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Self-calibration of gyro using monocular SLAM for an indoor mobile robot

机译:使用单眼SLAM对室内移动机器人进行陀螺仪的自校准

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摘要

Rate gyros are widely used to calculate the heading angle for mobile robot localization. They are normally calibrated in the factory using an expensive rate table prior to their use. In this paper, a self-calibration method using a monocular camera without a rate table is proposed. The suggested method saves time and cost for extra calibration procedure. SLAM (Simultaneous Localization And Mapping) based on visual features and odometry gives reference heading (yaw) angles. Using these, the coefficients of a scale factor function are estimated through Kalman filtering. A new undelayed feature initialization method is proposed to estimate the heading angle without any delay. Experimental results show the efficiency of the proposed method.
机译:速率陀螺仪广泛用于计算移动机器人定位的航向角。在使用之前,通常会在工厂使用昂贵的价格表对其进行校准。在本文中,提出了一种使用不带速率表的单眼相机的自校准方法。建议的方法节省了额外的校准步骤所需的时间和成本。基于视觉特征和测距法的SLAM(同时定位和制图)给出了参考航向(偏航角)。使用这些,通过卡尔曼滤波来估计比例因子函数的系数。提出了一种新的无延迟特征初始化方法来估计航向角而没有任何延迟。实验结果表明了该方法的有效性。

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  • 作者单位

    MS Lab. of Samsung Advanced Institute of Technology, Samsung Electronics Co., Ltd., Nongseo-dong, Giheung-gu, Yongin, Gyeonggi-do, 449-712, Korea;

    MS Lab. of Samsung Advanced Institute of Technology, Samsung Electronics Co., Ltd., Nongseo-dong, Giheung-gu, Yongin, Gyeonggi-do, 449-712, Korea;

    MS Lab. of Samsung Advanced Institute of Technology, Samsung Electronics Co., Ltd., Nongseo-dong, Giheung-gu, Yongin, Gyeonggi-do, 449-712, Korea;

    Dept. of Civil &amp Environmental Engineering, KAIST, Guseong-dong, Yuseong-gu, Daejeon, 305-701, Korea;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Feature initialization; gyro; Kalman filter; scale factor; self-calibration; SLAM;

    机译:特征初始化;陀螺;卡尔曼滤波器;比例因子;自校准;SLAM;

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