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Current status and future prospects of biofuel production from brown algae in North America: Progress and challenges

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  • Kouhgardi, Esmaeil
  • Zendehboudi, Sohrab
  • Mohammadzadeh, Omid
  • Lohi, Ali
  • Chatzis, Ioannis

Abstract

Brown algae adsorb a considerable amount of CO2 and store carbon in their biomass more than many other algae species. Nowadays, depletion of fossil fuel resources, greenhouse gas emissions, climate change, and the future of human food security have encouraged scientists and policymakers to develop safer and more sustainable alternatives of energy sources. Brown algae have attracted most of this attention in North American countries to generate a wide range of products and biomass for biorefinery. In this review paper, various aspects of brown algae cultivation and its biorefinery process are discussed. Main drivers of the sectors, opportunities, challenges, and future prospects of brown algae-based biofuels in North America have been taken into account; the most appropriate processes and pathways are compared to maximize the outputs and environmental benefits, and minimize costs and drawbacks of the industry. Analysis and predictions of renewable energy future in North American countries revealed that biomass-derived fuels, including brown algae biofuels, will play an important role especially in the transportation sector. These biofuels, including bioethanol and biodiesel are accompanied by various co-products and by-products in an optimized biorefinery system to convert every available component of brown algae. However, cultivation of brown algae to produce biomass at a commercial scale with minimum costs and market demands are the main challenges of algal biofuels. Finally, expanding the value chain of the brown algae biorefinery by producing more advanced biofuels such as aviation fuels and value-added co- and by-products would significantly impact North American countries' gross domestic product.

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  • Kouhgardi, Esmaeil & Zendehboudi, Sohrab & Mohammadzadeh, Omid & Lohi, Ali & Chatzis, Ioannis, 2023. "Current status and future prospects of biofuel production from brown algae in North America: Progress and challenges," Renewable and Sustainable Energy Reviews, Elsevier, vol. 172(C).
  • Handle: RePEc:eee:rensus:v:172:y:2023:i:c:s1364032122008930
    DOI: 10.1016/j.rser.2022.113012
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    as
    1. Navarrete, Ignacio A. & Kim, Diane Y. & Wilcox, Cindy & Reed, Daniel C. & Ginsburg, David W. & Dutton, Jessica M. & Heidelberg, John & Raut, Yubin & Wilcox, Brian Howard, 2021. "Effects of depth-cycling on nutrient uptake and biomass production in the giant kelp Macrocystis pyrifera," Renewable and Sustainable Energy Reviews, Elsevier, vol. 141(C).
    2. Tedesco, S. & Marrero Barroso, T. & Olabi, A.G., 2014. "Optimization of mechanical pre-treatment of Laminariaceae spp. biomass-derived biogas," Renewable Energy, Elsevier, vol. 62(C), pages 527-534.
    3. Thompson, Wyatt & Johansson, Robert & Meyer, Seth & Whistance, Jarrett, 2018. "The US biofuel mandate as a substitute for carbon cap-and-trade," Energy Policy, Elsevier, vol. 113(C), pages 368-375.
    4. Fionnuala Murphy & Ger Devlin & Rory Deverell & Kevin McDonnell, 2013. "Biofuel Production in Ireland—An Approach to 2020 Targets with a Focus on Algal Biomass," Energies, MDPI, vol. 6(12), pages 1-22, December.
    5. Song, Minkyung & Duc Pham, Hong & Seon, Jiyun & Chul Woo, Hee, 2015. "Marine brown algae: A conundrum answer for sustainable biofuels production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 50(C), pages 782-792.
    6. Singh, Anoop & Olsen, Stig Irving, 2011. "A critical review of biochemical conversion, sustainability and life cycle assessment of algal biofuels," Applied Energy, Elsevier, vol. 88(10), pages 3548-3555.
    7. Fasahati, Peyman & Liu, J. Jay, 2015. "Economic, energy, and environmental impacts of alcohol dehydration technology on biofuel production from brown algae," Energy, Elsevier, vol. 93(P2), pages 2321-2336.
