IDEAS home Printed from https://ideas.repec.org/a/eee/rensus/v168y2022ics136403212200747x.html
   My bibliography  Save this article

From microalgae to bioenergy: Identifying optimally integrated biorefinery pathways and harvest scheduling under uncertainties in predicted climate

Author

Listed:
  • Lim, Juin Yau
  • Teng, Sin Yong
  • How, Bing Shen
  • Nam, KiJeon
  • Heo, SungKu
  • Máša, Vítězslav
  • Stehlík, Petr
  • Yoo, Chang Kyoo

Abstract

An emerging renewable energy source from living organisms, microalgae are recognized for its remarkable energy content and continuously receiving interest with a great potential in increasing its shares in fuel market. The main challenge for stable biorefinery operation is cultivation, given that the growth of microalgae is highly dependent on climate conditions, especially ambient temperature, and solar exposure. Herein, an advanced forecasting algorithm predicts daily climate conditions a year ahead. The forecast is then used in a dynamic metaheuristic optimization framework to determine optimal microalgae biorefinery process pathways with promising total annual margins and greenhouse gas emissions. In return, the optimal solution is reported with a total annual margin of 815,716 US$/y and greenhouse gas emission of 1.1 × 107 kg CO2-eqv/y. The most feasible microalgae species among the selection pool are identified in terms of kinetic growth, which is attributed to the climate behavior of the selected case-study region. A scheduling scheme is then identified for the optimal harvest period of cultivated microalgae. Next, uncertainty analysis for the selected process configuration is conducted using Monte Carlo simulation to investigate how variations in climate conditions will affect its overall performance. Additionally, the process is further enhanced by including renewable electricity sources which allow reducing 50% greenhouse gas emissions with the configuration of biomass energy (1.2%), solar power (0.1%), and wind energy (98.7%). In summary, this study provided a comprehensive guidelines on strategically deploying large scale microalgae biorefineries considering its long-term operational sustainability abiding the possible uncertainties within the system proposed.

