Title :
Stable estimation of horizontal velocity for planetary lander with motion constraints
Author :
Wei Shao ; Shulin Sui ; Lin Meng ; Yaobin Yue
Author_Institution :
Coll. of Autom. & Electron. Eng., Qingdao Univ. of Sci. & Technol., Qingdao, China
Abstract :
The planetary lander usually selects image feature points and tracks them from frame to frame in order to determine its own position and velocity during landing. Aiming to keep features tracking in consecutive frames, this paper proposes an approach of calculating the field of view (FOV) overlapping area in a 2D plane. Then the rotational and translational motion constraints of the lander can be found. If the FOVs intersects each other, the horizontal velocity of the lander is quickly estimated based on the least square method after the ill-conditioned matrices are eliminated previously. The Monte Carlo simulation results show that the proposed approach is not only able to recover the ego-motion of planetary lander, but also improves the stabilization performance. The relationship of the estimation error, running time and number of points is shown in the simulation results as well.
Keywords :
Monte Carlo methods; cameras; feature extraction; feature selection; image segmentation; least squares approximations; matrix algebra; planetary landers; robot vision; stability; 2D plane; FOV overlapping area; Monte Carlo simulation; ego-motion recovery; estimation error; field-of-view overlapping area; horizontal velocity; ill-conditioned matrices; image feature point selection; image feature point tracking; least square method; motion constraints; planetary lander; point number; rotational motion constraints; running time; stabilization performance improvement; stable estimation; translational motion constraints; Cameras; Computational modeling; Estimation; Mars; Simulation; Tracking; Visualization; Planetary landing; feature tracking; field of view (FOV); horizontal velocity estimation; ill-conditioned matrices; overlapping area;
Journal_Title :
Automatica Sinica, IEEE/CAA Journal of
DOI :
10.1109/JAS.2015.7081659