Articles with "regularization framework" as a keyword



Baseline and interferent correction by the Tikhonov regularization framework for linear least squares modeling

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Published in 2018 at "Journal of Chemometrics"

DOI: 10.1002/cem.2962

Abstract: Spectroscopic data are usually perturbed by noise from various sources that should be removed prior to model calibration. After conducting a preprocessing step to eliminate unwanted multiplicative effects (effects that scale the pure signal in… read more here.

Keywords: framework; regularization framework; model; regularization ... See more keywords

An Ensemble Data-Model-Label Three-Level Regularization Framework for Imbalanced Intelligent Fault Diagnosis

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Published in 2025 at "IEEE Transactions on Reliability"

DOI: 10.1109/tr.2024.3415117

Abstract: In real industrial scenarios, fault data are characterized by class imbalance, a major challenge for data-driven intelligent fault diagnosis. This article proposes a novel three-level regularization framework that integrates data, models, and labels to diagnose… read more here.

Keywords: regularization framework; framework; intelligent fault; model ... See more keywords