Title :
Cooperative Estimation of Averaged 3-D Moving Target Poses via Networked Visual Motion Observer
Author :
Hatanaka, Teruyoshi ; Fujita, Masayuki
Author_Institution :
Dept. of Mech. & Control Eng., Tokyo Inst. of Technol., Tokyo, Japan
Abstract :
This paper investigates cooperative estimation of averaged moving target object poses in three dimensions for visual sensor networks. In particular, we consider the situation where multiple vision cameras see a common target object but the poses consistent with visual measurements differ from camera to camera due to a variety of uncertainties. Under the situation, we try to estimate an average of the contaminated poses not only for static but also for moving target objects by using only local negotiations. For this purpose, we present a cooperative estimation mechanism called networked visual motion observer. We then derive an upper bound of the ultimate error between the actual average and the estimates produced by the present estimation mechanism for both static and moving target objects. Finally the effectiveness of the networked visual motion observer is demonstrated through simulation.
Keywords :
image motion analysis; pose estimation; wireless sensor networks; averaged 3D moving target poses; contaminated poses; cooperative estimation mechanism; estimation mechanism; local negotiations; moving target objects; multiple vision cameras; networked visual motion observer; ultimate error; upper bound; visual measurements; visual sensor networks; wireless sensor network; Cameras; Observers; Pollution measurement; Robot sensing systems; Vectors; Visualization; Averaging; cooperative estimation; vision-based pose estimation; visual sensor network;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2012.2215732