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Development of empirical correlations for density and viscosity estimation of ternary biodiesel blends

Author

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  • Mujtaba, M.A.
  • Kalam, M.A.
  • Masjuki, H.H.
  • Razzaq, Luqman
  • Khan, Haris Mehmood
  • Soudagar, Manzoore Elahi M.
  • Gul, M.
  • Ahmed, Waqar
  • Raju, V. Dhana
  • Kumar, Ravinder
  • Ong, Hwai Chyuan

Abstract

This study aims to investigate the density and viscosity of ternary biodiesel blends. Fuel density and viscosity play an important role in the fuel injection system, flame propagation, and combustion process in compression ignition engine. The density and viscosity of biodiesel are higher than high-speed diesel which is an implication in the commercialization of biodiesel. In the present study, palm oil has been used for the production of biodiesel through the ultrasound-assisted transesterification process. Three different types of fuel additives including butanol, dimethyl carbonate, and plastic oil have been used for the preparation of nine ternary biodiesel blends. The density and viscosity of individual fuels and ternary biodiesel were measured experimentally in a temperature range of 281.51 K–348.15 K. For the prediction of density and viscosity of ternary biodiesel blends, four density and viscosity models were developed. The prediction accuracy of these developed models was assessed by a statistical tool absolute percentage error (APE). Newly proposed exponential regression models predicted well compared to experimental data for density and viscosity values with high regression coefficient 0.9995 and 0.9841 and lower mean absolute percentage of error 0.012 % and – 0.516 % at (348.15 K) temperature respectively. These correlations are significant for the automobile industry in developing fuel pipeline and transport equipment where additives would be present in diesel-biodiesel fuel blends.

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  • Mujtaba, M.A. & Kalam, M.A. & Masjuki, H.H. & Razzaq, Luqman & Khan, Haris Mehmood & Soudagar, Manzoore Elahi M. & Gul, M. & Ahmed, Waqar & Raju, V. Dhana & Kumar, Ravinder & Ong, Hwai Chyuan, 2021. "Development of empirical correlations for density and viscosity estimation of ternary biodiesel blends," Renewable Energy, Elsevier, vol. 179(C), pages 1447-1457.
    • Handle: RePEc:eee:renene:v:179:y:2021:i:c:p:1447-1457
    DOI: 10.1016/j.renene.2021.07.121
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    1. 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.
    2. Gülüm, Mert & Onay, Funda Kutlu & Bilgin, Atilla, 2018. "Comparison of viscosity prediction capabilities of regression models and artificial neural networks," Energy, Elsevier, vol. 161(C), pages 361-369.
    3. Aminian, Ali & ZareNezhad, Bahman, 2018. "Accurate predicting the viscosity of biodiesels and blends using soft computing models," Renewable Energy, Elsevier, vol. 120(C), pages 488-500.
    4. Mujtaba, M.A. & Masjuki, H.H. & Kalam, M.A. & Ong, Hwai Chyuan & Gul, M. & Farooq, M. & Soudagar, Manzoore Elahi M. & Ahmed, Waqar & Harith, M.H. & Yusoff, M.N.A.M., 2020. "Ultrasound-assisted process optimization and tribological characteristics of biodiesel from palm-sesame oil via response surface methodology and extreme learning machine - Cuckoo search," Renewable Energy, Elsevier, vol. 158(C), pages 202-214.
    5. Mani, M. & Nagarajan, G. & Sampath, S., 2011. "Characterisation and effect of using waste plastic oil and diesel fuel blends in compression ignition engine," Energy, Elsevier, vol. 36(1), pages 212-219.
    6. Yahya, Salah I. & Aghel, Babak, 2021. "Estimation of kinematic viscosity of biodiesel-diesel blends: Comparison among accuracy of intelligent and empirical paradigms," Renewable Energy, Elsevier, vol. 177(C), pages 318-326.
    7. Rodica Niculescu & Adrian Clenci & Victor Iorga-Siman, 2019. "Review on the Use of Diesel–Biodiesel–Alcohol Blends in Compression Ignition Engines," Energies, MDPI, vol. 12(7), pages 1-41, March.
    8. Chelsea M. Rochman & Mark Anthony Browne & Benjamin S. Halpern & Brian T. Hentschel & Eunha Hoh & Hrissi K. Karapanagioti & Lorena M. Rios-Mendoza & Hideshige Takada & Swee Teh & Richard C. Thompson, 2013. "Classify plastic waste as hazardous," Nature, Nature, vol. 494(7436), pages 169-171, February.
    9. Ramírez Verduzco, Luis Felipe, 2013. "Density and viscosity of biodiesel as a function of temperature: Empirical models," Renewable and Sustainable Energy Reviews, Elsevier, vol. 19(C), pages 652-665.
    10. M. A. Mujtaba & H. H. Masjuki & M. A. Kalam & Fahad Noor & Muhammad Farooq & Hwai Chyuan Ong & M. Gul & Manzoore Elahi M. Soudagar & Shahid Bashir & I. M. Rizwanul Fattah & L. Razzaq, 2020. "Effect of Additivized Biodiesel Blends on Diesel Engine Performance, Emission, Tribological Characteristics, and Lubricant Tribology," Energies, MDPI, vol. 13(13), pages 1-16, July.
    11. Luqman Razzaq & Muhammad Farooq & M. A. Mujtaba & Farooq Sher & Muhammad Farhan & Muhammad Tahir Hassan & Manzoore Elahi M. Soudagar & A. E. Atabani & M. A. Kalam & Muhammad Imran, 2020. "Modeling Viscosity and Density of Ethanol-Diesel-Biodiesel Ternary Blends for Sustainable Environment," Sustainability, MDPI, vol. 12(12), pages 1-20, June.
    12. Tesfa, B. & Mishra, R. & Gu, F. & Powles, N., 2010. "Prediction models for density and viscosity of biodiesel and their effects on fuel supply system in CI engines," Renewable Energy, Elsevier, vol. 35(12), pages 2752-2760.
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    3. Mohan, Revu Krishn & Sarojini, Jajimoggala & Rajak, Upendra & Verma, Tikendra Nath & Ağbulut, Ümit, 2023. "Alternative fuel production from waste plastics and their usability in light duty diesel engine: Combustion, energy, and environmental analysis," Energy, Elsevier, vol. 265(C).

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