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Modeling the impact of sustainable aviation fuel properties on end-use performance and emissions in aircraft jet engines

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  • Kroyan, Yuri
  • Wojcieszyk, Michał
  • Kaario, Ossi
  • Larmi, Martti

Abstract

The present study supports the development and testing of alternative jet fuels by introducing a state-of-the-art mathematical model that enables for the first-time accurate estimations of the fuel consumption in jet engines via employing the collective impact of the most significant fuel properties. Based on literature data the matrix with fuel properties and end-use performances was constructed. The Best Multiple Linear Regression combined with quantitative analysis was employed in the modeling procedure. The developed Jet-model contains the effects of viscosity, density, and calorific content on fuel consumption, with p-values much below 1%. The coefficient of determination R-Square of 0,993 indicates a high accuracy, that in the validation procedure translated into the error of 0,21% against internal data and 0,68% in external data. The Jet-model was applied to simulate the end-use performance of commercial sustainable aviation fuels. The results show changes in fuel consumption relative to standard kerosene oscillating between −0,85% and +3,72% and reduction in carbon dioxide emissions that vary from −3,22% to +0,42% for selected fuels. The present study shows that Sustainable Aviation Fuels have the potential to outperform their fossil counterpart not only in terms of the environmental impact but also in fuel and energy consumption.

Suggested Citation

  • Kroyan, Yuri & Wojcieszyk, Michał & Kaario, Ossi & Larmi, Martti, 2022. "Modeling the impact of sustainable aviation fuel properties on end-use performance and emissions in aircraft jet engines," Energy, Elsevier, vol. 255(C).
    • Handle: RePEc:eee:energy:v:255:y:2022:i:c:s0360544222013731
    DOI: 10.1016/j.energy.2022.124470
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    as
    1. Nihasigaye, Pierre Boris & Zhou, Guanyu & Yang, Xiaoyi, 2021. "Modelling spray performance of alternative aviation fuel," Energy, Elsevier, vol. 224(C).
    2. Fortier, Marie-Odile P. & Roberts, Griffin W. & Stagg-Williams, Susan M. & Sturm, Belinda S.M., 2014. "Life cycle assessment of bio-jet fuel from hydrothermal liquefaction of microalgae," Applied Energy, Elsevier, vol. 122(C), pages 73-82.
    3. König, Daniel H. & Baucks, Nadine & Dietrich, Ralph-Uwe & Wörner, Antje, 2015. "Simulation and evaluation of a process concept for the generation of synthetic fuel from CO2 and H2," Energy, Elsevier, vol. 91(C), pages 833-841.
    4. Siddiqui, O. & Dincer, I., 2021. "A comparative life cycle assessment of clean aviation fuels," Energy, Elsevier, vol. 234(C).
    5. Atsonios, Konstantinos & Kougioumtzis, Michael-Alexander & D. Panopoulos, Kyriakos & Kakaras, Emmanuel, 2015. "Alternative thermochemical routes for aviation biofuels via alcohols synthesis: Process modeling, techno-economic assessment and comparison," Applied Energy, Elsevier, vol. 138(C), pages 346-366.
    6. Balli, Ozgur & Caliskan, Hakan, 2021. "Turbofan engine performances from aviation, thermodynamic and environmental perspectives," Energy, Elsevier, vol. 232(C).
    7. Buffi, Marco & Valera-Medina, Agustin & Marsh, Richard & Pugh, Daniel & Giles, Anthony & Runyon, Jon & Chiaramonti, David, 2017. "Emissions characterization tests for hydrotreated renewable jet fuel from used cooking oil and its blends," Applied Energy, Elsevier, vol. 201(C), pages 84-93.
    8. Sundararaj, Ramraj H. & Kumar, Roshan Dinesh & Raut, Anoop Kumar & Sekar, T. Chandra & Pandey, Vivek & Kushari, Abhijit & Puri, S.K., 2019. "Combustion and emission characteristics from biojet fuel blends in a gas turbine combustor," Energy, Elsevier, vol. 182(C), pages 689-705.
    9. Sogut, M. Ziya & Seçgin, Ömer & Ozkaynak, Süleyman, 2019. "Investigation of thermodynamics performance of alternative jet fuels based on decreasing threat of paraffinic and sulfur," Energy, Elsevier, vol. 181(C), pages 1114-1120.
    10. Chen, Yu-Kai & Lin, Cheng-Han & Wang, Wei-Cheng, 2020. "The conversion of biomass into renewable jet fuel," Energy, Elsevier, vol. 201(C).
    11. Wang, Jicong & Bi, Peiyan & Zhang, Yajing & Xue, He & Jiang, Peiwen & Wu, Xiaoping & Liu, Junxu & Wang, Tiejun & Li, Quanxin, 2015. "Preparation of jet fuel range hydrocarbons by catalytic transformation of bio-oil derived from fast pyrolysis of straw stalk," Energy, Elsevier, vol. 86(C), pages 488-499.
    12. Chiaramonti, David & Goumas, Theodor, 2019. "Impacts on industrial-scale market deployment of advanced biofuels and recycled carbon fuels from the EU Renewable Energy Directive II," Applied Energy, Elsevier, vol. 251(C), pages 1-1.
    13. Yucer, Cem Tahsin, 2016. "Thermodynamic analysis of the part load performance for a small scale gas turbine jet engine by using exergy analysis method," Energy, Elsevier, vol. 111(C), pages 251-259.
    14. Kroyan, Yuri & Wojcieszyk, Michal & Kaario, Ossi & Larmi, Martti & Zenger, Kai, 2020. "Modeling the end-use performance of alternative fuels in light-duty vehicles," Energy, Elsevier, vol. 205(C).
    15. Mendez, C.J. & Parthasarathy, R.N. & Gollahalli, S.R., 2014. "Performance and emission characteristics of butanol/Jet A blends in a gas turbine engine," Applied Energy, Elsevier, vol. 118(C), pages 135-140.
    16. Seyam, Shaimaa & Dincer, Ibrahim & Agelin-Chaab, Martin, 2021. "Investigation of two hybrid aircraft propulsion and powering systems using alternative fuels," Energy, Elsevier, vol. 232(C).
    17. Habib, Zehra & Parthasarathy, Ramkumar & Gollahalli, Subramanyam, 2010. "Performance and emission characteristics of biofuel in a small-scale gas turbine engine," Applied Energy, Elsevier, vol. 87(5), pages 1701-1709, May.
    Full references (including those not matched with items on IDEAS)

