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Blind calibration for time-interleaved analog-to-digital converters.

机译:时间交错的模数转换器的盲校准。

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摘要

Digital signal processing applications rely on high speed high precision data conversion systems. A time-interleaved analog to digital converter (ADC) achieves high sampling rate by multiplexing a bank of slow ADCs operating in parallel. However, time and gain mismatches among the slow ADCs can degrade significantly the performance of the overall converter. To overcome this problem, the mismatches can be first estimated and then corrected by applying digital filters to the sample sequences produced by the slow ADCs. This document demonstrates and analyzes an efficient digital blind calibration method for estimating the timing offsets and gain mismatches in M-channel time-interleaved ADC.; The calibration method is first illustrated by considering the estimation of the gain and timing mismatch for the case of M = 2 slow ADCs, when the input signal is slightly oversampled, a frequency band around the zero frequency is created where the subchannel ADC outputs are alias free. Lowpass filtering the ADC subchannels to this alias free region converts the blind calibration problem to a conventional gain and time delay estimation problem for an unknown signal in noise. An adaptive filter structure with three fixed FIR filters and two adaptive gain and timing offset parameters is employed to achieve the calibration. A convergence analysis and numerical simulations are performed to validate the method. A Cramer-Rao lower bound is evaluated and used to analyze the dependence of the calibration performance on design parameters such as oversampling ratio or SNR in the alias free band.; The above principle can be generalized to timing mismatch calibration for an M-channel time-interleaved ADC. The proposed method requires that the input signal should be slightly oversampled and the input signal should contain energy, at least intermittently, in M/2 frequency bands. The oversampling condition ensures that there exists a frequency band around the zero frequency where the Fourier transforms of the ADC subchannels contain only M - 1 alias components. Then the matrix power spectral density (PSD) of the ADC subchannels is rank deficient over this frequency band. Accordingly, when the timing offsets are known, it is possible to construct a filter bank that nulls the vector signal produced by the ADC outputs. The filter bank is used to develop an adaptive algorithm for estimating the ADC timing offsets. The filter bank employs 2 M - 1 fixed FIR filters and M - 1 unknown timing offset parameters which are estimated by using an adaptive stochastic gradient technique. A convergence analysis is performed to justify the method. A M ATHEMATICA based technique is developed to obtain a closed-form parametrization of the null steering filter bank for arbitrary M. The effectiveness of the calibration method is demonstrated by numerical simulations for a bandlimited white noise input and for inputs containing several sinusoidal components.
机译:数字信号处理应用依赖于高速高精度数据转换系统。时间交错的模数转换器(ADC)通过多路并行运行的一组慢速ADC来实现高采样率。但是,速度较慢的ADC之间的时间和增益不匹配会严重降低整个转换器的性能。为了克服这个问题,可以首先估计失配,然后通过将数字滤波器应用于慢速ADC产生的采样序列来进行校正。该文档演示并分析了一种有效的数字盲校准方法,用于估计M通道时间交错ADC中的时序偏移和增益失配。首先通过考虑对M = 2个慢速ADC的情况下的增益和时序失配的估计来说明校准方法,当输入信号稍微过采样时,会在零频率附近创建一个频带,其中子通道ADC输出为别名自由。将ADC子通道低通滤波到这个无混叠区域,可将噪声中的未知信号的盲校准问题转换为常规增益和时延估计问题。采用具有三个固定FIR滤波器以及两个自适应增益和定时偏移参数的自适应滤波器结构来实现校准。进行收敛性分析和数值模拟以验证该方法。评估了Cramer-Rao下界,并将其用于分析校准性能对设计参数的依赖性,这些设计参数例如是无混叠频段中的过采样率或SNR。可以将上述原理推广到M通道时间交错ADC的时序失配校准。所提出的方法要求输入信号应稍微过采样,并且输入信号应至少间歇地包含M / 2频带中的能量。过采样条件可确保在零频率附近存在一个频带,其中ADC子通道的傅立叶变换仅包含M-1个别名分量。然后,ADC子通道的矩阵功率谱密度(PSD)在该频带上秩不足。因此,当已知时序偏移时,可以构建一个滤波器组,以使ADC输出产生的矢量信号为零。滤波器组用于开发一种自适应算法,用于估算ADC时序偏移。滤波器组采用2 M-1个固定FIR滤波器和M-1个未知时序偏移参数,这些参数是通过使用自适应随机梯度技术估算的。进行收敛分析以证明该方法的合理性。开发了一种基于MATTHEMATICA的技术,以获取针对任意M的零级转向滤波器组的闭式参数化。通过对带限白噪声输入和包含多个正弦分量的输入进行数值模拟,可以证明校准方法的有效性。

著录项

  • 作者

    Huang, Yuhui.;

  • 作者单位

    University of California, Davis.;

  • 授予单位 University of California, Davis.;
  • 学科 Engineering Electronics and Electrical.
  • 学位 Ph.D.
  • 年度 2006
  • 页码 151 p.
  • 总页数 151
  • 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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