    8. Maria Enquist-Newman & Ann Marie E. Faust & Daniel D. Bravo & Christine Nicole S. Santos & Ryan M. Raisner & Arthur Hanel & Preethi Sarvabhowman & Chi Le & Drew D. Regitsky & Susan R. Cooper & Lars Pe, 2014. "Efficient ethanol production from brown macroalgae sugars by a synthetic yeast platform," Nature, Nature, vol. 505(7482), pages 239-243, January.
    9. Brigljević, Boris & Liu, Jay J. & Lim, Hankwon, 2019. "Comprehensive feasibility assessment of a poly-generation process integrating fast pyrolysis of S. japonica and the Rankine cycle," Applied Energy, Elsevier, vol. 254(C).
    10. Montingelli, M.E. & Benyounis, K.Y. & Quilty, B. & Stokes, J. & Olabi, A.G., 2017. "Influence of mechanical pretreatment and organic concentration of Irish brown seaweed for methane production," Energy, Elsevier, vol. 118(C), pages 1079-1089.
    11. Choumert Nkolo, Johanna & Combes Motel, Pascale & Guegang Djimeli, Charlain, 2018. "Income-generating Effects of Biofuel Policies: A Meta-analysis of the CGE Literature," Ecological Economics, Elsevier, vol. 147(C), pages 230-242.
    12. Choi, Dong Gu & Park, Sang Yong & Hong, Jong Chul, 2015. "Quantitatively exploring the future of renewable portfolio standard in the Korean electricity sector via a bottom-up energy model," Renewable and Sustainable Energy Reviews, Elsevier, vol. 50(C), pages 793-803.
    13. Bhullar, A.S. & Deo, Balbinder & Sachdeva, Jatinder, 2012. "Transport Biofuel Production, Trade-offs, and Promotion Policies in Canada — A Review," Agricultural Economics Research Review, Agricultural Economics Research Association (India), vol. 25(1), June.
    14. Rodriguez, C. & Alaswad, A. & El-Hassan, Z. & Olabi, A.G., 2018. "Improvement of methane production from P. canaliculata through mechanical pretreatment," Renewable Energy, Elsevier, vol. 119(C), pages 73-78.
    15. John J. Milledge & Benjamin Smith & Philip W. Dyer & Patricia Harvey, 2014. "Macroalgae-Derived Biofuel: A Review of Methods of Energy Extraction from Seaweed Biomass," Energies, MDPI, vol. 7(11), pages 1-29, November.
    16. Fawzy, Mustafa A. & Gomaa, Mohamed, 2020. "Pretreated fucoidan and alginate from a brown seaweed as a substantial carbon source for promoting biomass, lipid, biochemical constituents and biodiesel quality of Dunaliella salina," Renewable Energy, Elsevier, vol. 157(C), pages 246-255.
    17. David Zilberman & Eunice Kim & Sam Kirschner & Scott Kaplan & Jeanne Reeves, 2013. "Technology and the future bioeconomy," Agricultural Economics, International Association of Agricultural Economists, vol. 44(s1), pages 95-102, November.
    18. Fernand, Francois & Israel, Alvaro & Skjermo, Jorunn & Wichard, Thomas & Timmermans, Klaas R. & Golberg, Alexander, 2017. "Offshore macroalgae biomass for bioenergy production: Environmental aspects, technological achievements and challenges," Renewable and Sustainable Energy Reviews, Elsevier, vol. 75(C), pages 35-45.
    19. Gurung, Anup & Van Ginkel, Steven W. & Kang, Woo-Chang & Qambrani, Naveed Ahmed & Oh, Sang-Eun, 2012. "Evaluation of marine biomass as a source of methane in batch tests: A lab-scale study," Energy, Elsevier, vol. 43(1), pages 396-401.
