Created
April 8, 2013 04:40
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Step response of a complex LTI system plotted with several parameter variations in Python.
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# Step response graphs | |
# Python 2.7 with numpy, scipy, and matplotlib | |
# Based on https://gist.github.com/ofan666/1882562 | |
from numpy import min as nmin | |
from scipy import linspace | |
from scipy.signal import lti, step | |
from matplotlib import pyplot as p | |
def create_tf(i): | |
num = [i.kw*i.kd, i.kw*i.ks] | |
den = [i.mc*i.mw, i.kd*(i.mc+i.mw), i.mc*(i.ks+i.kw)+i.ks*i.mw, i.kd*i.kw, i.kw*i.ks] | |
print den | |
return lti(num, den) | |
def plotLTI(i, n = 200): | |
tf = create_tf(i) | |
print tf | |
t, s = step(tf) | |
t, s = step(tf, T = linspace(nmin(t), t[-1], n)) | |
p.plot(t, s * i.h) | |
p.xlabel('Time / s') | |
p.ylabel('Displacement / m') | |
p.show() | |
class Args(object): | |
pass | |
def tf_args(d): | |
a = Args() | |
a.__dict__.update(d) | |
return a | |
def d(): | |
plotLTI(tf_args({ | |
'h': 0.25, | |
'mw': 25.0, | |
'mc': 625.0, | |
'kw': 220000.0, | |
'kd': 8000.0, | |
'ks': 25000.0, | |
})) | |
def i(): | |
plotLTI(tf_args({ | |
'h': 0.25, | |
'mw': 25.0, | |
'mc': 625.0, | |
'kw': 220000.0, | |
'kd': 4000.0, | |
'ks': 25000.0, | |
})) | |
def ii(): | |
plotLTI(tf_args({ | |
'h': 0.25, | |
'mw': 25.0, | |
'mc': 625.0, | |
'kw': 220000.0, | |
'kd': 1000.0, | |
'ks': 25000.0, | |
})) | |
def iii(): | |
plotLTI(tf_args({ | |
'h': 0.25, | |
'mw': 25.0, | |
'mc': 625.0, | |
'kw': 220000.0, | |
'kd': 8000.0, | |
'ks': 12000.0, | |
})) | |
def iv(): | |
plotLTI(tf_args({ | |
'h': 0.25, | |
'mw': 25.0, | |
'mc': 625.0, | |
'kw': 220000.0, | |
'kd': 4000.0, | |
'ks': 12000.0, | |
})) | |
def v(): | |
plotLTI(tf_args({ | |
'h': 0.25, | |
'mw': 25.0, | |
'mc': 625.0, | |
'kw': 220000.0, | |
'kd': 1000.0, | |
'ks': 12000.0, | |
})) |
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