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Processing Human Colonic Pressure Signals by Using Overdetermined ICA

Processing Human Colonic Pressure Signals by Using Overdetermined ICA
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摘要 独立部件分析(集成通信适配器)是为瞎的来源分离( BSS )的一个广泛地使用的方法成熟集成通信适配器模型有的 .The 来源的数字必须等于到传感器的限制过去常收集数据,它是难的在很实际的 cases.In 相遇这份报纸,一个 overdetermined 集成通信适配器方法在人的结肠的压力 signals.Using 主管部件分析( PCA )的分析被建议并且成功地使用了,方法第一估计来源的数字并且减少 Independent component analysis (ICA) is a widely used method for blind source separation (BSS). The mature ICA model has a restriction that the number of the sources must equal to that of the sensors used to collect data, which is hard to meet in most practical cases. In this paper, an overdetermined ICA method is proposed and successfully used in the analysis of human colonic pressure signals. Using principal component analysis (PCA), the method estimates the number of the sources firstly and reduces the dimensions of the observed signals to the same with that of the sources; and then, Fast- ICA is used to estimate all the sources. From 26 groups of colonic pressure recordings, several colonic motor patterns are extracted, which riot only prove the effectiveness of this method, but also greatly facilitate further medical researches.
出处 《Journal of Measurement Science and Instrumentation》 CAS 2010年第4期401-405,共5页 测试科学与仪器(英文版)
基金 supported by National Natural Science Foundation(No.60875061)
关键词 压力信号 ICA 结肠 独立成分分析 主成分分析 盲源分离 CA方法 信号分析 medical signal processing overdetermined ICA PCA colonic motor pattern
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参考文献11

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