Subject
- Posted on
about approximate linearization
- 12-13-2009
December 13, 2009, 9:23 am
hello all,
I'm a little bit unexperienced in the area and wanna learn probably a
basic key issue about approximate linearization of nonlinear models
for control.
For an example if a process model is like "x1dot=square(x2) +..", then
I know that approximate linearization of the model is extracted via
taylor expansion,
but if the nonlinear model is like "x1dot=x2.x3 +..", how should I
realize the linearization?
Thank you in advance...
Re: about approximate linearization
On Sun, 13 Dec 2009 06:23:21 -0800, melda wrote:
Explaining it by Taylor's expansion is one way.
What you're really trying to do is find the derivative around the
operating point for the whole state vector. So your
x1dot = x2 * x3
would linearize as
x1dot = x2(0) * x3 + x3(0) * x2,
where the x2(0) and x3(0) are the values of those two states at the
nominal operating point.
More formally (but still from memory, so I may not be quoting textbooks
exactly), if x is a vector, and if your system is described as
dx
-- = f(x, u, t)
dt
then your linearization would be
dx del |
-- = f(x(0), u, t) + ----- f(x, u, t) | ,
dt del x | x = x(0)
where the "del / del x" operation takes the Jordanian of the system
function.
This still isn't a perfectly linear system because you're adding in the
value of the system function at the operating point, but it's affine, and
pretty easy to turn into a linear system by replacing that expression
with some extra integrators, appropriately initialized.
--
www.wescottdesign.com
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