The Proceedings of the Thermal Engineering Conference
Online ISSN : 2424-290X
2024
Session ID : M65
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Study on Mapping of Intermittent Phenomena to Phase Space Using Variational Auto Encoder
*Yudai KanamoriTakaki KurataFumiya AraiMasanori SaitoMitsuaki Tanabe
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Abstract

The applicability of VAE to the analysis of intermittency occurring during combustion oscillations in a rocket combustors was demonstrated. Typicals of dynamical systems in which intermittency arises were mapped to phase space using Variational Auto Encoder (VAE), a method realises non-linear phenomena. It is shown that the dynamical system with intermittency can be homomorphically mapped to the phase space by encoder of VAE.

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© 2024 The Japan Society of Mechanical Engineers
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