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A calibration method for odometry of mobile robots based on the least-squares technique: Theory and experimental validation
被引:92
作者:
Antonelli, G
[1
]
Chiaverini, S
[1
]
Fusco, G
[1
]
机构:
[1] Univ Cassino, DAEIMI, I-03043 Cassino, FR, Italy
关键词:
calibration;
identification;
mobile robot kinematics;
mobile robots;
parameter estimation;
D O I:
10.1109/TRO.2005.851382
中图分类号:
TP24 [机器人技术];
学科分类号:
080202 ;
1405 ;
摘要:
For a mobile robot, odometry calibration consists of the iden tification of a set of kinematic parameters that allow reconstructing the vehicle's absolute position and orientation starting from the wheels' encoder measurements. This paper develops a systematic method for odometry calibration of differential-drive mobile robots. As a first step, the kinematic equations are written so as to underline linearity in a suitable set of unknown parameters; thus, the least-squares method can be applied to estimate them. A major advantage of the adopted formulation is that it provides a quantitative measure of the optimality of a test motion; this can be exploited to drive guidelines on the choice of the test trajectories and to evaluate accuracy of a solution. The proposed technique has been experimentally validated on two different mobile robots and, in one case, compared with other existing approaches; the obtained results confirm the effectiveness of the proposed calibration method.
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页码:994 / 1004
页数:11
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