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利用 Prony 方法估计单个事件相关电位。

Estimation of single event-related potentials utilizing the Prony method.

作者信息

Hansson M, Gänsler T, Salomonsson G

机构信息

Department of Electrical Engineering and Computer Sciences, Lund University, Sweden.

出版信息

IEEE Trans Biomed Eng. 1996 Oct;43(10):973-81. doi: 10.1109/10.536898.

Abstract

This paper deals with estimation of the waveform of a single event-related potential, sERP. An additive noise model is used for the measured signal and the SNR of the disturbed sERP is approximately 0 dB. The sERP is described by a series expansion where the basis functions are damped sinusoids. The fundamental basis function is estimated by the least squares Prony method, derived for colored noise. The performance of the Prony method for different forms of the power density spectrum of the noise is investigated. A white noise approximation can be used at a low signal-to-noise (SNR). The basis functions change slowly but the waveform of the sERP may vary from one stimulus to another, thus we average a small number of correlation functions in order to increase the SNR. The method is evaluated by using measurements from four subjects and the results confirm the variability of the sERP.

摘要

本文探讨了单个事件相关电位(sERP)波形的估计问题。对测量信号采用加性噪声模型,受干扰的sERP的信噪比约为0 dB。sERP通过级数展开来描述,其中基函数为阻尼正弦波。基本基函数由针对有色噪声推导的最小二乘普罗尼方法估计。研究了普罗尼方法在不同形式噪声功率密度谱下的性能。在低信噪比(SNR)时可采用白噪声近似。基函数变化缓慢,但sERP的波形可能因刺激不同而有所变化,因此我们对少量相关函数进行平均以提高信噪比。通过对四名受试者的测量对该方法进行评估,结果证实了sERP 的变异性。

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