Title :
Cooperative estimation of 3D target object motion via networked visual motion observers
Author :
Hatanaka, Takeshi ; Hirata, Kenji ; Fujita, Masayuki
Author_Institution :
Dept. of Mech. & Control Eng., Tokyo Inst. of Technol., Tokyo, Japan
Abstract :
This paper addresses cooperative estimation of 3D target motion for visual sensor networks. In one of our previous works, we already presented a cooperative estimation algorithm called networked visual motion observers. In this paper, we first clarify averaging accuracy attained by the networked estimation mechanism. Then, we analyze convergence speed of the estimates and clarify a relation of the speed to the graph structures. Moreover, we also reveal a tracking performance of the estimates to target objects motion and derive a connection between the tracking performance and a visual feedback gain in the algorithm. Finally the effectiveness of the present estimation algorithm is demonstrated through experiments.
Keywords :
feedback; graph theory; image sensors; motion estimation; observers; 3D target object motion estimation; cooperative estimation algorithm; graph structure; networked estimation mechanism; networked visual motion observer algorithm; tracking performance; visual feedback gain; visual sensor network; Accuracy; Cameras; Convergence; Observers; Tracking; Visualization;
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.2011.6160515