How can AI Agents automatically generate and tune Simulink models?

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support · Aug 1, 2026 · 0 views
Question
Overview of integrating LLMs and AI Agents with MATLAB APIs for automated code generation and model tuning.
Expert Answer
Profile picture of Neeta Dsouza
Neeta Dsouza PhD Expert
Answered Aug 1, 2026

AI Agents interface with MATLAB using Python engine integrations or REST APIs to automate complex modeling and simulation workflows.

The AI Agent automates engineering tasks through a multi-step loop:

  1. Code Generation: Generates structured MATLAB scripts and Simulink model components based on system requirements.
  2. Execution: Runs simulations programmatically using the sim() command.
  3. Diagnostic Evaluation: Parses simulation output data and checks for overshoot, settling time, or numerical instability.
  4. Automated Tuning: Iteratively updates control gains (like PID or MPC parameters) until the model meets specified performance targets.
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