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Magnetic Locating AGV Navigation Based on Kalman Filter and PID Control

机译:基于卡尔曼滤波和PID控制的磁定位AGV导航

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In order to achieve precise navigation of AGV (Automatic Guided Vehicle), In this paper, we proposes a AGV navigation with magnetic nail positioning method based on Kalman filtering (KF) and PID (Proportion-integral-derivative) control. The magnetic nail is placed in the area where the AGV travels, and the current pose information of the AGV is obtained according to the magnetic sensor, and compared with the predetermined path to obtain the current heading deviation. As the input of the PID controller, the position adjustment amount of the AGV is taken as the output. At the same time, the Kalman filtering (KF) algorithm is used to estimate the state with noise interference, which further improves the positioning accuracy of AGV, and simulation is carried out by Matlab software. The simulation results show that the proposed Kalman filtering and PID control are effective for magnetic nail positioning AGV navigation. This research has broad application prospects.
机译:为了实现AGV(自动导引车)的精确导航,本文提出了一种基于卡尔曼滤波(KF)和PID(比例积分微分)控制的带磁钉定位方法的AGV导航。将磁性钉放置在AGV行进的区域中,并且根据磁传感器获得AGV的当前姿势信息,并将其与预定路径进行比较以获得当前航向偏差。作为PID控制器的输入,将AGV的位置调整量作为输出。同时,采用卡尔曼滤波(KF)滤波算法对噪声干扰状态进行估计,进一步提高了AGV的定位精度,并通过Matlab软件进行了仿真。仿真结果表明,所提出的卡尔曼滤波和PID控制对于磁钉定位AGV导航是有效的。该研究具有广阔的应用前景。

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