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Adaptive log domain filters using floating gate transistors.

机译:使用浮栅晶体管的自适应对数域滤波器。

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摘要

In this thesis, an adaptive first order lowpass log domain filter and an adaptive second order log domain filter are presented with integrated learning rules for model reference estimation. Both systems are implemented using multiple input floating gate transistors to realize on-line learning of system parameters. Adaptive dynamical system theory is used to derive robust control laws in a system identification task for the parameters of both a first order lowpass filter and a second order tunable filter. The log domain filters adapt to estimate the parameters of the reference filters accurately and efficiently as the parameters are changed. Simulation results for both the first order and the second order adaptive filters are presented which demonstrate that adaptation occurs within milliseconds. Experimental results and mismatch analysis are described for the first order lowpass filter which demonstrates the success of our adaptive system design using this model-based learning method.
机译:本文提出了一种自适应的一阶低通对数域滤波器和一种自适应的二阶对数域滤波器,它们具有用于模型参考估计的集成学习规则。两种系统均使用多个输入浮栅晶体管实现,以实现系统参数的在线学习。自适应动态系统理论用于在系统识别任务中针对一阶低通滤波器和二阶可调滤波器的参数得出鲁棒控制律。对数域滤波器适应于随着参数的改变而准确而有效地估计参考滤波器的参数。给出了针对一阶和二阶自适应滤波器的仿真结果,它们表明自适应发生在毫秒之内。描述了针对一阶低通滤波器的实验结果和失配分析,这证明了使用这种基于模型的学习方法进行的自适应系统设计的成功。

著录项

  • 作者

    Zhai, Yiming.;

  • 作者单位

    University of Maryland, College Park.;

  • 授予单位 University of Maryland, College Park.;
  • 学科 Engineering Electronics and Electrical.
  • 学位 M.S.
  • 年度 2004
  • 页码 82 p.
  • 总页数 82
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 无线电电子学、电信技术;
  • 关键词

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