    20. Johanna Choumert Nkolo & Pascale Combes Motel & Charlain Guegang Djimeli, 2018. "Income-generating Effects of Biofuel Policies: A Meta-analysis of the CGE Literature," Post-Print hal-01951339, HAL.
    21. Daroch, Maurycy & Geng, Shu & Wang, Guangyi, 2013. "Recent advances in liquid biofuel production from algal feedstocks," Applied Energy, Elsevier, vol. 102(C), pages 1371-1381.
    22. Czyrnek-Delêtre, Magdalena M. & Rocca, Stefania & Agostini, Alessandro & Giuntoli, Jacopo & Murphy, Jerry D., 2017. "Life cycle assessment of seaweed biomethane, generated from seaweed sourced from integrated multi-trophic aquaculture in temperate oceanic climates," Applied Energy, Elsevier, vol. 196(C), pages 34-50.
    23. Seth J Theuerkauf & James A Morris Jr. & Tiffany J Waters & Lisa C Wickliffe & Heidi K Alleway & Robert C Jones, 2019. "A global spatial analysis reveals where marine aquaculture can benefit nature and people," PLOS ONE, Public Library of Science, vol. 14(10), pages 1-29, October.
    24. Maceiras, Rocio & Rodrı´guez, Mónica & Cancela, Angeles & Urréjola, Santiago & Sánchez, Angel, 2011. "Macroalgae: Raw material for biodiesel production," Applied Energy, Elsevier, vol. 88(10), pages 3318-3323.
    25. Allen, Eoin & Wall, David M. & Herrmann, Christiane & Xia, Ao & Murphy, Jerry D., 2015. "What is the gross energy yield of third generation gaseous biofuel sourced from seaweed?," Energy, Elsevier, vol. 81(C), pages 352-360.
    26. Rastogi, Rajesh P. & Pandey, Ashok & Larroche, Christian & Madamwar, Datta, 2018. "Algal Green Energy – R&D and technological perspectives for biodiesel production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 2946-2969.
    27. Tedesco, S. & Daniels, S., 2018. "Optimisation of biogas generation from brown seaweed residues: Compositional and geographical parameters affecting the viability of a biorefinery concept," Applied Energy, Elsevier, vol. 228(C), pages 712-723.
    28. Philippsen, Aaron & Wild, Peter & Rowe, Andrew, 2014. "Energy input, carbon intensity and cost for ethanol produced from farmed seaweed," Renewable and Sustainable Energy Reviews, Elsevier, vol. 38(C), pages 609-623.
    29. Smyth, Beatrice M. & Murphy, Jerry D. & O'Brien, Catherine M., 2009. "What is the energy balance of grass biomethane in Ireland and other temperate northern European climates?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(9), pages 2349-2360, December.
    30. 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).
    31. Chia, Shir Reen & Ong, Hwai Chyuan & Chew, Kit Wayne & Show, Pau Loke & Phang, Siew-Moi & Ling, Tau Chuan & Nagarajan, Dillirani & Lee, Duu-Jong & Chang, Jo-Shu, 2018. "Sustainable approaches for algae utilisation in bioenergy production," Renewable Energy, Elsevier, vol. 129(PB), pages 838-852.
    32. Tabassum, Muhammad Rizwan & Xia, Ao & Murphy, Jerry D., 2017. "Potential of seaweed as a feedstock for renewable gaseous fuel production in Ireland," Renewable and Sustainable Energy Reviews, Elsevier, vol. 68(P1), pages 136-146.
    33. Hughes, Adam D & Black, Kenneth D & Campbell, Iona & Heymans, Johanna J & Orr, Kyla K & Stanley, Michele S. & Kelly, Maeve S., 2013. "Comments on ‘Prospects for the use of macroalgae for fuel in Ireland and UK: An overview of marine management issues’," Marine Policy, Elsevier, vol. 38(C), pages 554-556.
