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Fault Detection Using Kernel Nonnegative Matrix Factorization

Published • Dec 18, 2025
NobleIDNI6P815W710R290S888
Authors:
Amir Khurshid
,
A.M.H. Ali
,
Ajaya Kumar Pani

Abstract

Fault detection in modern industrial processes has grown increasingly complex due to nonlinear dynamics and high-dimensional data. Traditional linear approaches such as PCA and standard NMF often fail to adequately capture the nonlinearities present in real-world systems. This paper introduces a non...

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