求d集的局部极大值

2024-10-04 05:28:12 发布

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我正在写一份物理实验报告,用一个传感器收集了大量关于摆锤角度随时间变化的数据。样本超过3分钟,有3000多个数据点。当绘制在图形上时,它会产生一条正弦曲线,这是它应该产生的

当我使用Python试图找到最大值时,问题就出现了。我需要最大值来观察阻尼对摆锤的影响。当我运行下面的代码时,我只得到29个最大值,并且我知道大约有150个最大值。如何改进我的代码以获得所有这些代码

我的算法检查一个参考点前后的4个点,如果该参考点的值最大,则将其添加到一个极大值数组中

请注意,我仍然是python的初学者,因此如果您使用任何复杂的语言,它很可能会超过我的头脑,因此,请提前对此表示抱歉

angle = allAngles.readlines()

maxima = [0]

def checker(number):
    counter = 0
    for j in range(-4, 5):
        if float(angle[number + j]) <= float(angle[number]):
            counter += 1
    if counter == 9:
        return True

for i in range(4, len(angle)-6):
     if checker(i):
         if float(angle[i]) != maxima[len(maxima)-1]:
            maxima.append(float(angle[i]))

angeldata.txt包含以下数据:

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还有更多,但我受到了这个帖子的限制


Tags: 数据代码innumberforlenifcounter
1条回答
网友
1楼 · 发布于 2024-10-04 05:28:12

您的问题在于排除逻辑:

     if float(angle[i]) != maxima[len(maxima)-1]:

许多连续的最大值具有相同的值,但在文件中被大约25行隔开。上面的检查代码明确地排除了这些

如果您试图避免多次记录“扁平线”最大值,则需要检查本地元素,而不是最后一个成功的元素:检查上一个元素

     if float(angle[i]) != float(angle[i-1]):

程序中还有其他需要清理的内容,但这一项将是必要的 功能性差异

最值得注意的是,删除连续转换:您的程序只处理float,所以将所有内容都转换一次:

angle = [float(x) for x in open('qqq').readlines()]

然后,使用内置的max函数,而不是编写自己的函数:

 if angle[i] == max(angle[i-4:i+5]):

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