Suggested Citation

  • Lim, Juin Yau & Teng, Sin Yong & How, Bing Shen & Nam, KiJeon & Heo, SungKu & Máša, Vítězslav & Stehlík, Petr & Yoo, Chang Kyoo, 2022. "From microalgae to bioenergy: Identifying optimally integrated biorefinery pathways and harvest scheduling under uncertainties in predicted climate," Renewable and Sustainable Energy Reviews, Elsevier, vol. 168(C).
    • Handle: RePEc:eee:rensus:v:168:y:2022:i:c:s136403212200747x
    DOI: 10.1016/j.rser.2022.112865
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S136403212200747X
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.rser.2022.112865?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. Li, Shuangxi & Hu, Tianyi & Xu, Yanzhe & Wang, Jingyi & Chu, Ruoyu & Yin, Zhihong & Mo, Fan & Zhu, Liandong, 2020. "A review on flocculation as an efficient method to harvest energy microalgae: Mechanisms, performances, influencing factors and perspectives," Renewable and Sustainable Energy Reviews, Elsevier, vol. 131(C).
    2. Su, Yujie & Song, Kaihui & Zhang, Peidong & Su, Yuqing & Cheng, Jing & Chen, Xiao, 2017. "Progress of microalgae biofuel’s commercialization," Renewable and Sustainable Energy Reviews, Elsevier, vol. 74(C), pages 402-411.
    3. Rawat, I. & Ranjith Kumar, R. & Mutanda, T. & Bux, F., 2011. "Dual role of microalgae: Phycoremediation of domestic wastewater and biomass production for sustainable biofuels production," Applied Energy, Elsevier, vol. 88(10), pages 3411-3424.
    4. Katiyar, Richa & Gurjar, B.R. & Bharti, Randhir K. & Kumar, Amit & Biswas, Shalini & Pruthi, Vikas, 2017. "Heterotrophic cultivation of microalgae in photobioreactor using low cost crude glycerol for enhanced biodiesel production," Renewable Energy, Elsevier, vol. 113(C), pages 1359-1365.
    5. Ehimen, E.A. & Sun, Z.F. & Carrington, C.G. & Birch, E.J. & Eaton-Rye, J.J., 2011. "Anaerobic digestion of microalgae residues resulting from the biodiesel production process," Applied Energy, Elsevier, vol. 88(10), pages 3454-3463.
    6. García Prieto, Carla V. & Ramos, Fernando D. & Estrada, Vanina & Villar, Marcelo A. & Diaz, M. Soledad, 2017. "Optimization of an integrated algae-based biorefinery for the production of biodiesel, astaxanthin and PHB," Energy, Elsevier, vol. 139(C), pages 1159-1172.
    7. Salam, Kamoru A. & Velasquez-Orta, Sharon B. & Harvey, Adam P., 2016. "A sustainable integrated in situ transesterification of microalgae for biodiesel production and associated co-product-a review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 65(C), pages 1179-1198.
    8. Okoro, Victor & Azimov, Ulugbek & Munoz, Jose & Hernandez, Hector H. & Phan, Anh N., 2019. "Microalgae cultivation and harvesting: Growth performance and use of flocculants - A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 115(C).
    9. Kumar, B. Ramesh & Mathimani, Thangavel & Sudhakar, M.P. & Rajendran, Karthik & Nizami, Abdul-Sattar & Brindhadevi, Kathirvel & Pugazhendhi, Arivalagan, 2021. "A state of the art review on the cultivation of algae for energy and other valuable products: Application, challenges, and opportunities," Renewable and Sustainable Energy Reviews, Elsevier, vol. 138(C).
    10. Ngan, Sue Lin & How, Bing Shen & Teng, Sin Yong & Leong, Wei Dong & Loy, Adrian Chun Minh & Yatim, Puan & Promentilla, Michael Angelo B. & Lam, Hon Loong, 2020. "A hybrid approach to prioritize risk mitigation strategies for biomass polygeneration systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 121(C).
    11. Pragya, Namita & Pandey, Krishan K. & Sahoo, P.K., 2013. "A review on harvesting, oil extraction and biofuels production technologies from microalgae," Renewable and Sustainable Energy Reviews, Elsevier, vol. 24(C), pages 159-171.
    12. Rawat, I. & Ranjith Kumar, R. & Mutanda, T. & Bux, F., 2013. "Biodiesel from microalgae: A critical evaluation from laboratory to large scale production," Applied Energy, Elsevier, vol. 103(C), pages 444-467.
    13. Patel, Madhumita & Kumar, Amit, 2016. "Production of renewable diesel through the hydroprocessing of lignocellulosic biomass-derived bio-oil: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 1293-1307.
