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Joint Compensation of Jitter Noise and Time-Shift Errors in Multichannel Sampling System

机译:多通道采样系统中抖动噪声和时移误差的联合补偿

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In high-speed analog-to-digital converters (ADCs), two main factors contribute to high power consumption. The first is the super linear relationship with the sampling rate; i.e., by doubling the sampling rate, the power consumption more than doubles. The second factor arises from the consumption of analog circuitry responsible to mitigate the jitter noise. By employing a multichannel sampling system, one can achieve high sampling rates by incorporating multiple low sampling-rate channels, which results in a linear scaling of power consumption with the number of channels. The main drawback of this system is the timing mismatch between the sampling channels. In this paper, we intend to jointly compensate the jitter noise and the timing mismatch between the channels using statistical methods. We first approximate the acquisition system and derive a stochastic model. Then, we propose an iterative maximum likelihood algorithm to estimate the parameters of the input signal. We further evaluate the Cramer-Rao lower bound (CRLB) for the estimation error to examine the proposed algorithm. Simulation results indicate that our algorithm is capable of closely following the CRLB curve for reasonable values of jitter noise and a wide range of timing mismatch errors. Moreover, it is shown that the mismatch-compensated multichannel sampling system performs almost equivalently to a single-channel high rate sampler without having its shortcomings.
机译:在高速模数转换器(ADC)中,两个主要因素导致了高功耗。首先是与采样率的超线性关系;即,通过使采样率加倍,功耗会增加一倍以上。第二个因素来自负责减轻抖动噪声的模拟电路的消耗。通过采用多通道采样系统,可以通过合并多个低采样率通道来实现高采样率,这导致功耗随通道数线性变化。该系统的主要缺点是采样通道之间的时序不匹配。在本文中,我们打算使用统计方法共同补偿通道之间的抖动噪声和时序失配。我们首先对采集系统进行近似,然后得出一个随机模型。然后,我们提出了一种迭代最大似然算法来估计输入信号的参数。我们进一步评估Cramer-Rao下界(CRLB)的估计误差,以检查提出的算法。仿真结果表明,对于合理的抖动噪声值和广泛的时序失配误差,我们的算法能够紧密跟踪CRLB曲线。此外,示出了失配补偿的多通道采样系统几乎等效于单通道高速率采样器,而没有缺点。

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