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The Effects of Digitization on Nonstationary Stochastic Signals with Applications to Pulsar Signal Baseband Recording

机译:数字化对非平稳随机信号的影响及其在脉冲星信号基带记录中的应用

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The process of digitizing a stochastic signal introduces systematic distortions into the resulting digitized data. Further processing of these data may result in the appearance of unwanted artifacts. especially when the input signal was generated by a nonstationary stochastic process. In this paper the magnitude of these distortions are calculated analytically and the results are applied to a specific example found in pulsar signal processing. A pulsar signal is an excellent example of a nonstationary stochastic process. When analyzing pulsar data, the effects of interstellar medium (ISM) dispersion must be removed by digitally filtering the received signal. The distortions introduced through the digitization process cause unwanted artifacts to appear in the final "dedispersed" signal. These artifacts are demonstrated using actual 2-bit (4-level) digitized data of the pulsar PSR B0833-45 (Vela). Techniques are introduced that simultaneously minimize these artifacts and maximize the signal-to-noise ratio of the digitized data. The distortion analysis and artifact removal techniques described in this paper hold for an arbitrary number of input digitization thresholds (i.e., number of bits). Also presented are tables of the optimum digitizer thresholds for both uniform and nonuniform input threshold digitizers.
机译:将随机信号数字化的过程会将系统性失真引入到最终的数字化数据中。这些数据的进一步处理可能会导致出现不必要的伪影。特别是当输入信号是由非平稳随机过程生成的。在本文中,通过分析计算了这些失真的大小,并将结果应用于脉冲星信号处理中的特定示例。脉冲星信号是非平稳随机过程的一个很好的例子。分析脉冲星数据时,必须通过对接收信号进行数字滤波来消除星际介质(ISM)色散的影响。通过数字化过程引入的失真导致不必要的伪像出现在最终的“分散”信号中。使用脉冲星PSR B0833-45(Vela)的实际2位(4级)数字化数据演示了这些伪像。引入了同时最小化这些伪像并最大化数字化数据的信噪比的技术。本文所述的失真分析和伪影消除技术适用于任意数量的输入数字化阈值(即位数)。还提供了统一和非统一输入阈值数字化仪的最佳数字化仪阈值表。

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