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A simple method to estimate the trajectory of a low cost mobile robotic platform using an IMU

机译:一种简单的方法,可以使用IMU估算低成本移动机器人平台的轨迹

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摘要

In mobile robotics it is essential to know the location and orientation of the devices for proper operation of the algorithms. This task can be performed with different systems, such as GPS that sometimes may be inefficient indoors, or also with image-based systems using peripheral cameras. Inertial Measurement Units (IMU) with nine degrees of freedom are a fusion made up of accelerometers, gyroscopes and triaxial magnetometers and have been widely used in the location and orientation applications, with easy acquisition and low computational costs to process the obtained data. For the use in mobile robotics, they present an inexpensive alternative to the above-mentioned systems. In this paper we present an algorithm to determine the trajectory and orientation of a low-cost robotic platform that follows the track of a preset geometric figure using a custom built IMU. The algorithm enables the estimation of the size and the shape of the path. The data obtained from the IMU was processed with a 1D Kalman filter to remove the Gaussian noise from the data on each channel. The results of estimating the shape of trajectory actually represent the reference system and determining the shape dimensions results in an error percentage lower than 10?%.
机译:在移动机器人中,必须了解设备的位置和方向,以便正确运行算法。该任务可以用不同的系统执行,例如GPS有时可以在室内效率低下,或者还使用外围摄像机的基于图像的系统。惯性测量单元(IMU)具有九度自由度的融合是由加速度计,陀螺仪和三轴磁力计组成的融合,并且已广泛用于位置和方向应用,并且易采集和低计算成本以处理所获得的数据。为了在移动机器人中使用,它们对上述系统提供了廉价的替代方案。在本文中,我们提出了一种算法来确定使用自定义内置IMU跟随预设几何图形的轨道的低成本机器人平台的轨迹和方向。该算法能够估计路径的尺寸和形状。用1D卡尔曼滤波器处理从IMU获得的数据,以从每个信道上的数据中移除高斯噪声。估计轨迹形状的结果实际上代表了参考系统,并确定形状尺寸导致低于10?%的误差百分比。

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