# ctrlutil.py - control system utility functions # # Author: Richard M. Murray # Date: 24 May 09 # # These are some basic utility functions that are used in the control # systems library and that didn't naturally fit anyplace else. # # Copyright (c) 2009 by California Institute of Technology # All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions # are met: # # 1. Redistributions of source code must retain the above copyright # notice, this list of conditions and the following disclaimer. # # 2. Redistributions in binary form must reproduce the above copyright # notice, this list of conditions and the following disclaimer in the # documentation and/or other materials provided with the distribution. # # 3. Neither the name of the California Institute of Technology nor # the names of its contributors may be used to endorse or promote # products derived from this software without specific prior # written permission. # # THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS # "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT # LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS # FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL CALTECH # OR THE CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, # SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT # LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF # USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND # ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, # OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT # OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF # SUCH DAMAGE. # # $Id$ # Packages that we need access to from . import lti import numpy as np import math import warnings __all__ = ['unwrap', 'issys', 'db2mag', 'mag2db'] # Utility function to unwrap an angle measurement def unwrap(angle, period=2*math.pi): """Unwrap a phase angle to give a continuous curve Parameters ---------- angle : array_like Array of angles to be unwrapped period : float, optional Period (defaults to `2*pi`) Returns ------- angle_out : array_like Output array, with jumps of period/2 eliminated Examples -------- >>> # Already continuous >>> theta1 = np.array([1.0, 1.5, 2.0, 2.5, 3.0]) * np.pi >>> theta2 = ct.unwrap(theta1) >>> theta2/np.pi # doctest: +SKIP array([1. , 1.5, 2. , 2.5, 3. ]) >>> # Wrapped, discontinuous >>> theta1 = np.array([1.0, 1.5, 0.0, 0.5, 1.0]) * np.pi >>> theta2 = ct.unwrap(theta1) >>> theta2/np.pi # doctest: +SKIP array([1. , 1.5, 2. , 2.5, 3. ]) """ dangle = np.diff(angle) dangle_desired = (dangle + period/2.) % period - period/2. correction = np.cumsum(dangle_desired - dangle) angle[1:] += correction return angle def issys(obj): """Return True if an object is a Linear Time Invariant (LTI) system, otherwise False Examples -------- >>> G = ct.tf([1], [1, 1]) >>> ct.issys(G) True >>> K = np.array([[1, 1]]) >>> ct.issys(K) False """ warnings.warn("issys() is deprecated; use isinstance(obj, ct.LTI)", FutureWarning, stacklevel=2) return isinstance(obj, lti.LTI) def db2mag(db): """Convert a gain in decibels (dB) to a magnitude If A is magnitude, db = 20 * log10(A) Parameters ---------- db : float or ndarray input value or array of values, given in decibels Returns ------- mag : float or ndarray corresponding magnitudes Examples -------- >>> ct.db2mag(-40.0) # doctest: +SKIP 0.01 >>> ct.db2mag(np.array([0, -20])) # doctest: +SKIP array([1. , 0.1]) """ return 10. ** (db / 20.) def mag2db(mag): """Convert a magnitude to decibels (dB) If A is magnitude, db = 20 * log10(A) Parameters ---------- mag : float or ndarray input magnitude or array of magnitudes Returns ------- db : float or ndarray corresponding values in decibels Examples -------- >>> ct.mag2db(10.0) # doctest: +SKIP 20.0 >>> ct.mag2db(np.array([1, 0.01])) # doctest: +SKIP array([ 0., -40.]) """ return 20. * np.log10(mag)