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Position Tracking Based on Particle Filter for Self-Capacitance Single-Touch Screen Panels

机译:基于粒子滤波的自电容单点触摸屏面板位置跟踪

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摘要

This work presents a novel particle filter (PF) method to track nonlinear and non-Gaussian dynamic state-space models (DSSMs) for a capacitive touch panel system to achieve an accurate touch position and smooth trajectory when the touch movement changes rapidly with a nonlinear trajectory. Touched positions in the axis-intersect method are also detected using a micro-controller unit (MCU) and a sensor integrated circuit (IC). Additionally, the proposed PF method is designed to achieve the trajectory tracking of calculated positions timely. Experimental results demonstrate that the proposed PF method offers a better root mean square error (RMSE) of linear and nonlinear tracking trajectories than that of the Kalman filter (KF) based on the capacitive touch panel (CTP).
机译:这项工作提出了一种新颖的粒子滤波(PF)方法,用于跟踪电容触摸屏系统的非线性和非高斯动态状态空间模型(DSSM),以在触摸运动随非线性快速变化时实现精确的触摸位置和平滑的轨迹。弹道。还使用微控制器单元(MCU)和传感器集成电路(IC)检测轴交方法中的触摸位置。另外,提出的PF方法被设计为及时地实现对计算位置的轨迹跟踪。实验结果表明,与基于电容式触摸屏(CTP)的卡尔曼滤波器(KF)相比,所提出的PF方法具有更好的线性和非线性跟踪轨迹的均方根误差(RMSE)。

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