Optimized Controller Design Using Hybrid Real-Time Model Identification with LSTM-Based Adaptive Control

Most of the processes with various dynamic characteristics can be reduced to the Second Order Plus Time Delay (SOPTD) model by using the model reduction method. We propose a novel hybrid approach that combines Long Short-Term Memory (LSTM)-based real-time model identification with Genetic Algorithms...

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Bibliographic Details

Published in:	Applied Sciences
Main Authors:	Yeon-Jeong Park, Joon-Ho Cho
Format:	Article
Language:	English
Published:	MDPI AG 2025-02-01
Subjects:	model reduction adaptive control smith predictor PID control LSTM networks hybrid control
Online Access:	https://www.mdpi.com/2076-3417/15/4/2138