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Corrosion rate prediction for metals in biodiesel using artificial neural networks

Author

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  • Rocabruno-Valdés, C.I.
  • González-Rodriguez, J.G.
  • Díaz-Blanco, Y.
  • Juantorena, A.U.
  • Muñoz-Ledo, J.A.
  • El-Hamzaoui, Y.
  • Hernández, J.A.

Abstract

The objective of this research was to develop a direct artificial neural network with the ability to predict a corrosion rate of metals in different biodiesel. Experimental values were obtained by the electrochemical noise technique, EN, as well as, information reported in the literature. A backpropagation model was proposed with three layers; metal and biodiesel composition, blend biodiesel/diesel, total acid number (TAN), temperature and exposure time were considered as input variables in the model. The best fitting training data were acquired with 24:4:1, considering a Levenberg –Marquardt learning algorithm, a hyperbolic tangent and linear transfer functions in the hidden and output layer respectively. Experimental and simulated data were compared satisfactorily through the linear regression model with a correlation coefficient of 0.9885 and a mean square error, MSE, of 2.15 × 10−4 in the validation stage. Furthermore, the model agreed the requirements of the slope and the intercept statistical test with a 99% confidence. The obtained results indicated that the ANN model could be attractive as corrosion rate estimator.

Suggested Citation

  • Rocabruno-Valdés, C.I. & González-Rodriguez, J.G. & Díaz-Blanco, Y. & Juantorena, A.U. & Muñoz-Ledo, J.A. & El-Hamzaoui, Y. & Hernández, J.A., 2019. "Corrosion rate prediction for metals in biodiesel using artificial neural networks," Renewable Energy, Elsevier, vol. 140(C), pages 592-601.
    • Handle: RePEc:eee:renene:v:140:y:2019:i:c:p:592-601
    DOI: 10.1016/j.renene.2019.03.065
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    1. Sander, Aleksandra & Antonije Košćak, Mihael & Kosir, Dominik & Milosavljević, Nikola & Parlov Vuković, Jelena & Magić, Lana, 2018. "The influence of animal fat type and purification conditions on biodiesel quality," Renewable Energy, Elsevier, vol. 118(C), pages 752-760.
    2. Saluja, Rajesh Kumar & Kumar, Vineet & Sham, Radhey, 2016. "Stability of biodiesel – A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 62(C), pages 866-881.
    3. Jakeria, M.R. & Fazal, M.A. & Haseeb, A.S.M.A., 2014. "Influence of different factors on the stability of biodiesel: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 30(C), pages 154-163.
    4. Ma, Yingqun & Wang, Qunhui & Sun, Xiaohong & Wu, Chuanfu & Gao, Zhen, 2017. "Kinetics studies of biodiesel production from waste cooking oil using FeCl3-modified resin as heterogeneous catalyst," Renewable Energy, Elsevier, vol. 107(C), pages 522-530.
    5. Thangavelu, Saravana Kannan & Ahmed, Abu Saleh & Ani, Farid Nasir, 2016. "Impact of metals on corrosive behavior of biodiesel–diesel–ethanol (BDE) alternative fuel," Renewable Energy, Elsevier, vol. 94(C), pages 1-9.
    6. Fazal, M.A. & Haseeb, A.S.M.A. & Masjuki, H.H., 2011. "Effect of temperature on the corrosion behavior of mild steel upon exposure to palm biodiesel," Energy, Elsevier, vol. 36(5), pages 3328-3334.
    7. Jin, Dingfeng & Zhou, Xuehua & Wu, Panpan & Jiang, Li & Ge, Hongliang, 2015. "Corrosion behavior of ASTM 1045 mild steel in palm biodiesel," Renewable Energy, Elsevier, vol. 81(C), pages 457-463.
    8. Haseeb, A.S.M.A. & Sia, S.Y. & Fazal, M.A. & Masjuki, H.H., 2010. "Effect of temperature on tribological properties of palm biodiesel," Energy, Elsevier, vol. 35(3), pages 1460-1464.
    9. Chew, K.V. & Haseeb, A.S.M.A. & Masjuki, H.H. & Fazal, M.A. & Gupta, M., 2013. "Corrosion of magnesium and aluminum in palm biodiesel: A comparative evaluation," Energy, Elsevier, vol. 57(C), pages 478-483.
    10. Hu, Enzhu & Xu, Yufu & Hu, Xianguo & Pan, Lijun & Jiang, Shaotong, 2012. "Corrosion behaviors of metals in biodiesel from rapeseed oil and methanol," Renewable Energy, Elsevier, vol. 37(1), pages 371-378.
    11. Nejad, Ardeshir Shayan & Zahedi, Ali Reza, 2018. "Optimization of biodiesel production as a clean fuel for thermal power plants using renewable energy source," Renewable Energy, Elsevier, vol. 119(C), pages 365-374.
    12. Fazal, M.A. & Haseeb, A.S.M.A. & Masjuki, H.H., 2011. "Biodiesel feasibility study: An evaluation of material compatibility; performance; emission and engine durability," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(2), pages 1314-1324, February.
    13. Fazal, M.A. & Haseeb, A.S.M.A. & Masjuki, H.H., 2012. "Degradation of automotive materials in palm biodiesel," Energy, Elsevier, vol. 40(1), pages 76-83.
    14. Sorate, Kamalesh A. & Bhale, Purnanand V., 2015. "Biodiesel properties and automotive system compatibility issues," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 777-798.
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    2. Dmytro Zhuravel & Kyrylo Samoichuk & Serhii Petrychenko & Andrii Bondar & Taras Hutsol & Maciej Kuboń & Marcin Niemiec & Lyudmyla Mykhailova & Zofia Gródek-Szostak & Dmytro Sorokin, 2022. "Modeling of Diesel Engine Fuel Systems Reliability When Operating on Biofuels," Energies, MDPI, vol. 15(5), pages 1-16, February.
    3. Kugelmeier, Cristie Luis & Monteiro, Marcos Roberto & da Silva, Rodrigo & Kuri, Sebastião Elias & Sordi, Vitor Luiz & Della Rovere, Carlos Alberto, 2021. "Corrosion behavior of carbon steel, stainless steel, aluminum and copper upon exposure to biodiesel blended with petrodiesel," Energy, Elsevier, vol. 226(C).
    4. Li, Kaiyang & Zeng, Yimin, 2022. "Corrosion of heat exchanger materials in co-combustion thermal power plants," Renewable and Sustainable Energy Reviews, Elsevier, vol. 161(C).

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