How can AI Agents automatically generate and tune Simulink models?

support - 2026-08-01T15:22:54+05:30

Question: How can AI Agents automatically generate and tune Simulink models?

Overview of integrating LLMs and AI Agents with MATLAB APIs for automated code generation and model tuning.

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Expert Answer

Neeta Dsouza answered . 2026-08-01

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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