14th WCCM-ECCOMAS Congress 2021
DOI: 10.23967/wccm-eccomas.2020.192
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Maneuver-Based Cross-Validation Approach for Angle-of-Attack Estimation

Abstract: The estimation of the Angle of Attack (AOA) and Angle of Sideslip (AOS) is crucial for flight monitoring and control. However, a gap has been identified on the data selection technique for the class of estimators based on data-driven methods, such as the synthetic sensor based on Neural Network (NN). This paper proposes a Cross Validation (CV) technique applied on a manoeuver-based partitioning method to provide evidence that a given selection of data can lead to better estimation performance, with the final a… Show more

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“…International Civil Aviation Organization, 2005) [1]. Wind shear happening on a meteorological microscale (effective range less than few nautical miles) is characteristic to airfields located on islands or in mountainous areas, affecting the safety of take-off and approach phases during which the aircraft operates close to critical angles of attack [2][3][4][5]. Sudden changes in both direction and wind speed are also results of meteorological phenomena occurring on a synoptical scale (squall lines, atmospheric fronts, and inversions).…”
Section: Introductionmentioning
confidence: 99%
“…International Civil Aviation Organization, 2005) [1]. Wind shear happening on a meteorological microscale (effective range less than few nautical miles) is characteristic to airfields located on islands or in mountainous areas, affecting the safety of take-off and approach phases during which the aircraft operates close to critical angles of attack [2][3][4][5]. Sudden changes in both direction and wind speed are also results of meteorological phenomena occurring on a synoptical scale (squall lines, atmospheric fronts, and inversions).…”
Section: Introductionmentioning
confidence: 99%