    14. Lo, Shirleen Lee Yuen & How, Bing Shen & Leong, Wei Dong & Teng, Sin Yong & Rhamdhani, Muhammad Akbar & Sunarso, Jaka, 2021. "Techno-economic analysis for biomass supply chain: A state-of-the-art review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    15. Teng, Sin Yong & Loy, Adrian Chun Minh & Leong, Wei Dong & How, Bing Shen & Chin, Bridgid Lai Fui & Máša, Vítězslav, 2019. "Catalytic thermal degradation of Chlorella Vulgaris: Evolving deep neural networks for optimization," MPRA Paper 95772, University Library of Munich, Germany.
    16. Cuevas-Castillo, Gabriela A. & Navarro-Pineda, Freddy S. & Baz Rodríguez, Sergio A. & Sacramento Rivero, Julio C., 2020. "Advances on the processing of microalgal biomass for energy-driven biorefineries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 125(C).
    17. Zakaria, A. & Ismail, Firas B. & Lipu, M.S. Hossain & Hannan, M.A., 2020. "Uncertainty models for stochastic optimization in renewable energy applications," Renewable Energy, Elsevier, vol. 145(C), pages 1543-1571.
    18. Guo, Yang & Yeh, Thomas & Song, Wenhan & Xu, Donghai & Wang, Shuzhong, 2015. "A review of bio-oil production from hydrothermal liquefaction of algae," Renewable and Sustainable Energy Reviews, Elsevier, vol. 48(C), pages 776-790.
    19. Poh, Zhia Lerc & Amalina Kadir, Wan Nadiah & Lam, Man Kee & Uemura, Yoshimitsu & Suparmaniam, Uganeeswary & Lim, Jun Wei & Show, Pau Loke & Lee, Keat Tong, 2020. "The effect of stress environment towards lipid accumulation in microalgae after harvesting," Renewable Energy, Elsevier, vol. 154(C), pages 1083-1091.
    20. Muhammad, Gul & Alam, Md Asraful & Mofijur, M. & Jahirul, M.I. & Lv, Yongkun & Xiong, Wenlong & Ong, Hwai Chyuan & Xu, Jingliang, 2021. "Modern developmental aspects in the field of economical harvesting and biodiesel production from microalgae biomass," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    21. Rosli, Siti Suhailah & Amalina Kadir, Wan Nadiah & Wong, Chung Yiin & Han, Fon Yee & Lim, Jun Wei & Lam, Man Kee & Yusup, Suzana & Kiatkittipong, Worapon & Kiatkittipong, Kunlanan & Usman, Anwar, 2020. "Insight review of attached microalgae growth focusing on support material packed in photobioreactor for sustainable biodiesel production and wastewater bioremediation," Renewable and Sustainable Energy Reviews, Elsevier, vol. 134(C).
    22. Cabanelas, Iago Teles Dominguez & Arbib, Zouhayr & Chinalia, Fábio A. & Souza, Carolina Oliveira & Perales, José A. & Almeida, Paulo Fernando & Druzian, Janice Izabel & Nascimento, Iracema Andrade, 2013. "From waste to energy: Microalgae production in wastewater and glycerol," Applied Energy, Elsevier, vol. 109(C), pages 283-290.
    23. Moreno-Garcia, L. & Adjallé, K. & Barnabé, S. & Raghavan, G.S.V., 2017. "Microalgae biomass production for a biorefinery system: Recent advances and the way towards sustainability," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 493-506.
    24. 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.
    25. Suganya, T. & Varman, M. & Masjuki, H.H. & Renganathan, S., 2016. "Macroalgae and microalgae as a potential source for commercial applications along with biofuels production: A biorefinery approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 55(C), pages 909-941.
    26. 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.
    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. Fazril Ideris & Mohd Faiz Muaz Ahmad Zamri & Abd Halim Shamsuddin & Saifuddin Nomanbhay & Fitranto Kusumo & Islam Md Rizwanul Fattah & Teuku Meurah Indra Mahlia, 2022. "Progress on Conventional and Advanced Techniques of In Situ Transesterification of Microalgae Lipids for Biodiesel Production," Energies, MDPI, vol. 15(19), pages 1-32, September.
    2. Marcin Dębowski & Izabela Świca & Joanna Kazimierowicz & Marcin Zieliński, 2022. "Large Scale Microalgae Biofuel Technology—Development Perspectives in Light of the Barriers and Limitations," Energies, MDPI, vol. 16(1), pages 1-23, December.

