q. Hu, “A high throughput Nile red method for quantitative measurement of neutral lipids in microalgae,” Journal of Microbiological Methods, vol. 77, no. 1, pp. 41–47, 2009. View at Publisher · View at Google Scholar · View at Scopus
  26. W. Duch and N. Jankowski, “Survey of neural transfer functions,” Neural Computing Surveys, vol. 2, no. 1, pp. 163–212, 1999. View at Google Scholar
  27. M. Basri, R. N. Z. R. A. Rahman, A. Ebrahimpour, A. B. Salleh, E. R. Gunawan, and M. B. A. Rahman, “Comparison of estimation capabilities of response surface methodology (RSM) with artificial neural network (ANN) in lipase-catalyzed synthesis of palm-based wax ester,” BMC Biotechnology, vol. 7, article 53, 2007. View at Publisher · View at Google Scholar · View at Scopus
  28. B. M. Charles and A. W. Patricia, Biological Oceanography, Wiley-Blackwell, Hoboken, NJ, USA, 2nd edition, 2012.
  29. J. Fan, C. Yan, C. Andre, J. Shanklin, J. Schwender, and C. Xu, “Oil accumulation is controlled by carbon precursor supply for fatty acid synthesis in Chlamydomonas reinhardtii,” Plant and Cell Physiology, vol. 53, no. 8, pp. 1380–1390, 2012. View at Publisher · View at Google Scholar