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Independence localization system for Mecanum wheel AGV

机译:麦克纳姆轮AGV的独立定位系统

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This study deals with the independent localization system of AGV which is sensor fusion strapdown inertial navigation system and laser navigation to develope more fast and accurate for the AGV. the strapdown inertial navigation system is very expensive and has large system. Hence, we propose the independent and stable localization system with sensor fusion using a low-cost strapdown inertial navigation system which consists of MEMS inertial sensor. To reduce errors of the strapdown inertial navigation system, we performed compensation using proportional method to gyro sensor and low-pass filter to accelerometer. We used transformation matrix with a result of attitude reference using Kalman filter. Finally, to compensate the result of error, fuzzy inference system is used. To verify the performance of the proposed system, experiments is performed with a Mecanum wheeled AGV and a forklift AGV. In the experiments result, we confirmed that the proposed system can estimate the position.
机译:这项研究涉及AGV的独立定位系统,即传感器融合捷联惯性导航系统和激光导航,以便为AGV更快,更准确地开发。捷联惯性导航系统非常昂贵,并且具有大型系统。因此,我们提出了一种独立稳定的传感器融合的定位系统,该系统采用了由MEMS惯性传感器组成的低成本捷联惯性导航系统。为了减少捷联惯性导航系统的误差,我们对陀螺传感器采用比例法进行补偿,对加速度计采用低通滤波器进行补偿。我们使用变换矩阵,并使用卡尔曼滤波器对姿态进行参考。最后,为了补偿错误的结果,使用了模糊推理系统。为了验证所提出系统的性能,我们使用Mecanum轮式AGV和叉车AGV进行了实验。在实验结果中,我们确认了所提出的系统可以估计位置。

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