Title :
Structure estimation of a moving object using a moving camera: An unknown input observer approach
Author :
Dani, Ashwin P. ; Kan, Zhen ; Fischer, Nicholas R. ; Dixon, Warren E.
Author_Institution :
Dept. of Aerosp. Eng., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
Abstract :
A state observer is designed for estimating the structure of a moving object with time-varying velocities seen by a moving camera. A nonlinear unknown input observer strategy is used where the object´s velocity is considered as an unknown input to the perspective dynamical system. The object is assumed to be moving on a ground plane. The downward-looking camera observing the moving object is also moving (e.g., attached to an air vehicle) with known velocities. The developed method provides the first causal, observer-based structure estimation algorithm for a moving camera viewing a moving object with unknown time-varying object velocities.
Keywords :
cameras; motion estimation; observers; time-varying systems; downward-looking camera; dynamical system; moving camera; moving object identification; nonlinear unknown input observer strategy; observer-based structure estimation algorithm; state observer; unknown time-varying object velocity; Cameras; Heuristic algorithms; Linear matrix inequalities; Observers; Trajectory; Vectors;
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2011.6161117