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2007 IEEE/AIAA 26th Digital Avionics Systems Conference 2007
DOI: 10.1109/dasc.2007.4391832
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4D Trajectories: A functional data perspective

Abstract: Abstract3D or 4D trajectories are fundamental objects within the frame of ATM and can be defined as mappings from a bounded interval to the space 3 R .However, this functional aspect is almost never used in applications. A great improvement over existing procedures for statistical analysis of trajectories can be obtained by explicitly considering trajectory data as functional data. Since raw functional data is by essence infinite dimensional, no computation can be made unless a finite representation has been f… Show more

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Cited by 5 publications
(5 citation statements)
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“…30 (iii) Kinetic Models, which are the full nonlinear 6 DOF equations of motion of aircraft, as in Ref., 31 and (iv) Others Models, which include all other models that do not fall into the first three categories, e.g. energy model and holding pattern model as in Ref., 32,33 respectively. Many papers in the area of trajectory prediction model aircraft motion by using PMM.…”
Section: Introductionmentioning
confidence: 99%
“…30 (iii) Kinetic Models, which are the full nonlinear 6 DOF equations of motion of aircraft, as in Ref., 31 and (iv) Others Models, which include all other models that do not fall into the first three categories, e.g. energy model and holding pattern model as in Ref., 32,33 respectively. Many papers in the area of trajectory prediction model aircraft motion by using PMM.…”
Section: Introductionmentioning
confidence: 99%
“…An adapted statistical framework to study trajectories is the one of Functional Data Analysis (FDA), popularized by [4,5]. Early promotion of FDA to study aircraft trajectories was made by [6]; it has been successfully used for Functional Principal Component Analysis (FPCA) by [7] and applied to the detection of atypical energy behaviors by [8].…”
Section: Introductionmentioning
confidence: 99%
“…Multiple studies have dealt with the prediction of trajectories in different phases of flight (Warren and Ebrahimi, 1998;Alligier et al, 2013;Ghasemi Hamed et al, 2013;Hrastovec and Solina, 2016). The prediction of trajectories is a fundamental tool in conflict detection and resolution (Visintini et al, 2006;Ranieri et al, 2011;Ruiz et al, 2014), traffic load forecasting and weather impact assessment (Puechmorel and Delahaye, 2007). The traditional approach to the prediction problem follows a deterministic methodology and treats the issue as a mathematical problem that describes aircraft motion.…”
Section: Introductionmentioning
confidence: 99%