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CFD Correction of Open Tip Clearance Flow in a Compressor Cascade Using VAE Latent Space Adaptation
Author1, Author2, Author3, Author4, Author5
CFDVAElatent-space adaptationcompressor cascades
2609.28558
Builder Relevance
1h ago70%
Abstract
This study proposes a non-intrusive correction method for CFD predictions of open tip clearance flow in compressor cascades using a variational autoencoder.
Reality Card
Core Claim
The proposed method significantly improves the accuracy of CFD predictions by reducing the mean absolute error from 0.1335 to 0.0473 through latent-space adaptation.
Method / Result
Mean absolute error decreased from 0.1335 to 0.0473.
Limitations
The method relies on a limited dataset of only 12 paired CFD-experiment operating conditions, which may affect generalizability.
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