Title :
Intelligent Electronic Navigational Aids: A New Approach
Author :
Barbu, Costin ; Lohrenz, Maura ; Layne, Geary
Author_Institution :
Naval Res. Lab., MS
Abstract :
Intelligent devices, with smart clutter management capabilities, can enhance a user´s situational awareness under adverse conditions. Two approaches to assist a user with target detection and clutter analysis are presented, and suggestions on how these tools could be integrated with an electronic chart system are further detailed. The first tool, which can assist a user in finding a target partially obscured by display clutter, is a multiple-view generalization of AdaBoost. The second technique determines a meaningful measure of clutter in electronic displays by clustering features in both geospatial and color space. The clutter metric correlates with preliminary, subjective, clutter ratings. The user can be warned if display clutter is a potential hazard to performance. Synthetic and real data sets are used for performance evaluation of the proposed technique compared with recent classifier fusion strategies
Keywords :
aerospace computing; computer displays; computerised navigation; human factors; image classification; learning (artificial intelligence); pattern clustering; sensor fusion; target tracking; AdaBoost; classifier fusion system; electronic chart system; electronic displays; image analysis tools; intelligent devices; intelligent electronic navigational aids; smart clutter management capabilities; user situational awareness; Aerospace electronics; Aircraft navigation; Biometrics; Displays; Extraterrestrial measurements; Hazards; Image color analysis; Laboratories; Military aircraft; Object detection;
Conference_Titel :
Machine Learning and Applications, 2006. ICMLA '06. 5th International Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
0-7695-2735-3
DOI :
10.1109/ICMLA.2006.30