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Optical Flow Navigation Solution Based On Skylight Polarization

Posted on:2014-01-05Degree:MasterType:Thesis
Country:ChinaCandidate:D LiangFull Text:PDF
GTID:2252330422963416Subject:Pattern Recognition and Intelligent Systems
Abstract/Summary:PDF Full Text Request
Among the existing methods of navigation, GPS navigation sometimes has trouble receiving signal from the satellites, Inertial Navigation and Celestial Navigation are too expensive and take up too much space, while Doppler Navigation relies on radar signal therefore can be easily discovered. This article proposed a novel navigation algorithm that combines polarized navigation and optical flow navigation and can be much cheaper, free from interference and takes less space, with good navigation and positioning accuracy.First, from the heading angle of the aircraft detected by the polarization sensor, the constraint relation between the ego-motion parameters could be obtained. Specifically, the heading angle tells us the ratio between the two horizontal components of the displacement of the aircraft, variations of the heading angle in two adjacent time gaps tell us the rotation angles of the aircraft around vertical direction.Subsequently, as the aircraft flies at high altitude, the ground scene can be approximated as a plane, so planar flow model can be used to calculate the six camera motion parameters. In accordance with the heading angle and the rotation angle about the vertical axis, this calculation process can be improved. According to the minimum mean square error method, estimate the ego-motion of the aircraft by optical flow and then the position of the aircraft can be tracked. The principle of the algorithm proposed in this paper is above. The6applicable conditions for using the proposed method are also analyzed in this paper.Finally, this paper implemented the simulation of pure optical flow navigation, and optical flow navigation based on skylight polarization. Numerical simulation proved that the integrated navigation system can get more accurate position than pure optical flow navigation.Since the method proposed in this paper requires smaller space for physical devices and lower cost, it makes the most of the advantage of the UAV, which is famous for small size and low cost. This is the potential value of the proposed method.
Keywords/Search Tags:Polarized-light navigation, Optical flow navigation, Insect vision, Ego-motion estimation, Affine flow
PDF Full Text Request
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