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System integration for a novel positioning system using a model based control approach.

机译:使用基于模型的控制方法的新型定位系统的系统集成。

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摘要

This dissertation presents a model-based approach to perform system integration of a novel positioning sensing method, termed "Direct Position Sensing." Direct Position Sensing can actively monitor the planar position changes of motion control devices without the dependency of the conventional position sensor combined with kinematic model to estimate the planar position. Instead, Direct Position Sensing uses the technology of computer vision and digital display to directly monitor the planar position displacement of a motion control device by actively tracking the desired position of the device based on the displayed target showed on the digital screen. The integration of the computer vision as the feedback system to the motion controller, introduces intermittency and latency in the controller's feedback loop.;In order to integrate the slower computer vision sensor to the motion controller, a model-based controller architecture, Smith Predictor approach was first implemented to the Direct Position Sensing system. The Smith Predictor uses a mathematical plant model that is running in parallel with the actual plant so that the model predicts the plant output when the actual output of the system is unavailable. Due to the intermittency feedback of the system, a path prediction algorithm was developed to minimize the model residual during the intermittent feedback so that the tracking performance of the system can be improved. Furthermore, a model input corrector was also developed to correct the control action to the plant model based on the model residual to enhance the path prediction.;Simulations and hardware experiments results show that the model-based strategy provides improved tracking performance of the system when latency and intermittency exist in the controller feedback loop.
机译:本文提出了一种基于模型的方法来执行新型定位感测方法的系统集成,该方法称为“直接位置感测”。直接位置感测可以主动监视运动控制设备的平面位置变化,而无需依赖于常规位置传感器和运动学模型来估计平面位置。相反,直接位置传感使用计算机视觉和数字显示技术通过根据数字屏幕上显示的目标主动跟踪设备的所需位置,从而直接监视运动控制设备的平面位置位移。将计算机视觉作为运动控制器的反馈系统的集成,在控制器的反馈回路中引入了间歇性和延迟。为了将较慢的计算机视觉传感器集成到运动控制器,采用了基于模型的控制器架构,Smith Predictor方法首次应用于直接位置感应系统。 Smith Predictor使用与实际工厂并行运行的数学工厂模型,以便当系统的实际输出不可用时,该模型可以预测工厂输出。由于系统的间歇性反馈,因此开发了一种路径预测算法,以最小化间歇反馈期间的模型残差,从而可以提高系统的跟踪性能。此外,还开发了一种模型输入校正器,用于基于模型残差来校正对工厂模型的控制动作,以增强路径预测。仿真和硬件实验结果表明,基于模型的策略可在系统跟踪时改善系统的跟踪性能。延迟和间歇性存在于控制器反馈回路中。

著录项

  • 作者

    Wong, Chan Yet.;

  • 作者单位

    Clemson University.;

  • 授予单位 Clemson University.;
  • 学科 Engineering Electronics and Electrical.;Engineering System Science.;Engineering Mechanical.
  • 学位 Ph.D.
  • 年度 2011
  • 页码 163 p.
  • 总页数 163
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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