用简单的CMOS相机估计直流电机参数

Z. Kowalczuk, Tomasz Merta
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引用次数: 2

摘要

移动机器人控制系统的不同组成部分是基于动态模型的。在低成本的解决方案中,这样的机器人是轮式的,并配备了直流电机,这必须包括在机器人的模型中。该模型相当简单,但确定其参数并不容易。例如,直流电动机的参数通常是通过适当的测量来间接确定的,这些测量涉及到各种条件下的发动机电压、电流和转速。本文介绍了一种利用简单的CMOS相机估计移动机器人直流电机参数的方法。机器人平台上附有一个彩色标记,表示机器人在拍摄的视频图像中的位置。对发动机输入电压进行阶跃激励,然后通过图像处理对机器人的运动参数进行估计。然后基于最小二乘法,利用Matlab函数将辨识出的模型响应调整为实测阶跃响应。在这个实验中,可用的最大摄像机帧率似乎太低,无法正确记录机器人的运动。这一障碍是通过使用CMOS相机的效用来克服的,因为它可以在帧率和分辨率之间进行权衡。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Estimation of DC motor parameters using a simple CMOS camera
Different components of control systems for mobile robots are based on dynamic models. In low-cost solutions such a robot is wheeled and equipped with DC motors, which have to be included in the model of the robot. The model is fairly simple but determination of its parameters needs not to be easy. For instance, DC motor parameters are typically identified indirectly using suitable measurements, concerning engine voltage, current, and rotation speed under various conditions. The paper describes a method of estimating the DC motor parameters of a mobile robot using a simple CMOS camera. A color marker is attached to the robot platform, which indicates the position of the robot in the taken video images. Step excitation of the voltage input of the engine is applied, and estimation of robot's movement parameters is next performed by image processing. Then the response of the identified model is adjusted to the measured step response using Matlab functions, based on least squares. In this experiment the available maximum camera framerate appeared to be too low to record the robot movement properly. This obstacle is overcome by using the utility of CMOS cameras concerning the possibility of trading-off framerate to resolution.
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