buttord(wp, ws, gpass, gstop, analog=False, fs=None)
Return the order of the lowest order digital or analog Butterworth filter that loses no more than gpass dB in the passband and has at least gstop dB attenuation in the stopband.
Passband and stopband edge frequencies.
For digital filters, these are in the same units as fs. By default, fs is 2 half-cycles/sample, so these are normalized from 0 to 1, where 1 is the Nyquist frequency. (wp and ws are thus in half-cycles / sample.) For example:
- Lowpass: wp = 0.2, ws = 0.3
- Highpass: wp = 0.3, ws = 0.2
- Bandpass: wp = [0.2, 0.5], ws = [0.1, 0.6]
- Bandstop: wp = [0.1, 0.6], ws = [0.2, 0.5]
The maximum loss in the passband (dB).
The minimum attenuation in the stopband (dB).
When True, return an analog filter, otherwise a digital filter is returned.
The sampling frequency of the digital system.
Butterworth filter order selection.
butter
cheb1ord
iirdesign
iirfilter
from scipy import signal
import matplotlib.pyplot as plt
import numpy as np
N, Wn = signal.buttord([20, 50], [14, 60], 3, 40, True)
b, a = signal.butter(N, Wn, 'band', True)
w, h = signal.freqs(b, a, np.logspace(1, 2, 500))
plt.semilogx(w, 20 * np.log10(abs(h)))
plt.title('Butterworth bandpass filter fit to constraints')
plt.xlabel('Frequency [radians / second]')
plt.ylabel('Amplitude [dB]')
plt.grid(which='both', axis='both')
plt.fill([1, 14, 14, 1], [-40, -40, 99, 99], '0.9', lw=0) # stop
plt.fill([20, 20, 50, 50], [-99, -3, -3, -99], '0.9', lw=0) # pass
plt.fill([60, 60, 1e9, 1e9], [99, -40, -40, 99], '0.9', lw=0) # stop
plt.axis([10, 100, -60, 3])
plt.show()
The following pages refer to to this document either explicitly or contain code examples using this.
scipy.signal._filter_design:cheb1ord
scipy.signal._filter_design:cheb2ord
scipy.signal._filter_design:iirfilter
scipy.signal._filter_design:iirdesign
scipy.signal._filter_design:butter
scipy.signal._filter_design:ellipord
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