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首页> 外文期刊>ISA Transactions >LED chip accurate positioning control based on visual servo using dual rate adaptive fading Kalman filter
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LED chip accurate positioning control based on visual servo using dual rate adaptive fading Kalman filter

机译:基于Visual Servo的LED芯片准确定位控制使用双速率自适应衰落卡尔曼滤波器

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摘要

In this paper, to improve the positioning accuracy of LED chip, a dual rate adaptive fading Kalman filter algorithm with delay compensation is proposed and applied to the LED chip visual servo positioning system. Firstly, a structure of dual rate Kalman filter is introduced to the visual servo control system, which compensate the visual information delay and realize the accurate time sequential coordination of encoder and visual feedback. Then, considering the inaccuracy of system mathematical model, the adaptive forgetting factor is added to the iterative process of above algorithm, and the impact of accumulated model error on system stability is consequently mitigated. Finally, the experimental results show that the proposed method obviously decreases the positioning errors of LED chip and is robust to inaccuracy and uncertainty of system model parameters. (C) 2018 ISA. Published by Elsevier Ltd. All rights reserved.
机译:本文提出了LED芯片定位精度,提出了一种具有延迟补偿的双速率自适应衰落Kalman滤波器算法,并应用于LED芯片视觉伺服定位系统。 首先,将双速率Kalman滤波器的结构引入了视觉伺服控制系统,其补偿了视觉信息延迟并实现了编码器和视觉反馈的准确时间顺序协调。 然后,考虑到系统数学模型的不准确性,将自适应遗忘因子添加到上述算法的迭代过程中,因此减轻了累积模型误差对系统稳定性的影响。 最后,实验结果表明,该方法明显降低了LED芯片的定位误差,并且对系统模型参数的不准确性和不确定度稳健。 (c)2018 ISA。 elsevier有限公司出版。保留所有权利。

著录项

  • 来源
    《ISA Transactions》 |2019年第2019期|共11页
  • 作者单位

    Huazhong Univ Sci &

    Technol Sch Mech Sci &

    Engn State Key Lab Digital Mfg Equipment &

    Technol B628 Off 1037 Luoyu Rd Wuhan 430074 Hubei Peoples R China;

    Huazhong Univ Sci &

    Technol Sch Mech Sci &

    Engn State Key Lab Digital Mfg Equipment &

    Technol B628 Off 1037 Luoyu Rd Wuhan 430074 Hubei Peoples R China;

    Huazhong Univ Sci &

    Technol Sch Mech Sci &

    Engn State Key Lab Digital Mfg Equipment &

    Technol B628 Off 1037 Luoyu Rd Wuhan 430074 Hubei Peoples R China;

    Huazhong Univ Sci &

    Technol Sch Mech Sci &

    Engn State Key Lab Digital Mfg Equipment &

    Technol B628 Off 1037 Luoyu Rd Wuhan 430074 Hubei Peoples R China;

    Huazhong Univ Sci &

    Technol Sch Mech Sci &

    Engn State Key Lab Digital Mfg Equipment &

    Technol B628 Off 1037 Luoyu Rd Wuhan 430074 Hubei Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 计量学;工业自动化仪表;
  • 关键词

    Visual servo; Dual rate Kalman filter; Adaptive forgetting factor; Accurate positioning;

    机译:Visual Servo;双速率卡尔曼滤波器;自适应遗忘因子;准确定位;

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