Hybrid NARX Neural Network with Model-Based Feedback for Predictive Torsional Torque Estimation in Electric Drive with Elastic Connection

Hybrid NARX Neural Network with Model-Based Feedback for Predictive Torsional Torque Estimation in Electric Drive with Elastic Connection

This paper proposes a hybrid methodology for one-step-ahead torsional torque estimation in an electric drive with an elastic connection. The approach integrates Nonlinear Autoregressive Neural Networks with Exogenous Inputs (NARX NNs) and model-based feedback. The NARX model uses real-time and histo...

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Bibliographic Details
Main Authors: Amanuel Haftu Kahsay, Piotr Derugo, Piotr Majdański, Rafał Zawiślak
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Energies
Subjects:
NARX NN
electric drives
torsional vibrations damping
IP controller
predictive estimator
Online Access:https://www.mdpi.com/1996-1073/18/14/3770
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