请教特征提取的一些函数,有些地方不太明白 - V2EX
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ALLROBOT

请教特征提取的一些函数,有些地方不太明白

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  •   ALLROBOT Apr 6, 2022 1148 views
    This topic created in 1496 days ago, the information mentioned may be changed or developed.
    import numpy as np # 均方根 def featureRMS(data): return np.sqrt(np.mean(data ** 2, axis=0)) # 取绝对值求各列均值 def featureMAV(data): return np.mean(np.abs(data), axis=0) # 求离散的差值,按列的后尾元素向上面的元素进行求差,然后取绝对值再求所有矩阵同一元素位置的和,最后除以矩阵个数 def featureWL(data): return np.sum(np.abs(np.diff(data, axis=0)), axis=0) / data.shape[0] # def featureZC(data, threshold=10e-7): numOfZC = [] channel = data.shape[1] length = data.shape[0] for i in range(channel): count = 0 for j in range(1, length): diff = data[j, i] - data[j - 1, i] mult = data[j, i] * data[j - 1, i] if np.abs(diff) > threshold and mult < 0: count = count + 1 numOfZC.append(count / length) return np.array(numOfZC) def featureSSC(data, threshold=10e-7): numOfSSC = [] channel = data.shape[1] length = data.shape[0] for i in range(channel): count = 0 for j in range(2, length): diff1 = data[j, i] - data[j - 1, i] diff2 = data[j - 1, i] - data[j - 2, i] sign = diff1 * diff2 if sign > 0: if (np.abs(diff1) > threshold or np.abs(diff2) > threshold): count = count + 1 numOfSSC.append(count / length) return np.array(numOfSSC) 

    能请教一下 MAV 、WL 、ZC 、SSC4 个函数的都是啥数学公式? 网上搜的那些都搜不到

    大学数学早就还给老师了.....

    noqwerty
        2
    noqwerty  
       Apr 6, 2022   1
    似乎这里都包括了? Mean Absolute Value, Waveform Length, Zero Crossing, 和 Slope Sign Change
    ALLROBOT
        3
    ALLROBOT  
    OP
       Apr 6, 2022
    @noqwerty 666 ,感谢!

    我挺纳闷这么神奇的网站你从哪找到的
    noqwerty
        4
    noqwerty  
       Apr 6, 2022 via iPhone
    @ALLROBOT Google 直接搜 mean absolute value MAV 第一条就是因为 MAV 比较常见所以从这个入手查了
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