Optimization of PID Controllers Using Groupers and Moray Eels Optimization with Dual-Stream Multi-Dependency Graph Neural Networks for Enhanced Dynamic Performance

Traditional proportional–integral–derivative (PID) controllers are often utilized in industrial control applications due to their simplicity and ease of implementation. This study presents a novel control strategy that integrates the Groupers and Moray Eels Optimization (GMEO) algorithm with a Dual-...

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Bibliographic Details
Published in:Energies
Main Authors: Vaishali H. Kamble, Manisha Dale, R. B. Dhumale, Aziz Nanthaamornphong
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Subjects:
Online Access:https://www.mdpi.com/1996-1073/18/8/2034