IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v255y2022ics0360544222013731.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0360544222013731
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.energy.2022.124470?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. 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.
    2. 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.
    3. 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.
    4. Nihasigaye, Pierre Boris & Zhou, Guanyu & Yang, Xiaoyi, 2021. "Modelling spray performance of alternative aviation fuel," Energy, Elsevier, vol. 224(C).
    5. 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.
    6. 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.
    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. 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.
    9. 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).
    10. 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.
    11. Siddiqui, O. & Dincer, I., 2021. "A comparative life cycle assessment of clean aviation fuels," Energy, Elsevier, vol. 234(C).
    12. Chen, Yu-Kai & Lin, Cheng-Han & Wang, Wei-Cheng, 2020. "The conversion of biomass into renewable jet fuel," Energy, Elsevier, vol. 201(C).
    13. 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).
    14. 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.
    15. 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.
    16. Balli, Ozgur & Caliskan, Hakan, 2021. "Turbofan engine performances from aviation, thermodynamic and environmental perspectives," Energy, Elsevier, vol. 232(C).
    17. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Kirmizi, Mehmet & Aygun, Hakan & Turan, Onder, 2023. "Performance and energy analysis of turboprop engine for air freighter aircraft with the aid of multiple regression," Energy, Elsevier, vol. 283(C).
    2. Ershov, Mikhail A. & Savelenko, Vsevolod D. & Burov, Nikita O. & Makhova, Uliana A. & Mukhina, Daria Y. & Aleksanyan, David R. & Kapustin, Vladimir M. & Lobashova, Marina M. & Sereda, Alexander V. & A, 2023. "An incorporating innovation and new interactive technology into obtaining sustainable aviation fuels," Energy, Elsevier, vol. 280(C).
    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).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. El-Zoheiry, Radwan M. & EL-Seesy, Ahmed I. & Attia, Ali M.A. & He, Zhixia & El-Batsh, Hesham M., 2020. "Combustion and emission characteristics of Jojoba biodiesel-jet A1 mixtures applying a lean premixed pre-vaporized combustion techniques: An experimental investigation," Renewable Energy, Elsevier, vol. 162(C), pages 2227-2245.
    2. Suchocki, T. & Witanowski, Ł. & Lampart, P. & Kazimierski, P. & Januszewicz, K. & Gawron, B., 2021. "Experimental investigation of performance and emission characteristics of a miniature gas turbine supplied by blends of kerosene and waste tyre pyrolysis oil," Energy, Elsevier, vol. 215(PA).
    3. Ahmad, Salman & Ouenniche, Jamal & Kolosz, Ben W. & Greening, Philip & Andresen, John M. & Maroto-Valer, M. Mercedes & Xu, Bing, 2021. "A stakeholders’ participatory approach to multi-criteria assessment of sustainable aviation fuels production pathways," International Journal of Production Economics, Elsevier, vol. 238(C).
    4. Aygun, Hakan, 2022. "Thermodynamic, environmental and sustainability calculations of a conceptual turboshaft engine under several power settings," Energy, Elsevier, vol. 245(C).
    5. Chen, Longfei & Zhang, Zhichao & Lu, Yiji & Zhang, Chi & Zhang, Xin & Zhang, Cuiqi & Roskilly, Anthony Paul, 2017. "Experimental study of the gaseous and particulate matter emissions from a gas turbine combustor burning butyl butyrate and ethanol blends," Applied Energy, Elsevier, vol. 195(C), pages 693-701.
    6. Sallevelt, J.L.H.P. & Gudde, J.E.P. & Pozarlik, A.K. & Brem, G., 2014. "The impact of spray quality on the combustion of a viscous biofuel in a micro gas turbine," Applied Energy, Elsevier, vol. 132(C), pages 575-585.
    7. Iman K. Reksowardojo & Long H. Duong & Rais Zain & Firman Hartono & Septhian Marno & Wawan Rustyawan & Nelliza Putri & Wisasurya Jatiwiramurti & Bayu Prabowo, 2020. "Performance and Exhaust Emissions of a Gas-Turbine Engine Fueled with Biojet/Jet A-1 Blends for the Development of Aviation Biofuel in Tropical Regions," Energies, MDPI, vol. 13(24), pages 1-14, December.
    8. Shahinuzzaman, M. & Yaakob, Zahira & Ahmed, Yunus, 2017. "Non-sulphide zeolite catalyst for bio-jet-fuel conversion," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 1375-1384.
    9. Tomasz Suchocki & Paweł Kazimierski & Katarzyna Januszewicz & Piotr Lampart & Bartosz Gawron & Tomasz Białecki, 2024. "Exploring Performance of Pyrolysis-Derived Plastic Oils in Gas Turbine Engines," Energies, MDPI, vol. 17(16), pages 1-12, August.
    10. 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.
    11. Abdalla, Muftah S.M. & Balli, Ozgur & Adali, Osama H. & Korba, Peter & Kale, Utku, 2023. "Thermodynamic, sustainability, environmental and damage cost analyses of jet fuel starter gas turbine engine," Energy, Elsevier, vol. 267(C).
    12. Bai, Yuanqi & Wang, Ying & Wang, Xiaochen & Zhou, Qiongyang & Duan, Qimeng, 2021. "Development of physical-chemical surrogate models and skeletal mechanism for the spray and combustion simulation of RP-3 kerosene fuels," Energy, Elsevier, vol. 215(PB).
    13. Yilmaz, Nadir & Atmanli, Alpaslan, 2017. "Sustainable alternative fuels in aviation," Energy, Elsevier, vol. 140(P2), pages 1378-1386.
    14. Aygun, Hakan & Kirmizi, Mehmet & Kilic, Ulas & Turan, Onder, 2023. "Multi-objective optimization of a small turbojet engine energetic performance," Energy, Elsevier, vol. 271(C).
    15. Chong, Cheng Tung & Hochgreb, Simone, 2017. "Flame structure, spectroscopy and emissions quantification of rapeseed biodiesel under model gas turbine conditions," Applied Energy, Elsevier, vol. 185(P2), pages 1383-1392.
    16. Braun, Matthias & Grimme, Wolfgang & Oesingmann, Katrin, 2024. "Pathway to net zero: Reviewing sustainable aviation fuels, environmental impacts and pricing," Journal of Air Transport Management, Elsevier, vol. 117(C).
    17. Atsonios, Konstantinos & Li, Jun & Inglezakis, Vassilis J., 2023. "Process analysis and comparative assessment of advanced thermochemical pathways for e-kerosene production," Energy, Elsevier, vol. 278(PA).
    18. Gabriel Talero & Camilo Bayona-Roa & Giovanny Muñoz & Miguel Galindo & Vladimir Silva & Juan Pava & Mauricio Lopez, 2019. "Experimental Methodology and Facility for the J69-Engine Performance and Emissions Evaluation Using Jet A1 and Biodiesel Blends," Energies, MDPI, vol. 12(23), pages 1-10, November.
    19. Chen, Yu-Zhi & Tsoutsanis, Elias & Wang, Chen & Gou, Lin-Feng, 2023. "A time-series turbofan engine successive fault diagnosis under both steady-state and dynamic conditions," Energy, Elsevier, vol. 263(PD).
    20. Lai, Y.Y. & Christley, E. & Kulanovic, A. & Teng, C.C. & Björklund, A. & Nordensvärd, J. & Karakaya, E. & Urban, F., 2022. "Analysing the opportunities and challenges for mitigating the climate impact of aviation: A narrative review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 156(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:energy:v:255:y:2022:i:c:s0360544222013731. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.