Quantum Recurrent Neural Networks: Predicting the Dynamics of Oscillatory and Chaotic Systems

In this study, we investigate Quantum Long Short-Term Memory and Quantum Gated Recurrent Unit integrated with Variational Quantum Circuits in modeling complex dynamical systems, including the Van der Pol oscillator, coupled oscillators, and the Lorenz system. We implement these advanced quantum mach...

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Bibliographic Details

Published in:	Algorithms
Main Authors:	Yuan Chen, Abdul Khaliq
Format:	Article
Language:	English
Published:	MDPI AG 2024-04-01
Subjects:	Quantum Long Short-Term Memory (QLSTM) Quantum Gated Recurrent Unit (QGRU) Van der Pol oscillator harmonic oscillators Lorenz system
Online Access:	https://www.mdpi.com/1999-4893/17/4/163