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    Cited by:

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    3. Geniy Kuznetsov & Dmitrii Antonov & Maxim Piskunov & Leonid Yanovskyi & Olga Vysokomornaya, 2022. "Alternative Liquid Fuels for Power Plants and Engines for Aviation, Marine, and Land Applications," Energies, MDPI, vol. 15(24), pages 1-21, December.
    4. Ji, Zhixing & Qin, Jiang & Cheng, Kunlin & Zhang, Silong & Wang, Zhanxue, 2023. "A comprehensive evaluation of ducted fan hybrid engines integrated with fuel cells for sustainable aviation," Renewable and Sustainable Energy Reviews, Elsevier, vol. 185(C).
    5. Wojcieszyk, Michał & Kroyan, Yuri & Kaario, Ossi & Larmi, Martti, 2023. "Prediction of heavy-duty engine performance for renewable fuels based on fuel property characteristics," Energy, Elsevier, vol. 285(C).
    6. Kim, Keunsoo & Lee, Wooyoung & Wiersema, Paxton & Mayhew, Eric & Temme, Jacob & Kweon, Chol-Bum M. & Lee, Tonghun, 2023. "Effects of the cetane number on chemical ignition delay," Energy, Elsevier, vol. 264(C).
    7. Cai, Changpeng & Wang, Yong & Fang, Juan & Chen, Haoying & Zheng, Qiangang & Zhang, Haibo, 2023. "Multiple aspects to flight mission performances improvement of commercial turbofan engine via variable geometry adjustment," Energy, Elsevier, vol. 263(PA).

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