Source code for deltasigma._infnorm
# -*- coding: utf-8 -*-
# _infnorm.py
# This module provides the infnorm function.
# Copyright 2013 Giuseppe Venturini
# This file is part of python-deltasigma.
#
# python-deltasigma is a 1:1 Python replacement of Richard Schreier's
# MATLAB delta sigma toolbox (aka "delsigma"), upon which it is heavily based.
# The delta sigma toolbox is (c) 2009, Richard Schreier.
#
# python-deltasigma is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# LICENSE file for the licensing terms.
"""This module provides the infnorm() function, which finds the infinity
norm of a z-domain transfer function.
"""
from __future__ import division
from warnings import warn
import numpy as np
from scipy.optimize import fminbound
from ._evalTF import evalTF
from ._nabsH import nabsH
[docs]def infnorm(H):
"""Find the infinity norm of a z-domain transfer function.
**Parameters:**
H : object
the LTI description of the DT system, which can be in one of the
following forms:
* an LTI object,
* a zpk tuple,
* a (num, den) tuple,
* an ABCD matrix (internally converted to zpk representation),
* a list-like containing the A, B, C, D matrices (also internally
converted to zpk representation).
**Returns:**
Hinf : float
The infinity norm of ``H``.
fmax : float
The frequency to which Hinf corresponds.
"""
# Get a rough idea of the location of the maximum.
N = 129
w = np.linspace(0, 2*np.pi, num=N, endpoint=True)
dw = 2*np.pi/(N-1)
Hval = evalTF(H, np.exp(1j*w))
Hinf = np.max(np.abs(Hval))
wi = np.where(np.abs(Hval) == Hinf)[0]
# Home in using the scipy "fminbound" function.
# original MATLAB code:
# wmax = fminbnd(nabsH, w(wi)-dw, w(wi)+dw, options, H);
wmax = fminbound(nabsH, w[wi]-dw, w[wi]+dw, args=(H,), \
xtol=1e-08, maxfun=5000, full_output=0)
if wmax is None:
warn('Hinf: scipy.optimize.fminbound() failed.'
+ ' The result returned may not be very accurate.')
wmax = w[wi]
Hinf = -nabsH(wmax, H);
fmax = wmax/(2*np.pi);
# in the original Toolbox, wmax is returned (seems to be never used though)
# rep? We return fmax.
return Hinf, fmax