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Enhanced ultrasonic assisted biodiesel production from meat industry waste (pig tallow) using green copper oxide nanocatalyst: Comparison of response surface and neural network modelling

Author

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  • Suresh, T.
  • Sivarajasekar, N.
  • Balasubramani, K.

Abstract

In order to reduce the fossil fuel usage, to meet huge energy demand and lessen air pollution, a green, clean and sustainable biofuel is the only alternative. Biodiesel production becomes cheaper when we use a cheap precursor, eco-friendly catalyst and a proper process. Pig tallow from the meat industry containing high fatty acid can be utilized as an effective precursor for biodiesel preparation. This study produced biodiesel from pig tallow oil via ultrasonic assisted and CuO catalysed two-step esterification process. Cinnamomum tamala (C. tamala) extract was utilized for CuO nanoparticles preparation and characterized using infra-red spectra, x-ray diffraction, particle size distribution, scanning and transmission electron microscopy. Biodiesel production was modelled using Box-Behnken design (BBD) and artificial neural network (ANN), in the variables range of ultrasonication (US) time (20–40 min), CuO nanocatalyst load (1–3 wt%), and the methanol to pre-treated PTO molar ratio (10:1–30:1). Statistical analysis proved that the ANN modelling was better than BBD. Optimal yield of 97.82% obtained using Genetic Algorithm (GA) at US time: 35.36 min, CuO catalyst load: 2.07 wt%, and the molar ratio: 29.87:1. Comparison with previous studies proved that ultrasonication significantly reduced the CuO nanocatalyst load, and increased the molar ratio and improved the process.

Suggested Citation

  • Suresh, T. & Sivarajasekar, N. & Balasubramani, K., 2021. "Enhanced ultrasonic assisted biodiesel production from meat industry waste (pig tallow) using green copper oxide nanocatalyst: Comparison of response surface and neural network modelling," Renewable Energy, Elsevier, vol. 164(C), pages 897-907.
  • Handle: RePEc:eee:renene:v:164:y:2021:i:c:p:897-907
    DOI: 10.1016/j.renene.2020.09.112
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    References listed on IDEAS

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    1. Krishnamurthy, K.N. & Sridhara, S.N. & Ananda Kumar, C.S., 2020. "Optimization and kinetic study of biodiesel production from Hydnocarpus wightiana oil and dairy waste scum using snail shell CaO nano catalyst," Renewable Energy, Elsevier, vol. 146(C), pages 280-296.
    2. Marta Ramos & Ana Paula Soares Dias & Jaime Filipe Puna & João Gomes & João Carlos Bordado, 2019. "Biodiesel Production Processes and Sustainable Raw Materials," Energies, MDPI, vol. 12(23), pages 1-30, November.
    3. Jack P. C. Kleijnen, 2015. "Response Surface Methodology," International Series in Operations Research & Management Science, in: Michael C Fu (ed.), Handbook of Simulation Optimization, edition 127, chapter 0, pages 81-104, Springer.
    4. Sakthivel, R. & Ramesh, K. & Purnachandran, R. & Mohamed Shameer, P., 2018. "A review on the properties, performance and emission aspects of the third generation biodiesels," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 2970-2992.
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    1. Maleki, Basir & Esmaeili, Hossein, 2023. "Ultrasound-assisted conversion of waste frying oil into biodiesel using Al-doped ZnO nanocatalyst: Box-Behnken design-based optimization," Renewable Energy, Elsevier, vol. 209(C), pages 10-26.
    2. Maleki, Basir & Ashraf Talesh, S. Siamak, 2022. "Optimization of ZnO incorporation to αFe2O3 nanoparticles as an efficient catalyst for biodiesel production in a sonoreactor: Application on the CI engine," Renewable Energy, Elsevier, vol. 182(C), pages 43-59.
    3. Elgharbawy, Abdallah S. & Ali, Rehab M., 2022. "Techno-economic assessment of the biodiesel production using natural minerals rocks as a heterogeneous catalyst via conventional and ultrasonic techniques," Renewable Energy, Elsevier, vol. 191(C), pages 161-175.
    4. Sun, Dayu & Gao, Lijing & Wei, Ruiping & Pan, Xiaomei & Xiao, Guomin, 2023. "Mechanical vapor recompression coupling organic rankine cycle process for purification of crude biodiesel obtained by solid base-catalyzed transesterification," Energy, Elsevier, vol. 266(C).
    5. Maryam Tanveer Akhtar & Mushtaq Ahmad & Mohamed Fawzy Ramadan & Trobjon Makhkamov & Akramjon Yuldashev & Oybek Mamarakhimov & Mamoona Munir & Maliha Asma & Muhammad Zafar & Salman Majeed, 2023. "Sustainable Production of Biodiesel from Novel Non-Edible Oil Seeds ( Descurainia sophia L.) via Green Nano CeO 2 Catalyst," Energies, MDPI, vol. 16(3), pages 1-26, February.
    6. Aghel, Babak & Gouran, Ashkan & Parandi, Ehsan & Jumeh, Binta Hadi & Nodeh, Hamid Rashidi, 2022. "Production of biodiesel from high acidity waste cooking oil using nano GO@MgO catalyst in a microreactor," Renewable Energy, Elsevier, vol. 200(C), pages 294-302.
    7. Ming-Chien Hsiao & Wei-Ting Lin & Wei-Cheng Chiu & Shuhn-Shyurng Hou, 2021. "Two-Stage Biodiesel Synthesis from Used Cooking Oil with a High Acid Value via an Ultrasound-Assisted Method," Energies, MDPI, vol. 14(12), pages 1-14, June.
    8. Abdelmigeed, Mai O. & Al-Sakkari, Eslam G. & Hefney, Mahmoud S. & Ismail, Fatma M. & Ahmed, Tamer S. & Ismail, Ibrahim M., 2021. "Biodiesel production catalyzed by NaOH/Magnetized ZIF-8: Yield improvement using methanolysis and catalyst reusability enhancement," Renewable Energy, Elsevier, vol. 174(C), pages 253-261.

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