Title :
Characterization of Mountain Drainage Patterns for GPS-Denied UAS Navigation Augmentation
Author :
Teng Wang ; Celik, K. ; Somani, A.K.
Author_Institution :
Electr. & Comput. Eng., Iowa State Univ., Ames, IA, USA
Abstract :
We present a novel approach to use mountain drainage patterns for GPS-Denied navigation of small unmanned aerial systems (UAS such as Scan Eagle), utilizing a down-looking fixed focus monocular imager. We leverage the analogy between mountain drainage patterns, human arteriograms, and human fingerprints. We match local drainage patterns to GPU-rendered parallax occlusion maps of offline geo-registered radar returns (GRRR) in real-time. We represent a given mountain area with a set of spatially distributed minutiae of drainage patterns so that conventional minutiae-based fingerprint matching approaches can be used. We use medical arteriography processing techniques to extract these patterns. The minutiae-based representation of mountains is achieved by exposing mountain ridges/valleys with a series of filters and then extracting mountain minutiae from these ridges/valleys. Effectiveness of minutiae-based mountain representation method is experimentally validated with no human interaction and no human-made geographic objects. Our research was in part funded by Rockwell Collins.
Keywords :
Global Positioning System; autonomous aerial vehicles; radar; GPS-denied UAS navigation augmentation; GPU-rendered parallax occlusion maps; Rockwell Collins; ScanEagle; filters; geo-registered radar returns; human arteriograms; human fingerprints; medical arteriography processing techniques; minutiae-based fingerprint matching; minutiae-based mountain representation method; mountain drainage patterns characterization; Cameras; Data mining; Navigation; Real-time systems; Standards; Tensile stress; Wavelet transforms; Drainage Patterns; GIS; GPS-Denied; Image Navigation; Minutiae;
Conference_Titel :
Pattern Recognition (ICPR), 2014 22nd International Conference on
Conference_Location :
Stockholm
DOI :
10.1109/ICPR.2014.324