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Box-Behnken assisted RSM and ANN modelling for biodiesel production over titanium supported zinc-oxide catalyst

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  • Emeji, Ikenna Chibuzor
  • Patel, Bilal

Abstract

Global utilization of Green fuels mitigates the harmful effects of climate change caused by greenhouse gas emissions from fossil fuels. Biodiesel was identified as an alternative fuel to satisfy the growing need for energy. Waste cooking oil is applied as a feedstock due to legitimate worries about using food crops to produce fuel. In this study, optimization of biodiesel synthesized from waste cooking soybean oil in the presence of a novel enhanced titanium-supported zinc oxide (ZnO/TiO2) catalyst had been reported. The aim was to use DOE to correlate relationships between optimal biodiesel productivity and the operating parameters. The influence of catalyst loading, methanol-to-oil ratio, and reaction temperature were investigated using a time-efficient Box-Behnken design of response surface methodology and artificial neural network. The predicted and experimental yield was comparable with 94.04 % (BBD-RSM), 93.99 % (ANN), and 94.42 % respectively. A significant biodiesel yield of 94.93 % was obtained at optimal operating conditions of catalyst loading (21.9 wt%), reaction temperature of 55 OC, and methanol oil ratios of 8:1. Comparative analysis indicates higher prediction capabilities for RSM than the ANN model in terms of lowest error functionality and highest correlation coefficient. However, the obtained FAME has properties within the standard limits set for biodiesel.

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  • Emeji, Ikenna Chibuzor & Patel, Bilal, 2024. "Box-Behnken assisted RSM and ANN modelling for biodiesel production over titanium supported zinc-oxide catalyst," Energy, Elsevier, vol. 308(C).
    • Handle: RePEc:eee:energy:v:308:y:2024:i:c:s0360544224025398
    DOI: 10.1016/j.energy.2024.132765
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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. Zheng, Yuanzhou & Shadloo, Mostafa Safdari & Nasiri, Hossein & Maleki, Akbar & Karimipour, Arash & Tlili, Iskander, 2020. "Prediction of viscosity of biodiesel blends using various artificial model and comparison with empirical correlations," Renewable Energy, Elsevier, vol. 153(C), pages 1296-1306.
    3. Asif Afzal & Javed Khan Bhutto & Abdulrahman Alrobaian & Abdul Razak Kaladgi & Sher Afghan Khan, 2021. "Modelling and Computational Experiment to Obtain Optimized Neural Network for Battery Thermal Management Data," Energies, MDPI, vol. 14(21), pages 1-19, November.
    4. Atabani, A.E. & Silitonga, A.S. & Badruddin, Irfan Anjum & Mahlia, T.M.I. & Masjuki, H.H. & Mekhilef, S., 2012. "A comprehensive review on biodiesel as an alternative energy resource and its characteristics," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(4), pages 2070-2093.
    5. Babu, D. & Karvembu, R. & Anand, R., 2018. "Impact of split injection strategy on combustion, performance and emissions characteristics of biodiesel fuelled common rail direct injection assisted diesel engine," Energy, Elsevier, vol. 165(PB), pages 577-592.
    6. Yaakob, Zahira & Mohammad, Masita & Alherbawi, Mohammad & Alam, Zahangir & Sopian, Kamaruzaman, 2013. "Overview of the production of biodiesel from Waste cooking oil," Renewable and Sustainable Energy Reviews, Elsevier, vol. 18(C), pages 184-193.
    7. Banković-Ilić, Ivana B. & Stamenković, Olivera S. & Veljković, Vlada B., 2012. "Biodiesel production from non-edible plant oils," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(6), pages 3621-3647.
    8. Asif Afzal & Saad Alshahrani & Abdulrahman Alrobaian & Abdulrajak Buradi & Sher Afghan Khan, 2021. "Power Plant Energy Predictions Based on Thermal Factors Using Ridge and Support Vector Regressor Algorithms," Energies, MDPI, vol. 14(21), pages 1-22, November.
    9. Leung, Dennis Y.C. & Wu, Xuan & Leung, M.K.H., 2010. "A review on biodiesel production using catalyzed transesterification," Applied Energy, Elsevier, vol. 87(4), pages 1083-1095, April.
    10. Lee, H.V. & Taufiq-Yap, Y.H. & Hussein, M.Z. & Yunus, R., 2013. "Transesterification of jatropha oil with methanol over Mg–Zn mixed metal oxide catalysts," Energy, Elsevier, vol. 49(C), pages 12-18.
    11. Wang, Jiayan & Xing, Shiyou & Huang, Yanqin & Fan, Pei & Fu, Junying & Yang, Gaixiu & Yang, Lingmei & Lv, Pengmei, 2017. "Highly stable gasified straw slag as a novel solid base catalyst for the effective synthesis of biodiesel: Characteristics and performance," Applied Energy, Elsevier, vol. 190(C), pages 703-712.
    12. Giakoumis, Evangelos G., 2018. "Analysis of 22 vegetable oils’ physico-chemical properties and fatty acid composition on a statistical basis, and correlation with the degree of unsaturation," Renewable Energy, Elsevier, vol. 126(C), pages 403-419.
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