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Aircraft classification for efficient modelling of environmental noise impact of aviation

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  • Torija, Antonio J.
  • Self, Rod H.

Abstract

With the environmental externalities of civil aviation under unprecedented scrutiny, and with the projected significant increase in air traffic demand over the next few decades, fleet-level studies are required to assess the potential benefit of novel aircraft technologies and operational procedures for minimizing environmental impact of aviation. Using a statistical classification process, the UK commercial aircraft fleet is reduced to four representative-in-class aircraft on the basis of aircraft physical characteristics, and aircraft noise and engine exhaust emissions. These four representative aircraft, that appropriately capture the noise and emissions characteristics for each category within the UK commercial fleet, are also selected to be used as baseline cases for the high-level assessment of the environmental benefit of novel aircraft technologies. For the particular case of aviation noise, the modelling tools are highly sensitive to the number of aircraft types in the flight schedule. A reduction of about 80% in computational time with relatively minor decrease in accuracy (between −4% and +5%) is observed when the whole aircraft fleet is replaced with the four representative-in-class aircraft for computing noise contours. Therefore, the statistical classification and selection of representative-in-class aircraft presented in this paper is a valid approach for the rapid and accurate computation of a large number of exploratory cases to assess aviation noise reduction strategies.

Suggested Citation

  • Torija, Antonio J. & Self, Rod H., 2018. "Aircraft classification for efficient modelling of environmental noise impact of aviation," Journal of Air Transport Management, Elsevier, vol. 67(C), pages 157-168.
  • Handle: RePEc:eee:jaitra:v:67:y:2018:i:c:p:157-168
    DOI: 10.1016/j.jairtraman.2017.12.007
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    References listed on IDEAS

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    1. Renato Amorim, 2015. "Feature Relevance in Ward’s Hierarchical Clustering Using the L p Norm," Journal of Classification, Springer;The Classification Society, vol. 32(1), pages 46-62, April.
    2. Rosskopf, Michael & Lehner, Stephan & Gollnick, Volker, 2014. "Economic–environmental trade-offs in long-term airline fleet planning," Journal of Air Transport Management, Elsevier, vol. 34(C), pages 109-115.
    3. Wolfe, Philip J. & Kramer, John L. & Barrett, Steven R.H., 2017. "Current and future noise impacts of the UK hub airport," Journal of Air Transport Management, Elsevier, vol. 58(C), pages 91-99.
    4. Bernardo, José E. & Kirby, Michelle R. & Mavris, Dimitri, 2016. "Probabilistic assessment of fleet-level noise impacts of projected technology improvements," Journal of Air Transport Management, Elsevier, vol. 57(C), pages 26-42.
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    Cited by:

    1. Rodríguez-Díaz, A. & Adenso-Díaz, B. & González-Torre, P.L., 2019. "Improving aircraft approach operations taking into account noise and fuel consumption," Journal of Air Transport Management, Elsevier, vol. 77(C), pages 46-56.

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