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A straight forward signal processing scheme to improve effect size of fNIR signals

机译:改善fNIR信号效果大小的简单信号处理方案

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Functional near-infrared spectroscopy (fNIRS) plays an imperative role for studying hemodynamic measurement of brain. Event related task measurement mostly depends on the effect size (ES) of fNIRS data. The noisy fNIR signal is an obstacle to estimate the precise ES of such measurement. Though Savitzky-Golay and Moving Average filters are often used for de-noising the fNIR signal, they have some limitations in measuring ES. In this paper, we have proposed a simple signal processing scheme which contributes to remove noise and evaluates not only proper ES but also overcome the drawback of Savitzky-Golay and Moving Average filter. By this scheme, the filtered signal becomes lower standard deviated than the raw fNIR signal. Else, the scheme maintains the mean of original and filtered signal unchanged. Since, the scheme reduces the standard deviation of the signal notably remaining the mean value unchanged; the ES of interest is improved eloquently. The numerical results and corresponding contrast to noise ratio (CNR) pattern prove the usefulness of the proposed scheme. The numerical results and corresponding contrast to noise ratio (CNR) pattern prove the effectiveness of the proposed scheme.
机译:功能性近红外光谱法(fNIRS)在研究脑血流动力学测量中起着至关重要的作用。与事件相关的任务度量主要取决于fNIRS数据的效应大小(ES)。嘈杂的fNIR信号是估计此类测量的精确ES的障碍。尽管Savitzky-Golay和移动平均滤波器通常用于对fNIR信号进行降噪,但它们在测量ES方面存在一些局限性。在本文中,我们提出了一种简单的信号处理方案,该方案有助于消除噪声并不仅评估适当的ES,而且克服了Savitzky-Golay和移动平均滤波器的缺点。通过这种方案,滤波后的信号将比原始fNIR信号具有更低的标准偏差。另外,该方案保持原始信号和滤波信号的平均值不变。因为,该方案减小了信号的标准偏差,尤其是保持平均值不变。感兴趣的ES雄辩地得到了改善。数值结果和相应的对比噪声比(CNR)模式证明了该方案的有效性。数值结果和相应的对比噪声比(CNR)模式证明了该方案的有效性。

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