    34. Ghadiryanfar, Mohsen & Rosentrater, Kurt A. & Keyhani, Alireza & Omid, Mahmoud, 2016. "A review of macroalgae production, with potential applications in biofuels and bioenergy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 473-481.
    35. Chen, Huihui & Zhou, Dong & Luo, Gang & Zhang, Shicheng & Chen, Jianmin, 2015. "Macroalgae for biofuels production: Progress and perspectives," Renewable and Sustainable Energy Reviews, Elsevier, vol. 47(C), pages 427-437.
    36. Tedesco, Silvia & Mac Lochlainn, Dubhaltach & Olabi, Abdul Ghani, 2014. "Particle size reduction optimization of Laminaria spp. biomass for enhanced methane production," Energy, Elsevier, vol. 76(C), pages 857-862.
    37. Fasahati, Peyman & Woo, Hee Chul & Liu, J. Jay, 2015. "Industrial-scale bioethanol production from brown algae: Effects of pretreatment processes on plant economics," Applied Energy, Elsevier, vol. 139(C), pages 175-187.
    38. Raúl Tapia-Tussell & Julio Avila-Arias & Jorge Domínguez Maldonado & David Valero & Edgar Olguin-Maciel & Daisy Pérez-Brito & Liliana Alzate-Gaviria, 2018. "Biological Pretreatment of Mexican Caribbean Macroalgae Consortiums Using Bm-2 Strain ( Trametes hirsuta ) and Its Enzymatic Broth to Improve Biomethane Potential," Energies, MDPI, vol. 11(3), pages 1-11, February.
    39. Scaife, Mark A. & Merkx-Jacques, Alexandra & Woodhall, David L. & Armenta, Roberto E., 2015. "Algal biofuels in Canada: Status and potential," Renewable and Sustainable Energy Reviews, Elsevier, vol. 44(C), pages 620-642.
    40. 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.
    41. Moreno-Sader, K. & Meramo-Hurtado, S.I. & González-Delgado, A.D., 2019. "Computer-aided environmental and exergy analysis as decision-making tools for selecting bio-oil feedstocks," Renewable and Sustainable Energy Reviews, Elsevier, vol. 112(C), pages 42-57.
    42. Ge, Leilei & Wang, Peng & Mou, Haijin, 2011. "Study on saccharification techniques of seaweed wastes for the transformation of ethanol," Renewable Energy, Elsevier, vol. 36(1), pages 84-89.
    43. Johanna Choumert Nkolo & Pascale Combes Motel & Charlain Guegang Djimeli, 2018. "Income-generating Effects of Biofuel Policies: A Meta-analysis of the CGE Literature," Post-Print halshs-01957464, HAL.
    44. Rudolph A. Ffrench, 1972. "The Demand For Canadian Seaweeds With Special Reference To Irish Moss," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 20(2), pages 1-6, July.
    45. Brigljević, Boris & Žuvela, Petar & Liu, J. Jay & Woo, Hee-Chul & Choi, Jae Hyung, 2018. "Development of an automated method for modelling of bio-crudes originating from biofuel production processes based on thermochemical conversion," Applied Energy, Elsevier, vol. 215(C), pages 670-678.
    46. Ramachandra, T.V. & Hebbale, Deepthi, 2020. "Bioethanol from macroalgae: Prospects and challenges," Renewable and Sustainable Energy Reviews, Elsevier, vol. 117(C).
    47. 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.
    48. Montingelli, M.E. & Tedesco, S. & Olabi, A.G., 2015. "Biogas production from algal biomass: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 43(C), pages 961-972.
    49. Adeniyi, Oladapo Martins & Azimov, Ulugbek & Burluka, Alexey, 2018. "Algae biofuel: Current status and future applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 90(C), pages 316-335.
    50. Tedesco, S. & Benyounis, K.Y. & Olabi, A.G., 2013. "Mechanical pretreatment effects on macroalgae-derived biogas production in co-digestion with sludge in Ireland," Energy, Elsevier, vol. 61(C), pages 27-33.
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