English

Large Language Models based Multi-Agent Framework for Objective Oriented Control Design in Power Electronics

Systems and Control 2024-06-19 v1 Systems and Control

Abstract

Power electronics, a critical component in modern power systems, face several challenges in control design, including model uncertainties, and lengthy and costly design cycles. This paper is aiming to propose a Large Language Models (LLMs) based multi-agent framework for objective-oriented control design in power electronics. The framework leverages the reasoning capabilities of LLMs and a multi-agent workflow to develop an efficient and autonomous controller design process. The LLM agent is able to understand and respond to high-level instructions in natural language, adapting its behavior based on the task's specific requirements and constraints from a practical implementation point of view. This novel and efficient approach promises a more flexible and adaptable controller design process in power electronics that will largely facilitate the practitioners.

Keywords

Cite

@article{arxiv.2406.12628,
  title  = {Large Language Models based Multi-Agent Framework for Objective Oriented Control Design in Power Electronics},
  author = {Chenggang Cui and Jiaming Liu and Junkang Feng and Peifeng Hui and Amer M. Y. M. Ghias and Chuanlin Zhang},
  journal= {arXiv preprint arXiv:2406.12628},
  year   = {2024}
}

Comments

6 pages, 6 figures

R2 v1 2026-06-28T17:10:24.763Z