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Modeling and Optimization of Microwave-Based Bio-Jet Fuel from Coconut Oil: Investigation of Response Surface Methodology (RSM) and Artificial Neural Network Methodology (ANN)

Author

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  • Mei Yin Ong

    (Institute of Sustainable Energy, Universiti Tenaga Nasional (UNITEN), Kajang 43000, Selangor, Malaysia
    AAIBE Chair of Renewable Energy, Universiti Tenaga Nasional (UNITEN), Kajang 43000, Selangor, Malaysia)

  • Saifuddin Nomanbhay

    (Institute of Sustainable Energy, Universiti Tenaga Nasional (UNITEN), Kajang 43000, Selangor, Malaysia
    AAIBE Chair of Renewable Energy, Universiti Tenaga Nasional (UNITEN), Kajang 43000, Selangor, Malaysia)

  • Fitranto Kusumo

    (Institute of Sustainable Energy, Universiti Tenaga Nasional (UNITEN), Kajang 43000, Selangor, Malaysia
    AAIBE Chair of Renewable Energy, Universiti Tenaga Nasional (UNITEN), Kajang 43000, Selangor, Malaysia)

  • Raja Mohamad Hafriz Raja Shahruzzaman

    (Institute of Sustainable Energy, Universiti Tenaga Nasional (UNITEN), Kajang 43000, Selangor, Malaysia
    AAIBE Chair of Renewable Energy, Universiti Tenaga Nasional (UNITEN), Kajang 43000, Selangor, Malaysia)

  • Abd Halim Shamsuddin

    (AAIBE Chair of Renewable Energy, Universiti Tenaga Nasional (UNITEN), Kajang 43000, Selangor, Malaysia)

Abstract

In this study, coconut oils have been transesterified with ethanol using microwave technology. The product obtained (biodiesel and FAEE) was then fractional distillated under vacuum to collect bio-kerosene or bio-jet fuel, which is a renewable fuel to operate a gas turbine engine. This process was modeled using RSM and ANN for optimization purposes. The developed models were proved to be reliable and accurate through different statistical tests and the results showed that ANN modeling was better than RSM. Based on the study, the optimum bio-jet fuel production yield of 74.45 wt% could be achieved with an ethanol–oil molar ratio of 9.25:1 under microwave irradiation with a power of 163.69 W for 12.66 min. This predicted value was obtained from the ANN model that has been optimized with ACO. Besides that, the sensitivity analysis indicated that microwave power offers a dominant impact on the results, followed by the reaction time and lastly ethanol–oil molar ratio. The properties of the bio-jet fuel obtained in this work was also measured and compared with American Society for Testing and Materials (ASTM) D1655 standard.

Suggested Citation

  • Mei Yin Ong & Saifuddin Nomanbhay & Fitranto Kusumo & Raja Mohamad Hafriz Raja Shahruzzaman & Abd Halim Shamsuddin, 2021. "Modeling and Optimization of Microwave-Based Bio-Jet Fuel from Coconut Oil: Investigation of Response Surface Methodology (RSM) and Artificial Neural Network Methodology (ANN)," Energies, MDPI, vol. 14(2), pages 1-17, January.
    • Handle: RePEc:gam:jeners:v:14:y:2021:i:2:p:295-:d:476317
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    References listed on IDEAS

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    1. Gutiérrez-Antonio, C. & Gómez-Castro, F.I. & de Lira-Flores, J.A. & Hernández, S., 2017. "A review on the production processes of renewable jet fuel," Renewable and Sustainable Energy Reviews, Elsevier, vol. 79(C), pages 709-729.
    2. Saka Ambali Abdulkareem & A. Jimoh & Joseph Odigure & U.C. Odili & A.S. Afolabi, 2012. "Production and Characterization of Biofuel from Refined Groundnut Oil," Chapters, in: Azni Zain Ahmed (ed.), Energy Conservation, IntechOpen.
    3. Arridina Susan Silitonga & Teuku Meurah Indra Mahlia & Abd Halim Shamsuddin & Hwai Chyuan Ong & Jassinnee Milano & Fitranto Kusumo & Abdi Hanra Sebayang & Surya Dharma & Husin Ibrahim & Hazlina Husin , 2019. "Optimization of Cerbera manghas Biodiesel Production Using Artificial Neural Networks Integrated with Ant Colony Optimization," Energies, MDPI, vol. 12(20), pages 1-21, October.
    4. Cheng, Feng & Brewer, Catherine E., 2017. "Producing jet fuel from biomass lignin: Potential pathways to alkyl-benzenes and cycloalkanes," Renewable and Sustainable Energy Reviews, Elsevier, vol. 72(C), pages 673-722.
    5. Mohd Mokhta, Zafri & Ong, Mei Yin & Salman, Bello & Nomanbhay, Saifuddin & Salleh, Siti Fatihah & Chew, Kit Wayne & Show, Pau-Loke & Chen, Wei-Hsin, 2020. "Simulation studies on microwave-assisted pyrolysis of biomass for bioenergy production with special attention on waveguide number and location," Energy, Elsevier, vol. 190(C).
    6. Mahlia, T.M.I. & Syazmi, Z.A.H.S. & Mofijur, M. & Abas, A.E. Pg & Bilad, M.R. & Ong, Hwai Chyuan & Silitonga, A.S., 2020. "Patent landscape review on biodiesel production: Technology updates," Renewable and Sustainable Energy Reviews, Elsevier, vol. 118(C).
    7. Mazaheri, Hoora & Ong, Hwai Chyuan & Masjuki, H.H. & Amini, Zeynab & Harrison, Mark D. & Wang, Chin-Tsan & Kusumo, Fitranto & Alwi, Azham, 2018. "Rice bran oil based biodiesel production using calcium oxide catalyst derived from Chicoreus brunneus shell," Energy, Elsevier, vol. 144(C), pages 10-19.
    8. Wang, Wei-Cheng & Tao, Ling, 2016. "Bio-jet fuel conversion technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 53(C), pages 801-822.
    9. Ong, Hwai Chyuan & Masjuki, H.H. & Mahlia, T.M.I. & Silitonga, A.S. & Chong, W.T. & Yusaf, Talal, 2014. "Engine performance and emissions using Jatropha curcas, Ceiba pentandra and Calophyllum inophyllum biodiesel in a CI diesel engine," Energy, Elsevier, vol. 69(C), pages 427-445.
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