Anomaly detection of flight routes through optimal waypoint
| Autor: | Raden Venantius Hari Ginardi, Mohammad Yazdi Pusadan, Joko Lianto Buliali |
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| Rok vydání: | 2017 |
| Předmět: |
History
Anomaly (natural sciences) Centroid 020207 software engineering 02 engineering and technology Geodesy 01 natural sciences 010305 fluids & plasmas Computer Science Applications Education Euclidean distance Waypoint 0103 physical sciences 0202 electrical engineering electronic engineering information engineering Anomaly detection Spline interpolation Geographic coordinate system Cluster analysis Mathematics |
| Zdroj: | Journal of Physics: Conference Series. 801:012041 |
| ISSN: | 1742-6596 1742-6588 |
| DOI: | 10.1088/1742-6596/801/1/012041 |
| Popis: | 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. |
| Databáze: | OpenAIRE |
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