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I am trying to estimate the PSD of the heart rate variability of an ECG signal. To test my code,I have extracted the R-R interval from from the fantasia ECG database. I have extracted the signal can be accessed here. To calculate the PSD, I am using the welch method as shown below:
import matplotlib.pyplot as plt
import numpy as np
from scipy.signal import welch
ibi_signal = np.loadtxt('fantasia-f1y01-RR.txt')
t = np.array(ibi_signal[:, 0]) # time index in seconds
ibi = np.array(ibi_signal[:, 1]) # the IBI in seconds
# Convert the IBI in milliseconds
ibi = ibi * 1000
# Calculate the welch estimate
Fxx, Pxx = welch(ibi, fs=4.0, window='hanning', nperseg=256, noverlap=128)
Next,the area under the curve is calculated to estimate the power spectrum of the differ
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