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@Copilot Copilot AI commented Sep 25, 2025

Problem

In the Class 01 notebook Taylor expansion section (lines 834-875), there was inconsistent mathematical notation that could confuse students:

  • The initial explanation and derivation used u_{eq} notation
  • The final formulae for matrices A and B suddenly switched to u_e notation
  • This inconsistency made it harder for students to follow the mathematical development

For example, the derivation would start with:

$$u(t) = u_{eq} + \delta u(t)$$

But then conclude with:

$$A= \frac{\partial f}{\partial x}|_{(x_e,u_e)}$$

Solution

Standardized all notation in the Taylor expansion working section to consistently use u_e, which matches the established x_e pattern. This creates a coherent notation throughout the derivation:

  • Changed u_{eq} to u_e in the input perturbation explanation
  • Updated all Taylor expansion terms to use consistent (x_e, u_e) notation
  • Preserved the formal u_{\mathrm{eq}} notation in the equilibrium definition section, which is appropriate for formal mathematical definitions

Changes Made

  • Lines 843, 845, 846: Updated input perturbation explanation to use u_e
  • Lines 860, 863: Updated Taylor expansion derivation to use consistent (x_e, u_e) notation

The changes are minimal and surgical, affecting only the inconsistent notation while preserving the mathematical content and formal definitions elsewhere in the notebook.

Validation

  • Documentation builds successfully without errors
  • No impact on Julia notebook functionality
  • Notation is now consistent throughout the working section
  • Formal equilibrium definitions remain properly formatted

This fix improves the learning experience by providing consistent notation that students can follow more easily through the mathematical derivation.

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Original prompt

This section details on the original issue you should resolve

<issue_title>Class 01 notebook: u_eq and u_e</issue_title>
<issue_description>In this section

**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 $x_{eq}$.</issue_description>

Comments on the Issue (you are @copilot in this section)

Fixes #47

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@Copilot Copilot AI changed the title [WIP] Class 01 notebook: u_eq and u_e Fix notation inconsistency: standardize u_eq to u_e in Taylor expansion section Sep 25, 2025
@Copilot Copilot AI requested a review from andrewrosemberg September 25, 2025 01:31
Copilot finished work on behalf of andrewrosemberg September 25, 2025 01:31
@andrewrosemberg andrewrosemberg marked this pull request as ready for review September 25, 2025 14:11
@andrewrosemberg andrewrosemberg merged commit 10429ae into main Sep 25, 2025
1 check passed
@andrewrosemberg andrewrosemberg deleted the copilot/fix-e39e3862-a031-454a-95b1-4249cb8b159e branch September 30, 2025 16:26
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Class 01 notebook: u_eq and u_e
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