function will generate an 8th order digital IIR filter, modeled as as 4th order gammatone filter. order : int, optional The order of the filter. Only used when ``ftype='fir'``. Default is 4 to model the human auditory system. Must be between 0 and 24. numtaps : int, optional Length of the filter. Only used when ``ftype='fir'``. Default is ``fs*0.015`` if `fs` is greater than 1000, 15 if `fs` is less than or equal to 1000. fs : float, optional The sampling frequency of the signal. `freq` must be between 0 and ``fs/2``. Default is 2. Returns ------- b, a : ndarray, ndarray Numerator (``b``) and denominator (``a``) polynomials of the filter. Raises ------ ValueError If `freq` is less than or equal to 0 or greater than or equal to ``fs/2``, if `ftype` is not 'fir' or 'iir', if `order` is less than or equal to 0 or greater than 24 when ``ftype='fir'`` See Also -------- firwin iirfilter References ---------- .. [1] Slaney, Malcolm, "An Efficient Implementation of the Patterson-Holdsworth Auditory Filter Bank", Apple Computer Technical Report 35, 1993, pp.3-8, 34-39. Examples -------- 16-sample 4th order FIR Gammatone filter centered at 440 Hz >>> from scipy import signal >>> signal.gammatone(440, 'fir', numtaps=16, fs=16000) (array([ 0.00000000e+00, 2.22196719e-07, 1.64942101e-06, 4.99298227e-06, 1.01993969e-05, 1.63125770e-05, 2.14648940e-05, 2.29947263e-05, 1.76776931e-05, 2.04980537e-06, -2.72062858e-05, -7.28455299e-05, -1.36651076e-04, -2.19066855e-04, -3.18905076e-04, -4.33156712e-04]), [1.0]) IIR Gammatone filter centered at 440 Hz >>> import matplotlib.pyplot as plt >>> import numpy as np >>> fc, fs = 440, 16000 >>> b, a = signal.gammatone(fc, 'iir', fs=fs) >>> w, h = signal.freqz(b, a) >>> plt.plot(w * fs / (2 * np.pi), 20 * np.log10(abs(h))) >>> plt.xscale('log') >>> plt.title('Gammatone filter frequency response') >>> plt.xlabel('Frequency [Hz]') >>> plt.ylabel('Amplitude [dB]') >>> plt.margins(0, 0.1) >>> plt.grid(which='both', axis='both') >>> plt.axvline(fc, color='green') # cutoff frequency >>> plt.show() rp