IDEAS home Printed from https://ideas.repec.org/a/eee/rensus/v97y2018icp233-258.html
   My bibliography  Save this article

Model development for the growth of microalgae: A review

Author

Listed:
  • Darvehei, Pooya
  • Bahri, Parisa A.
  • Moheimani, Navid R.

Abstract

Despite attracting many attentions in the past decades, microalgal cultivation still faces many challenges for industrialisation. Growth, as one of the most crucial characteristics of a microalgal cultivation system, has been a significant subject for modelling. This paper presents a review of available models in the literature regarding the effect of process parameters such as light, temperature, nutrients, oxygen accumulation, salinity, and pH and carbon, on the growth rate of microalgal cells to understand their application in large-scale microalgal production. The existing models are classified based on the process conditions or parameters they considered in the formulation, and where multiple parameters were included the model was broken into separate functions, and each function was presented in the associated section. The most prominent result of this review is the huge gap between models and their validity for outdoor systems. It seems that to find suitable models for a real condition application, a new pathway is needed where models are developed based on the behaviour of the outdoor cultures in long-term. There are some effects such as adaptation which are difficult to model in short-term modelling while if the long-term approach is used these effects can be considered negligible. These characteristics of outdoor cultivation help in simplification of the models and less struggle in their validation. Moreover, using saline water is an effective way to improve the viability of algal production which requires understanding the relationship between growth and salinity of the medium. Such models are missing in the literature.

