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一种EEG信号盲分离和分类的神经网络方法
游荣义 ; 陈忠
刊名http://epub.edu.cnki.net/grid2008/brief/detailj.aspx?filename=zswy200305006&dbcode=CJFQ&dbname=CJFQ2003
2012-06-05 ; 2012-06-05
关键词EEG(Electroencephalograph) 盲分离 kurtosis 神经网络 EEG(Electroencephalograph) Blind separation Kurtosis Neural network R318.04
其他题名A NEURAL NETWORK METHOD OF BLIND SEPARATION AND CLASSIFICATION OF EEG SIGNALS
中文摘要提出一种采用多神经网络处理脑电 (EEG)信号的方法。首先 ,对混有噪声的脑电信号给出一种盲分离的自适应神经算法。通过寻求采样时间序列线性组合的kurtosis系数的局部极值 ,得出该算法的模型和步骤。在盲分离的基础上 ,对分离出的估计信号进一步利用Kohonen网络进行分类。将该算法用于 30 0个EEG样本处理 ,并给出处理结果。; A multiple neural network method of processing EEG signals is proposed. To begin with, a self-adaptive neural algorithm for blind separation of noisy EEG signals was given. By seeking the local extrema of the kurtosis coefficients of a linear combination of the sampled time series, the model and the process of this algorithm were obtained. Based on the blind separation, a further classification of the estimated signals was carried out by using the Kohonen net. Use this algorithm for the processing of 300 EEG samples, the results of the processing was given.; 【作者单位】厦门大学物理系 厦门361005; 集美大学计算科学与应用物理系; 厦门361021;【作者英文名】YOU Rong-yi 1,2, CHEN Zhang1(1. Department of Physics, Xiamen University, Xiamen 361005; 2. Department of Computational Science & Applied Physies, Jimei University, Xiamen 361021)
语种中文
内容类型期刊论文
源URL[http://ir.calis.edu.cn/hdl/235041/15907]  
专题集美大学
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GB/T 7714
游荣义,陈忠. 一种EEG信号盲分离和分类的神经网络方法[J]. http://epub.edu.cnki.net/grid2008/brief/detailj.aspx?filename=zswy200305006&dbcode=CJFQ&dbname=CJFQ2003,2012, 2012.
APA 游荣义,&陈忠.(2012).一种EEG信号盲分离和分类的神经网络方法.http://epub.edu.cnki.net/grid2008/brief/detailj.aspx?filename=zswy200305006&dbcode=CJFQ&dbname=CJFQ2003.
MLA 游荣义,et al."一种EEG信号盲分离和分类的神经网络方法".http://epub.edu.cnki.net/grid2008/brief/detailj.aspx?filename=zswy200305006&dbcode=CJFQ&dbname=CJFQ2003 (2012).
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