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Optimization and prediction of biogas yield from pretreated Ulva Intestinalis Linnaeus applying statistical-based regression approach and machine learning algorithms

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  • Aigbe, Uyiosa Osagie
  • Ukhurebor, Kingsley Eghonghon
  • Osibote, Adelaja Otolorin
  • Hassaan, Mohamed A.
  • El Nemr, Ahmed

Abstract

A statistical-based regression approach and machine learning (ML) algorithms (response surface methodology (RSM), feed-forward backpropagation artificial neural network (ANN) and multi-layer adaptive neuro-fuzzy inference system (ANFIS)) were explored for the optimization and prediction of biogas resulting from the anaerobic digestion (AD) of pretreated Ulva Intestinalis Linnaeus (UIL). ANFIS model was found to better predict and model the process of biogas production from the AD of pretreated UIL owing to low mean square error (MSE) and RMSE values (0.8841 and 0.9402-US, 0.9628 and 0.9812-O3, 0.1387 and 0.3724-MW and 0.3018 and 1.1410-Fe3O4) and highest values of R2 (0.9998-US, 0.9996-O3, 0.9996-MW and 0.9995-Fe3O4). Optimum conditions for biogas yield as a result of the various pretreatment processes based on the ANFIS model were US-15 power/time, time-40 min and the biogas yield-181.0 mL.gVS−1, O3-15.0 mg/min, time-40.0 min and biogas yield of 164.0 mL.gVS−1, MW-2.3 power/time, time-40.0 min and biogas yield-81.7 mL.gVS−1 and Fe3O4-20.0 mg L−1, time-40.0 min and biogas yield-154 mL.gVS−1. The results obtained show that the ML and statistical-based models were effective in approximating the biogas yield with high precision and low error and could be beneficial for the biogas production scale-up process.

Suggested Citation

  • Aigbe, Uyiosa Osagie & Ukhurebor, Kingsley Eghonghon & Osibote, Adelaja Otolorin & Hassaan, Mohamed A. & El Nemr, Ahmed, 2024. "Optimization and prediction of biogas yield from pretreated Ulva Intestinalis Linnaeus applying statistical-based regression approach and machine learning algorithms," Renewable Energy, Elsevier, vol. 235(C).
    • Handle: RePEc:eee:renene:v:235:y:2024:i:c:s0960148124014150
    DOI: 10.1016/j.renene.2024.121347
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    1. Olatunji, Kehinde O. & Ahmed, Noor A. & Madyira, Daniel M. & Adebayo, Ademola O. & Ogunkunle, Oyetola & Adeleke, Oluwatobi, 2022. "Performance evaluation of ANFIS and RSM modeling in predicting biogas and methane yields from Arachis hypogea shells pretreated with size reduction," Renewable Energy, Elsevier, vol. 189(C), pages 288-303.
    2. Kwietniewska, Ewa & Tys, Jerzy, 2014. "Process characteristics, inhibition factors and methane yields of anaerobic digestion process, with particular focus on microalgal biomass fermentation," Renewable and Sustainable Energy Reviews, Elsevier, vol. 34(C), pages 491-500.
    3. Mohamed A. Hassaan & Ahmed El Nemr & Marwa R. Elkatory & Ahmed Eleryan & Safaa Ragab & Amany El Sikaily & Antonio Pantaleo, 2021. "Enhancement of Biogas Production from Macroalgae Ulva latuca via Ozonation Pretreatment," Energies, MDPI, vol. 14(6), pages 1-16, March.
    4. McKennedy, Janet & Sherlock, Orla, 2015. "Anaerobic digestion of marine macroalgae: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 1781-1790.
    5. 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.
    6. Aiban Abdulhakim Saeed Ghaleb & Shamsul Rahman Mohamed Kutty & Yeek-Chia Ho & Ahmad Hussaini Jagaba & Azmatullah Noor & Abdulnaser Mohammed Al-Sabaeei & Najib Mohammed Yahya Almahbashi, 2020. "Response Surface Methodology to Optimize Methane Production from Mesophilic Anaerobic Co-Digestion of Oily-Biological Sludge and Sugarcane Bagasse," Sustainability, MDPI, vol. 12(5), pages 1-11, March.
    7. Gil, A. & Siles, J.A. & Martín, M.A. & Chica, A.F. & Estévez-Pastor, F.S. & Toro-Baptista, E., 2018. "Effect of microwave pretreatment on semi-continuous anaerobic digestion of sewage sludge," Renewable Energy, Elsevier, vol. 115(C), pages 917-925.
    8. Kehinde O. Olatunji & Daniel M. Madyira & Noor A. Ahmed & Oyetola Ogunkunle, 2022. "Effect of Combined Particle Size Reduction and Fe 3 O 4 Additives on Biogas and Methane Yields of Arachis hypogea Shells at Mesophilic Temperature," Energies, MDPI, vol. 15(11), pages 1-15, May.
    9. 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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