Analysis of Impact of Selected Weather Parameters on Aircraft Takeoff And Landing Distance Using Kolmogorov-Arnold Network

Meteorological parameters such as temperature, wind velocity and direction, and atmospheric pressure play a key role in the takeoff and landing processes of light aircraft. Their influence is particularly important in the context of planning flight operations and ensuring safety at various stages of flight. This article presents an overview of mathematical models that allow determining the length of an aircraft’s takeoff and landing distance. The article presents the process of data collection, learning and validation of an artificial neural network model based on Kolmogorov-Arnold approximation theory for estimating the takeoff and landing distance of an aircraft due to meteorological parameters.

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Publication Details

Published
2025-06-18
DOI
https://doi.org/10.1109/metroaerospace64938.2025.11114631
Primary Topic
Digital Radiography and Breast Imaging
Type
article
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article

Analysis of Impact of Selected Weather Parameters on Aircraft Takeoff And Landing Distance Using Kolmogorov-Arnold Network

Digital Radiography and Breast Imaging
article

Analysis of Impact of Selected Weather Parameters on Aircraft Takeoff And Landing Distance Using Kolmogorov-Arnold Network

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Abstract

Meteorological parameters such as temperature, wind velocity and direction, and atmospheric pressure play a key role in the takeoff and landing processes of light aircraft. Their influence is particularly important in the context of planning flight operations and ensuring safety at various stages of flight. This article presents an overview of mathematical models that allow determining the length of an aircraft’s takeoff and landing distance. The article presents the process of data collection, learning and validation of an artificial neural network model based on Kolmogorov-Arnold approximation theory for estimating the takeoff and landing distance of an aircraft due to meteorological parameters.

Vilnius Gediminas Technical University (LT), Lublin University of Technology (PL), Lviv Polytechnic National University (UA)
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Digital Radiography and Breast Imaging
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