SmartControl: Interactive PID controller design powered by LLM agents and control system expertise

SmartControl is an interactive PID controller design tool powered by the novel integration of Large Language Model (LLM) agents and control system expertise. Users articulate system performance requirements in natural language, which the software converts into numerical targets. Optimal PID gains are determined using Particle Swarm Optimization and Differential Evolution algorithms, and the system’s step response is simulated and presented graphically. The result evaluation module analyses performance data via an LLM agent, providing interactive feedback and educational support. Furthermore, the tool generates MATLAB code and PDF reports, thereby focusing its utility on efficient control system design workflows in academic research and simulation-driven design studies.

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Institutions

Publication Details

Journal
SoftwareX
Published
2025-05-26
DOI
https://doi.org/10.1016/j.softx.2025.102194
Citations
2
Primary Topic
Advanced Control Systems Design
Type
article
Field-Weighted Citation Impact
2.43
Controls
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article

SmartControl: Interactive PID controller design powered by LLM agents and control system expertise

Handan Gürsoy-Demir, Merve Nilay Aydın, Kadir Tohma, Celaleddin Yeroğlu et al.
2 citations
SoftwareX
Advanced Control Systems Design
2.43
article

SmartControl: Interactive PID controller design powered by LLM agents and control system expertise

Handan Gürsoy-Demir, Merve Nilay Aydın, Kadir Tohma, Celaleddin Yeroğlu, HALİL İBRAHİM OKUR
article en
2 citations

Abstract

SmartControl is an interactive PID controller design tool powered by the novel integration of Large Language Model (LLM) agents and control system expertise. Users articulate system performance requirements in natural language, which the software converts into numerical targets. Optimal PID gains are determined using Particle Swarm Optimization and Differential Evolution algorithms, and the system’s step response is simulated and presented graphically. The result evaluation module analyses performance data via an LLM agent, providing interactive feedback and educational support. Furthermore, the tool generates MATLAB code and PDF reports, thereby focusing its utility on efficient control system design workflows in academic research and simulation-driven design studies.

SoftwareXVol. 31
İskenderun Technical University (TR)
Openalex Percentile: Top 11%
Advanced Control Systems Design
2.43
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SmartControl: Interactive PID controller design powered by LLM agents and control system expertise — Handan Gürsoy-Demir, Merve Nilay Aydın, et al. · SoftwareX (2025) | TGRS Research Map | TGRS