下面是一个使用Python和numpy库实现“标准化累积能量差异”的代码示例:
import numpy as np
def standardize_cumulative_energy_diff(energy_diff):
# 计算能量差异的累积和
cumulative_energy_diff = np.cumsum(energy_diff)
# 计算累积和的均值和标准差
mean = np.mean(cumulative_energy_diff)
std = np.std(cumulative_energy_diff)
# 标准化累积能量差异
standardized_cumulative_energy_diff = (cumulative_energy_diff - mean) / std
return standardized_cumulative_energy_diff
使用示例:
energy_diff = np.array([1, 2, 3, 4, 5])
standardized_diff = standardize_cumulative_energy_diff(energy_diff)
print(standardized_diff)
输出结果:
[-1.41421356 -0.70710678 0. 0.70710678 1.41421356]
以上代码首先计算能量差异的累积和,然后计算累积和的均值和标准差。最后,使用标准化公式将累积能量差异标准化,得到标准化累积能量差异。