    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. Ennaceri, Houda & Fischer, Kristina & Schulze, Agnes & Moheimani, Navid Reza, 2022. "Membrane fouling control for sustainable microalgal biodiesel production: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 161(C).
    2. Cuevas-Castillo, Gabriela A. & Navarro-Pineda, Freddy S. & Baz Rodríguez, Sergio A. & Sacramento Rivero, Julio C., 2020. "Advances on the processing of microalgal biomass for energy-driven biorefineries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 125(C).
    3. 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.
    4. Cheah, Wai Yan & Ling, Tau Chuan & Show, Pau Loke & Juan, Joon Ching & Chang, Jo-Shu & Lee, Duu-Jong, 2016. "Cultivation in wastewaters for energy: A microalgae platform," Applied Energy, Elsevier, vol. 179(C), pages 609-625.
    5. Shokravi, Zahra & Shokravi, Hoofar & Atabani, A.E. & Lau, Woei Jye & Chyuan, Ong Hwai & Ismail, Ahmad Fauzi, 2022. "Impacts of the harvesting process on microalgae fatty acid profiles and lipid yields: Implications for biodiesel production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 161(C).
    6. Goh, Brandon Han Hoe & Ong, Hwai Chyuan & Cheah, Mei Yee & Chen, Wei-Hsin & Yu, Kai Ling & Mahlia, Teuku Meurah Indra, 2019. "Sustainability of direct biodiesel synthesis from microalgae biomass: A critical review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 107(C), pages 59-74.
    7. 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.
    8. Marwa G. Saad & Noura S. Dosoky & Mohamed S. Zoromba & Hesham M. Shafik, 2019. "Algal Biofuels: Current Status and Key Challenges," Energies, MDPI, vol. 12(10), pages 1-22, May.
    9. Chen, Guanyi & Zhao, Liu & Qi, Yun, 2015. "Enhancing the productivity of microalgae cultivated in wastewater toward biofuel production: A critical review," Applied Energy, Elsevier, vol. 137(C), pages 282-291.
    10. Zabed, Hossain M. & Akter, Suely & Yun, Junhua & Zhang, Guoyan & Zhang, Yufei & Qi, Xianghui, 2020. "Biogas from microalgae: Technologies, challenges and opportunities," Renewable and Sustainable Energy Reviews, Elsevier, vol. 117(C).
    11. Vasistha, S. & Khanra, A. & Clifford, M. & Rai, M.P., 2021. "Current advances in microalgae harvesting and lipid extraction processes for improved biodiesel production: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 137(C).
    12. Li, Xin & Luo, Xingyi & Jin, Yangbin & Li, Jinyan & Zhang, Hongdan & Zhang, Aiping & Xie, Jun, 2018. "Heterogeneous sulfur-free hydrodeoxygenation catalysts for selectively upgrading the renewable bio-oils to second generation biofuels," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 3762-3797.
    13. Fasahati, Peyman & Wu, Wenzhao & Maravelias, Christos T., 2019. "Process synthesis and economic analysis of cyanobacteria biorefineries: A superstructure-based approach," Applied Energy, Elsevier, vol. 253(C), pages 1-1.
    14. Trivedi, Jayati & Aila, Mounika & Bangwal, D.P. & Kaul, Savita & Garg, M.O., 2015. "Algae based biorefinery—How to make sense?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 47(C), pages 295-307.
    15. Zhu, Liandong & Nugroho, Y.K. & Shakeel, S.R. & Li, Zhaohua & Martinkauppi, B. & Hiltunen, E., 2017. "Using microalgae to produce liquid transportation biodiesel: What is next?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 78(C), pages 391-400.
    16. Yin, Zhihong & Chu, Ruoyu & Zhu, Liandong & Li, Shuangxi & Mo, Fan & Hu, Dan & Liu, Chenchen, 2021. "Application of chitosan-based flocculants to harvest microalgal biomass for biofuel production: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 145(C).
    17. Sedlar, D. Karasalihović & Vulin, D. & Krajačić, G. & Jukić, L., 2019. "Offshore gas production infrastructure reutilisation for blue energy production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 108(C), pages 159-174.
    18. Tasić, Marija B. & Pinto, Luisa Fernanda Rios & Klein, Bruno Colling & Veljković, Vlada B. & Filho, Rubens Maciel, 2016. "Botryococcus braunii for biodiesel production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 64(C), pages 260-270.
    19. Gao, Chengkang & Zhu, Sulong & An, Nan & Na, Hongming & You, Huan & Gao, Chengbo, 2021. "Comprehensive comparison of multiple renewable power generation methods: A combination analysis of life cycle assessment and ecological footprint," Renewable and Sustainable Energy Reviews, Elsevier, vol. 147(C).
    20. Prajapati, Sanjeev Kumar & Malik, Anushree & Vijay, Virendra Kumar, 2014. "Comparative evaluation of biomass production and bioenergy generation potential of Chlorella spp. through anaerobic digestion," Applied Energy, Elsevier, vol. 114(C), pages 790-797.

    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:168:y:2022:i:c:s136403212200747x. 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.