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Calibration of Kinematic Parameters for Two Wheel Differential Mobile Robots by Using Experimental Heading Errors

机译:利用实验航向误差校准两轮差分移动机器人运动学参数

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Odometry using incremental wheel encoder sensors provides the relative position of mobile robots. This relative position is fundamental information for pose estimation by various sensors for EKF Localization, Monte Carlo Localization etc. Odometry is also used as unique information for localization of environmental conditions when absolute measurement systems are not available. However, odometry suffers from the accumulation of kinematic modeling errors of the wheel as the robot's travel distance increases. Therefore, systematic odometry errors need to be calibrated. Principal systematic error sources are unequal wheel diameters and uncertainty of the effective wheelbase. The UMBmark method is a practical and useful calibration scheme for systematic odometry errors of two-wheel differential mobile robots. However, the approximation errors of the calibration equations and the coupled effect between the two systematic error sources affect the performance of the kinematic parameter estimation. In this paper,...
机译:使用增量式车轮编码器传感器的里程表可提供移动机器人的相对位置。该相对位置是用于各种传感器进行EKF定位,蒙特卡洛定位等的姿势估计的基本信息。当绝对测量系统不可用时,里程表还可以用作环境条件定位的唯一信息。但是,随着机器人的行进距离增加,里程计会遭受车轮运动学建模误差的累积。因此,系统的测距误差需要校准。主要的系统误差源是不相等的车轮直径和有效轴距的不确定性。 UMBmark方法是一种实用且有用的校准方案,用于解决两轮差分移动机器人的系统里程误差。但是,校准方程的近似误差以及两个系统误差源之间的耦合效应会影响运动学参数估计的性能。在本文中,...

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