DocumentCode :
620156
Title :
Range identification of a mobile robot with a monocular camera system
Author :
Xuebo Zhang ; Yongchun Fang
Author_Institution :
Inst. of Robot. & Autom. Inf. Syst., Nankai Univ., Tianjin, China
fYear :
2013
fDate :
25-27 May 2013
Firstpage :
2632
Lastpage :
2637
Abstract :
Range identification is a classical problem in the field of machine vision, which aims to recover the depth information of a moving object/camera from 2D image space for perspective dynamic systems (PDS). In this paper, range identification for a specific constrained vision system-a mobile robot with a monocular camera (MRMC) is discussed. First, the dynamics of the perspective vision system is modeled with the range information as an unknown state variable, leading to a nonlinear system in which 2D image coordinates of the reference point are measurable. Then, inspired by the recent reduced-order observer (ROO) design technique, we apply the ROO method directly for the specific MRMC system with full observation. Furthermore, a ROO-based nonlinear observer with a single observation is also proposed to cope with the situation when full observation cannot be obtained. Finally, the performance of the proposed observers are demonstrated through simulation results in which image noises are considered to be more close to practical systems.
Keywords :
computational geometry; image sensors; mobile robots; nonlinear systems; observers; robot vision; 2D image coordinates; 2D image space; 3D Euclidean space; MRMC system; ROO-based nonlinear observer; constrained vision system; depth information recovery; image noises; mobile robot; monocular camera system; moving camera; moving object; nonlinear system; perspective dynamic systems; range identification; reduced-order observer design technique; reference point measurement; Cameras; Machine vision; Mobile robots; Noise; Nonlinear dynamical systems; Observers; Robot vision systems; MRMC; Range Identification; Reduced Order Observer; Single Observation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control and Decision Conference (CCDC), 2013 25th Chinese
Conference_Location :
Guiyang
Print_ISBN :
978-1-4673-5533-9
Type :
conf
DOI :
10.1109/CCDC.2013.6561385
Filename :
6561385
Link To Document :
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