Title :
Scanning the Environment with Two Independent Cameras - Biologically Motivated Approach
Author :
Avni, Ofir ; Borrelli, Francesco ; Katzir, Gadi ; Rivlin, Ehud ; Rotstein, Hector
Author_Institution :
Dept. of Comput. Sci., Israel Inst. of Technol., Haifa
Abstract :
In this paper we present a novel method for visual scanning and target tracking by means of independent pan-tilt cameras which mimic the chameleon visual system. We present a systematic and optimization-based approach to the problem, from the high-level to the low-level control. In particular, in the first part we develop a new algorithm for scanning the sphere using multiple cameras. The algorithm combines information about the environment and a model of target movement, to perform optimal scanning by means of stochastic dynamic programming. In the second part we develop a model-based control strategy for target tracking. A switching optimal control strategy based on smooth pursuit and saccades is designed by means of explicit model predictive control (MPC) theory. We simulated and experimentally validated our theory on a robotic chameleon head composed of two independent pan-tilt cameras. The resulting scanning pattern and target tracking has a remarkable resemblance to the one seen in nature by chameleons
Keywords :
dynamic programming; image sensors; optimal control; predictive control; robot vision; stochastic programming; target tracking; chameleon visual system; independent pan-tilt cameras; model predictive control; model-based control strategy; robotic chameleon; stochastic dynamic programming; switching optimal control strategy; target tracking; visual scanning; Cameras; Control systems; Dynamic programming; Optimal control; Predictive control; Predictive models; Stochastic processes; Systematics; Target tracking; Visual system;
Conference_Titel :
Intelligent Robots and Systems, 2006 IEEE/RSJ International Conference on
Conference_Location :
Beijing
Print_ISBN :
1-4244-0258-1
Electronic_ISBN :
1-4244-0259-X
DOI :
10.1109/IROS.2006.282031