excitation-signal-design
Installation
SKILL.md
Excitation Signal Design for System Identification
Overview
When identifying the dynamics of an unknown system, you must excite the system with a known input and observe its response. This skill describes how to design effective excitation signals for parameter estimation.
Step Test Method
The simplest excitation signal for first-order systems is a step test:
- Start at steady state: Ensure the system is stable at a known operating point
- Apply a step input: Change the input from zero to a constant value
- Hold for sufficient duration: Wait long enough to observe the full response
- Record the response: Capture input and output data at regular intervals
Duration Guidelines
The test should run long enough to capture the system dynamics: