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Data-Driven Non-Linear Current Controller Based on Deep Symbolic Regression for SPMSM

This study designs a simple current controller employing deep symbolic regression (DSR) in a surface-mounted permanent magnet synchronous machine (SPMSM). A novel DSR-based optimal current control scheme is proposed, which after proper training and fitting, generates an analytical dynamic numerical...

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Principais autores: Muhammad Usama, In-Young Lee
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2022-10-01
Serier:Sensors
Fag:
deep learning
deep symbolic optimization
closed-loop control
data fitting expression
symbolic regression
metaheuristic algorithm
Online adgang:https://www.mdpi.com/1424-8220/22/21/8240
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