Suggested Citation

  • Darvehei, Pooya & Bahri, Parisa A. & Moheimani, Navid R., 2018. "Model development for the growth of microalgae: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 97(C), pages 233-258.
  • Handle: RePEc:eee:rensus:v:97:y:2018:i:c:p:233-258
    DOI: 10.1016/j.rser.2018.08.027
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1364032118306129
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.rser.2018.08.027?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Michael Borowitzka & Navid Moheimani, 2013. "Sustainable biofuels from algae," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 18(1), pages 13-25, January.
    2. Mata, Teresa M. & Martins, António A. & Caetano, Nidia. S., 2010. "Microalgae for biodiesel production and other applications: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(1), pages 217-232, January.
    3. Yuan, Shuo & Zhou, Xinping & Chen, Ranchi & Song, Bao, 2014. "Study on modelling microalgae growth in nitrogen-limited culture system for estimating biomass productivity," Renewable and Sustainable Energy Reviews, Elsevier, vol. 34(C), pages 525-535.
    4. Zeng, Xianhai & Danquah, Michael K. & Chen, Xiao Dong & Lu, Yinghua, 2011. "Microalgae bioengineering: From CO2 fixation to biofuel production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(6), pages 3252-3260, August.
    5. Khan, Shakeel A. & Rashmi & Hussain, Mir Z. & Prasad, S. & Banerjee, U.C., 2009. "Prospects of biodiesel production from microalgae in India," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(9), pages 2361-2372, December.
    6. Salama, El-Sayed & Kurade, Mayur B. & Abou-Shanab, Reda A.I. & El-Dalatony, Marwa M. & Yang, Il-Seung & Min, Booki & Jeon, Byong-Hun, 2017. "Recent progress in microalgal biomass production coupled with wastewater treatment for biofuel generation," Renewable and Sustainable Energy Reviews, Elsevier, vol. 79(C), pages 1189-1211.
    7. Ishika, Tasneema & Moheimani, Navid R. & Bahri, Parisa A., 2017. "Sustainable saline microalgae co-cultivation for biofuel production: A critical review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 78(C), pages 356-368.
    8. Kligerman, Debora Cynamon & Bouwer, Edward J., 2015. "Prospects for biodiesel production from algae-based wastewater treatment in Brazil: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 1834-1846.
    9. Amaro, Helena M. & Guedes, A. Catarina & Malcata, F. Xavier, 2011. "Advances and perspectives in using microalgae to produce biodiesel," Applied Energy, Elsevier, vol. 88(10), pages 3402-3410.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Wang, Hao & Garcia, Pablo Venegas & Ahmed, Shohel & Heggerud, Christopher M., 2022. "Mathematical comparison and empirical review of the Monod and Droop forms for resource-based population dynamics," Ecological Modelling, Elsevier, vol. 466(C).
    2. Sze Shin Low & Kien Xiang Bong & Muhammad Mubashir & Chin Kui Cheng & Man Kee Lam & Jun Wei Lim & Yeek Chia Ho & Keat Teong Lee & Heli Siti Halimatul Munawaroh & Pau Loke Show, 2021. "Microalgae Cultivation in Palm Oil Mill Effluent (POME) Treatment and Biofuel Production," Sustainability, MDPI, vol. 13(6), pages 1-17, March.
    3. Torben Schädler & Anna-Lena Thurn & Thomas Brück & Dirk Weuster-Botz, 2021. "Continuous Production of Lipids with Microchloropsis salina in Open Thin-Layer Cascade Photobioreactors on a Pilot Scale," Energies, MDPI, vol. 14(2), pages 1-20, January.
    4. Kleiman, Rachel M. & Characklis, Gregory W. & Kern, Jordan D. & Gerlach, Robin, 2021. "Characterizing weather-related biophysical and financial risks in algal biofuel production," Applied Energy, Elsevier, vol. 294(C).
    5. Raeisossadati, Mohammadjavad & Moheimani, Navid Reza & Parlevliet, David, 2019. "Luminescent solar concentrator panels for increasing the efficiency of mass microalgal production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 101(C), pages 47-59.
    6. Behera, Bunushree & Unpaprom, Yuwalee & Ramaraj, Rameshprabu & Maniam, Gaanty Pragas & Govindan, Natanamurugaraj & Paramasivan, Balasubramanian, 2021. "Integrated biomolecular and bioprocess engineering strategies for enhancing the lipid yield from microalgae," Renewable and Sustainable Energy Reviews, Elsevier, vol. 148(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Sharma, Yogesh Chandra & Singh, Veena, 2017. "Microalgal biodiesel: A possible solution for India’s energy security," Renewable and Sustainable Energy Reviews, Elsevier, vol. 67(C), pages 72-88.
    2. Maity, Sunil K., 2015. "Opportunities, recent trends and challenges of integrated biorefinery: Part II," Renewable and Sustainable Energy Reviews, Elsevier, vol. 43(C), pages 1446-1466.
    3. Lam, Man Kee & Lee, Keat Teong, 2012. "Potential of using organic fertilizer to cultivate Chlorella vulgaris for biodiesel production," Applied Energy, Elsevier, vol. 94(C), pages 303-308.
    4. Lucas Reijnders, 2013. "Lipid‐based liquid biofuels from autotrophic microalgae: energetic and environmental performance," Wiley Interdisciplinary Reviews: Energy and Environment, Wiley Blackwell, vol. 2(1), pages 73-85, January.
    5. Chamkalani, A. & Zendehboudi, S. & Rezaei, N. & Hawboldt, K., 2020. "A critical review on life cycle analysis of algae biodiesel: current challenges and future prospects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 134(C).
    6. Giostri, A. & Binotti, M. & Macchi, E., 2016. "Microalgae cofiring in coal power plants: Innovative system layout and energy analysis," Renewable Energy, Elsevier, vol. 95(C), pages 449-464.
    7. Inês Guerra & Hugo Pereira & Margarida Costa & Joana T. Silva & Tamára Santos & João Varela & Marília Mateus & Joana Silva, 2021. "Operation Regimes: A Comparison Based on Nannochloropsis oceanica Biomass and Lipid Productivity," Energies, MDPI, vol. 14(6), pages 1-13, March.
    8. Fazal, Tahir & Mushtaq, Azeem & Rehman, Fahad & Ullah Khan, Asad & Rashid, Naim & Farooq, Wasif & Rehman, Muhammad Saif Ur & Xu, Jian, 2018. "Bioremediation of textile wastewater and successive biodiesel production using microalgae," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 3107-3126.
    9. Mohammed I. Jahirul & Richard J. Brown & Wijitha Senadeera & Ian M. O'Hara & Zoran D. Ristovski, 2013. "The Use of Artificial Neural Networks for Identifying Sustainable Biodiesel Feedstocks," Energies, MDPI, vol. 6(8), pages 1-43, July.
    10. Tamilselvan, P. & Nallusamy, N. & Rajkumar, S., 2017. "A comprehensive review on performance, combustion and emission characteristics of biodiesel fuelled diesel engines," Renewable and Sustainable Energy Reviews, Elsevier, vol. 79(C), pages 1134-1159.
    11. Aziz, Md Maniruzzaman A. & Kassim, Khairul Anuar & Shokravi, Zahra & Jakarni, Fauzan Mohd & Liu, Hong Yuan & Zaini, Nabilah & Tan, Lian See & Islam, A.B.M. Saiful & Shokravi, Hoofar, 2020. "Two-stage cultivation strategy for simultaneous increases in growth rate and lipid content of microalgae: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 119(C).
    12. Ravanipour, Masoumeh & Hamidi, Ali & Mahvi, Amir Hossein, 2021. "Microalgae biodiesel: A systematic review in Iran," Renewable and Sustainable Energy Reviews, Elsevier, vol. 150(C).
    13. Atadashi, I.M. & Aroua, M.K. & Abdul Aziz, A.R. & Sulaiman, N.M.N., 2012. "The effects of water on biodiesel production and refining technologies: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(5), pages 3456-3470.
    14. de Jesus, Sérgio S. & Ferreira, Gabriela F. & Moreira, Larissa S. & Filho, Rubens Maciel, 2020. "Biodiesel production from microalgae by direct transesterification using green solvents," Renewable Energy, Elsevier, vol. 160(C), pages 1283-1294.
    15. Peralta-Ruiz, Y. & González-Delgado, A.-D. & Kafarov, V., 2013. "Evaluation of alternatives for microalgae oil extraction based on exergy analysis," Applied Energy, Elsevier, vol. 101(C), pages 226-236.
    16. Patel, Akash & Gami, Bharat & Patel, Pankaj & Patel, Beena, 2017. "Microalgae: Antiquity to era of integrated technology," Renewable and Sustainable Energy Reviews, Elsevier, vol. 71(C), pages 535-547.
    17. Yuan, Shuo & Hu, Jinrun & Liu, Zhiyuan & Hong, Yuanzhuo & Wang, Xianyong, 2020. "Modeling microalgae growth in continuous culture: Parameters analysis and temperature dependence," Energy, Elsevier, vol. 195(C).
    18. Goh, Chun Sheng & Lee, Keat Teong, 2010. "A visionary and conceptual macroalgae-based third-generation bioethanol (TGB) biorefinery in Sabah, Malaysia as an underlay for renewable and sustainable development," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(2), pages 842-848, February.
    19. Ramachandran, K. & Suganya, T. & Nagendra Gandhi, N. & Renganathan, S., 2013. "Recent developments for biodiesel production by ultrasonic assist transesterification using different heterogeneous catalyst: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 22(C), pages 410-418.
    20. Rizwan, Muhammad & Lee, Jay H. & Gani, Rafiqul, 2015. "Optimal design of microalgae-based biorefinery: Economics, opportunities and challenges," Applied Energy, Elsevier, vol. 150(C), pages 69-79.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:rensus:v:97:y:2018:i:c:p:233-258. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/600126/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.