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Mathematical Modeling of Temperature Effect on Algal Growth for Biodiesel Application

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Renewable Energy and Sustainable Buildings

Abstract

Microalgae biomass is promising feedstock for the industrial production of biodiesel. Hence, research and development are needed in several domains especially optimizations of growth conditions including temperature effect for mass scale operation (biomass production, harvesting, lipid extraction, etc.). Since in Middle East region, seasonal temperature variation as well as more rapid daily fluctuations are liable to modify the growth conditions of microalgae in outdoor culture and hence affect production efficiency. Therefore, in this study, a mathematical model was developed to calculate how the algae sp. (Chlorella kessleri) will react at different temperatures. The model integrates Monod model and Arrhenius equation, and as such it describes the relationship of algal growth rate with culturing temperature and limiting nutrient concentration. The apparent activation energy and pre-exponential factors were calculated to be 2537 cal/mol and 0.0077 day−1, respectively. The developed models could be useful to visualize the effective impacts of temperature on outdoor algae culture.

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References

  1. Liam B, Owende P (2010) Biofuels from microalgae—a review of technologies for production, processing, and extractions of biofuels and co-products. Renew Sustain Energy Rev 14:557

    Article  Google Scholar 

  2. Wang B, Li Y, Wu N, Lan CQ (2008) CO2 bio-mitigation using microalgae. Appl Microbiol Biotechnol 79:707

    Article  Google Scholar 

  3. Cheng J, Huang Y, Feng J, Sun J, Zhou J, Cen K (2013) Improving CO2 fixation efficiency by optimizing Chlorella PY-ZU1 culture conditions in sequential bioreactors. Bioresour Technol 144:321

    Article  Google Scholar 

  4. de Morais MG, Costa JAV (2007) Carbon dioxide fixation by Chlorella kessleri, C. vulgaris, Scenedesmus obliquus and Spirulina sp. cultivated in flasks and vertical tubular photobioreactors. Biotechnol Lett 29:1349

    Article  Google Scholar 

  5. Hossain SMZ, Hossain MM, Razzak SA (2018) Optimization of CO2 biofixation by Chlorella vulgaris using a tubular photobioreactor. Chem Eng Technol 41(7):1313

    Article  Google Scholar 

  6. Hossain SMZ, Alnoaimi A, Razzak SA, Ezuber H, Al-Bastaki N, Safdar M, Alkaabi S, Hossain MM (2018) Multiobjective optimization of microalgae (Chlorella sp.) growth in a photobioreactor using Box-Behnken design approach. Can J Chem Eng 96:1903

    Article  Google Scholar 

  7. Kazeem MA, Hossain SMZ, Razzak SA, Hossain MM (2018) Application of central composite design to optimize culture conditions of Chlorella vulgaris in a batch photobioreactor. Chem Prod Process Model 13. https://doi.org/10.1515/cp

  8. Schenk PM, Thomas-Hall SR, Stephens E, Marx UC, Mussgnug JH, Posten C, Kruse ORJ, Hankamer BD (2008) Second generation biofuels: high-efficiency microalgae for biodiesel production. Bioenergy Res 1:20

    Article  Google Scholar 

  9. Dismukes GC, Carrieri D, Bennette N, Ananyev GM, Posewitz MC (2008) Aquatic phototrophs: efficient alternatives to land-based crops for biofuels. Curr Opin Biotechnol 19:235

    Article  Google Scholar 

  10. Cantrell KB, Ducey T, Ro KS, Hunt PG (2008) Livestock waste-to-bioenergy generation opportunities. Bioresour Technol 99:7941

    Article  Google Scholar 

  11. Chisti Y (2007) Biodiesel from microalgae. Biotechnol Adv 25:294

    Article  Google Scholar 

  12. Razzak SA, Hossain MM, Lucky RA, Bassi AS, De Lasa H (2013) Integrated CO2 capture, wastewater treatment and biofuel production by microalgae culturing—a review. Renew Sustain Energy Rev 27:622

    Article  Google Scholar 

  13. Zhang D, Dechatiwongse P, del Rio-Chanona EA, Maitland GC, Hellgardt K, Vassiliadis VS (2015) Modelling of light and temperature influences on cyanobacterial growth and biohydrogen production. Algal Res 9:263

    Article  Google Scholar 

  14. Bissinger JE, Montagnes DJS (2008) Predicting marine phytoplankton maximum growth rates from temperature: improving on the Eppley curve using quantile regression. Limnol Oceanogr 53(2):487

    Article  Google Scholar 

  15. Ocampo-López C, Colorado-Arias S, Ramírez-Carmona M (2015) Modeling of microbial growth and ammonia consumption at different temperatures in the production of a polyhydroxyalkanoate (PHA) biopolymer. J Appl Res Technol 13:498

    Article  Google Scholar 

  16. Mohsenpour SF, Richards B, Willoughby N (2012) Spectral conversion of light for enhanced microalgae growth rates and photosynthetic pigment production. Bioresour Technol 125:75

    Article  Google Scholar 

  17. Das P, Lei W, Aziz SS, Obbard JP (2011) Enhanced algae growth in both phototrophic and mixotrophic culture under blue light. Bioresour Technol 102:3883

    Article  Google Scholar 

  18. De-Morais MG, Costa JAV (2007) Biofixation of carbon dioxide by Spirulina sp. and Scenedesmus obliquus cultivated in a three-stage serial tubular photobioreactor. J Biotechnol 129:439

    Article  Google Scholar 

  19. Tang D, Han W, Li P, Miao X, Zhong J (2011) CO2 biofixation and fatty acid composition of Scenedesmus obliquus and Chlorella pyrenoidosa in response to different CO2 levels. Bioresour Technol 102:3071

    Article  Google Scholar 

  20. Yun YS, Lee SB, Park JM, Lee CI, Yang JW (1997) Carbon dioxide fixation by algal cultivation using wastewater nutrients. J Chem Technol Biotechnol 69:451

    Article  Google Scholar 

  21. Hach Company (2015) Chromotropic acid method. Test "N Tube Vials 10(3):1–6.

    Google Scholar 

  22. Goldman JC, Carpenter EJ (1974) A kinetic approach to the effect of temperature on algal growth. Limnol Oceanogr 19(5):756

    Article  Google Scholar 

  23. Haaland PD (1989) Experimental design in biotechnology. CRC Press, Taylor & Francis Group, London

    Google Scholar 

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Acknowledgments

The author would like to gratefully acknowledge the support provided by King Abdulaziz City for Science and Technology (KACST) through the Science & Technology Unit at King Fahd University of Petroleum & Minerals (KFUPM) for funding this work through project No. NSTIP # 13-WAT096-04 as part of the National Science, Technology and Innovation Plan.

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41.1 Appendix

41.1 Appendix

Table 41.4 Composition of Bold’s Basal Medium (BBM)
Fig. 41.7
figure 7

Calibration curve for microalgae sp. Chlorella kessleri BBM at 25 °C in a batch photo bioreactor

Fig. 41.8
figure 8

A graphical method to determine the half-saturation coefficient

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Hossain, S.M.Z., Al-Bastaki, N., Alnoaimi, A.M.A., Ezuber, H., Razzak, S.A., Hossain, M.M. (2020). Mathematical Modeling of Temperature Effect on Algal Growth for Biodiesel Application. In: Sayigh, A. (eds) Renewable Energy and Sustainable Buildings. Innovative Renewable Energy. Springer, Cham. https://doi.org/10.1007/978-3-030-18488-9_41

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  • DOI: https://doi.org/10.1007/978-3-030-18488-9_41

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  • Online ISBN: 978-3-030-18488-9

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