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Class 01 notebook: u_eq and u_e #47

@ivanightingale

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@ivanightingale

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**Non--Linear Systems are often approximated by Linear Systems (locally).**
"
# ╔═╡ e860d92b-cc8f-479b-a0fc-e5f7a11ae1fd
Foldable(md" $\dot{x} = f(x,u) \; \implies \; A=? \; B=?$", md"""
Suppose now that we apply our dynamics equation to an input:
```math
u(t) = u_{eq} + \delta u(t), \quad t \ge 0
```
where $u_{eq}$ is an fixed input and $\delta u(t)$ is a perturbation function such that the input is close
but not equal to $u_{eq}$ and similarly we perturb the initial condition:
```math
x(0) = x_e + \delta x(0)
```
We will define the deviation from the reference state as:
```math
\delta x(t) = x(t) - x_e, \quad t \ge 0
```
To determine the evolution of $\delta x(t)$, we can expand the dynamics around the reference point using a Taylor expansion:
```math
\dot{\delta x}(t) = f(x_e + \delta x(t), u_{eq} + \delta u(t))
```
```math
=\frac{\partial f}{\partial x}\bigg|_{(x_e, u_{eq})} \delta x(t) + \frac{\partial f}{\partial u}\bigg|_{(x_e, u_{eq})} \delta u(t) + \mathcal{O}(\|\delta x\|^2) + \mathcal{O}(\|\delta u\|^2)
```
Considering just the first-order terms we obtain:
```math
A= \frac{\partial f}{\partial x}|_{(x_e,u_e)}
, \quad B= \frac{\partial f}{\partial u}|_{(x_e,u_e)}
```
**Attention!** The linearization describes perturbations around the reference $(x_e,u_e)$; it is valid only while $\|\delta x\|$ and $\|\delta u\|$ remain small.
""")

There appears to be a notation $u_{eq}$ while in the final formulae it seems to be come $u_e$. $u_{eq}$ could be renamed as $u_e$ given that there is also an $x_e$, or they could be replaced with $u_{eq}$ and $x_{eq}$.

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