A Clustering-Based Dimensionality Reduction Method Guided by POD Structures and Its Application to Convective Flow Problems

Proper orthogonal decomposition (POD) is a widely used linear dimensionality reduction technique, but it often fails to capture critical features in complex nonlinear flows. In contrast, clustering methods are effective for nonlinear feature extraction, yet their application in dimensionality reduct...

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Bibliographic Details
Main Authors: Qingyang Yuan, Bo Zhang
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Algorithms
Subjects:
Online Access:https://www.mdpi.com/1999-4893/18/6/366
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