Anomaly detection of flight routes through optimal waypoint

International Conference on Computing and Applied Informatics 2016

物理学;计算机科学

Pusadan, M.Y.^1,2 ; Buliali, J.L.^1 ; Ginardi, R.V.H.^1

Informatics Department, Institute Technology of Sepuluh Nopember, Indonesia^1

Informatics Department, University of Tadulako, Indonesia^2

关键词: Agglomerative hierarchical clustering;    Anomaly detection;    Cubic-spline interpolation;    Euclidean distance;    Graphic representation;    Measure distance;    Reference coordinates;    Waypoints;   

Others  :  https://iopscience.iop.org/article/10.1088/1742-6596/801/1/012041/pdf
DOI  :  10.1088/1742-6596/801/1/012041

学科分类：计算机科学（综合）

来源: IOP

【 摘 要 】

Deciding factor of flight, one of them is the flight route. Flight route determined by coordinate (latitude and longitude). flight routed is determined by its coordinates (latitude and longitude) as defined is waypoint. anomaly occurs, if the aircraft is flying outside the specified waypoint area. In the case of flight data, anomalies occur by identifying problems of the flight route based on data ADS-B. This study has an aim of to determine the optimal waypoints of the flight route. The proposed methods: i) Agglomerative Hierarchical Clustering (AHC) in several segments based on range area coordinates (latitude and longitude) in every waypoint; ii) The coefficient cophenetics correlation (c) to determine the correlation between the members in each cluster; iii) cubic spline interpolation as a graphic representation of the has connected between the coordinates on every waypoint; and iv). Euclidean distance to measure distances between waypoints with 2 centroid result of clustering AHC. The experiment results are value of coefficient cophenetics correlation (c): 0,691≤ c ≤ 0974, five segments the generated of the range area waypoint coordinates, and the shortest and longest distance between the centroid with waypoint are 0.46 and 2.18. Thus, concluded that the shortest distance is used as the reference coordinates of optimal waypoint, and farthest distance can be indicated potentially detected anomaly.