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Wavelet basis functions in biomedical signal processing

机译:生物医学信号处理中的小波基函数

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During the last two decades, wavelet transform has become a common signal processing technique in various areas. Selection of the most similar mother wavelet function has been a challenge for the application of wavelet transform in signal processing. This paper introduces Daubechies 44 (db44) as the most similar mother wavelet function across a variety of biological signals. Three-hundred and twenty four potential mother wavelet functions were selected and investigated in the search for the most similar function. The algorithms were validated by three categories of biological signals: forearm electromyo-graphic (EMG), electroencephalographic (EEC), and vaginal pulse amplitude (VPA). Surface and intramuscular EMG signals were collected from multiple locations on the upper forearm of subjects during ten hand motions. EEG was recorded from three monopolar Ag-AgCI electrodes (Pz, POz, and Oz) during visual stimulus presentation. VPA, a useful source for female sexuality research, were recorded during a study of alcohol and stimuli on sexual behaviors. In this research, after extensive studies on mother wavelet functions, results show that db44 has the most similarity across these classes of biosignals.
机译:在过去的二十年中,小波变换已成为各个领域中常见的信号处理技术。对于信号处理中小波变换的应用,最相似的母小波函数的选择一直是一个挑战。本文介绍了Daubechies 44(db44),它是跨各种生物信号的最相似的母小波函数。为了寻找最相似的函数,选择了324个潜在的母小波函数并进行了研究。通过三类生物信号验证了该算法:前臂肌电图(EMG),脑电图(EEC)和阴道脉搏振幅(VPA)。在十次手部动作中,从对象的前臂的多个位置收集了表面和肌内肌电信号。在视觉刺激演示期间,从三个单极Ag-AgCI电极(Pz,POz和Oz)记录了EEG。 VPA是女性性行为研究的有用资料,在酒精和性行为刺激研究中被记录下来。在这项研究中,经过对母亲小波函数的广泛研究,结果表明db44在这些类型的生物信号之间具有最大的相似性。

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