Added code to generate narrow band data from band data and vice versa
This commit is contained in:
parent
fe53ada328
commit
c748e6cb75
@ -177,8 +177,10 @@ class FilterBankDesigner:
|
||||
return list(range(xstart, xend+1))
|
||||
|
||||
def getNarrowBandFromOctaveBand(self, xl, xu,
|
||||
levels_in_bands, npoints=500):
|
||||
"""Create a narrow band spectrum based on a spectrum in (fractional)
|
||||
levels_in_bands, npoints=500,
|
||||
method='flat',
|
||||
scale='lin'):
|
||||
"""Create a narrow band spectrum based on a spectrum in (fractional)
|
||||
octave bands. The result is create such that the total energy in each
|
||||
frequency band is constant. The latter can be checked by working it
|
||||
back to (fractional) octave bands, which is doen using the function
|
||||
@ -193,6 +195,11 @@ class FilterBankDesigner:
|
||||
(xu+1 - xl)
|
||||
npoints: Number of discrete frequency points in linear frequency
|
||||
array.
|
||||
method: 'flat' to give the same power for all frequencies in a
|
||||
certain band.
|
||||
scale: 'lin' for a linear frequency distribution. 'log' for a
|
||||
logspace. Use 'log' with caution and only if you really know what
|
||||
you are doing!'
|
||||
|
||||
Returns:
|
||||
freq, levels_dB. Where levels_dB is an array of narrow band levels
|
||||
@ -202,24 +209,79 @@ class FilterBankDesigner:
|
||||
# Highest frequency of all frequencies
|
||||
fuu = self.fu(xu)
|
||||
|
||||
freq = np.linspace(fll, fuu, npoints)
|
||||
if scale == 'lin':
|
||||
freq = np.linspace(fll, fuu, npoints)
|
||||
elif scale == 'log':
|
||||
freq = np.logspace(np.log10(fll), np.log10(fuu), npoints)
|
||||
else:
|
||||
raise ValueError(f'Invalid scale parameter: {scale}')
|
||||
|
||||
levels_narrow = np.empty_like(freq)
|
||||
for i, x in enumerate(range(xl, xu + 1)):
|
||||
|
||||
if method == 'flat':
|
||||
for i, x in enumerate(range(xl, xu + 1)):
|
||||
fl = self.fl(x)
|
||||
fu = self.fu(x)
|
||||
# Find the indices in the frequency array which correspond to the
|
||||
# frequency band x
|
||||
if x != xu:
|
||||
indices_cur = np.where((freq >= fl) & (freq < fu))
|
||||
else:
|
||||
indices_cur = np.where((freq >= fl) & (freq <= fu))
|
||||
|
||||
power_cur = 10**(levels_in_bands[i] / 10)
|
||||
power_narrow = power_cur / indices_cur[0].size
|
||||
level_narrow = 10*np.log10(power_narrow)
|
||||
levels_narrow[indices_cur] = level_narrow
|
||||
|
||||
return freq, levels_narrow
|
||||
else:
|
||||
raise ValueError('Unimplemented interpolation method')
|
||||
|
||||
def getOctaveBandFromNarrowBand(self, freq, levels_narrow):
|
||||
"""Put all level results in a certain frequency band (`binning`), by
|
||||
summing up the power.
|
||||
|
||||
Args:
|
||||
freq: Narrow-band frequency array
|
||||
levels_narrow: Narrow band power levels, should be power, not *PSD*
|
||||
|
||||
Returns:
|
||||
(fm, levels_binned, nom_txt)
|
||||
"""
|
||||
# Find lower frequency xl
|
||||
for x in self.xs:
|
||||
xl = x
|
||||
fl = self.fl(x)
|
||||
if self.fl(x+1) > freq[0]:
|
||||
break
|
||||
|
||||
# Find upper frequency xu
|
||||
for x in self.xs:
|
||||
xu = x
|
||||
fu = self.fu(xu)
|
||||
if fu >= freq[-1]:
|
||||
break
|
||||
|
||||
freq_in_bands = []
|
||||
levels_in_bands = []
|
||||
nom_txt = []
|
||||
|
||||
for x in range(xl, xu+1):
|
||||
fl = self.fl(x)
|
||||
fu = self.fu(x)
|
||||
# Find the indices in the frequency array which correspond to the
|
||||
# frequency band x
|
||||
if x != xu:
|
||||
indices_cur = np.where((freq >= fl) & (freq < fu))
|
||||
else:
|
||||
indices_cur = np.where((freq >= fl) & (freq <= fu))
|
||||
|
||||
power_cur = 10**(levels_in_bands[i] / 10)
|
||||
power_narrow = power_cur / indices_cur[0].size
|
||||
level_narrow = 10*np.log10(power_narrow)
|
||||
levels_narrow[indices_cur] = level_narrow
|
||||
power_cur = np.sum(10**(levels_narrow[indices_cur] / 10))
|
||||
levels_in_bands.append(10*np.log10(power_cur))
|
||||
|
||||
return freq, levels_narrow
|
||||
nom_txt.append(self.nominal_txt(x))
|
||||
freq_in_bands.append(self.fm(x))
|
||||
|
||||
return np.array(freq_in_bands), np.array(levels_in_bands), nom_txt
|
||||
|
||||
|
||||
class OctaveBankDesigner(FilterBankDesigner):
|
||||
|
Loading…
Reference in New Issue
Block a user