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Research article

First published 2025

Unsupervised learning-based data cleaning framework for structural health monitoring using GoogLeNet and clustering models

Yang Deng, Yingjie Zhao, Yanbing He [...]

Structural Health Monitoring

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Research article

First published 2020-11

Fast unsupervised learning methods for structural health monitoring with large vibration data from dense sensor networks

Alireza Entezami, Hashem Shariatmadar, Stefano Mariani

Structural Health Monitoring

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Research article

First published 2023-11

Unsupervised data normalization for continuous dynamic monitoring by an innovative hybrid feature weighting-selection algorithm and natural nearest neighbor searching

Hassan Sarmadi, Alireza Entezami, Filipe Magalhães

Structural Health Monitoring

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Research article

First published 2024-2

On monitoring fretting fatigue damage in solid railway axles by acoustic emission with unsupervised machine learning and comparison to non-destructive testing techniques

Michele Carboni, Marta Zamorano

Proceedings of the Institution of Mechanical Engineers,Part F: Journal of Rail and Rapid Transit

Open access

Research article

First published 2021-4

Combining convolutional neural networks with unsupervised learning for acoustic monitoring of robotic manufacturing facilities

Jeffrey Bynum, David Lattanzi

Advances in Mechanical Engineering

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Research article

First published 2019-10

Detection of atypical data in multicenter clinical trials using unsupervised statistical monitoring

Laura Trotta, Yuusuke Kabeya, Marc Buyse [...]

Clinical Trials

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Research article

First published 2018-3

An unsupervised learning approach by novel damage indices in structural health monitoring for damage localization and quantification

Alireza Entezami, Hashem Shariatmadar

Structural Health Monitoring

Open access

Research article

First published 2023-7

A probabilistic framework for product health monitoring in multistage manufacturing using Unsupervised Artificial Neural Networks and Gaussian Processes

Moschos Papananias, Thomas E McLeay, Mahdi Mahfouf [...]

Proceedings of the Institution of Mechanical Engineers,Part B: Journal of Engineering Manufacture

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Research article

First published 2025

Baseline optimized autoencoder-based unsupervised anomaly detection in uncontrolled dynamic structural health monitoring

Kang Yang, Tianqi Liu, Zekun Yang [...]

Structural Health Monitoring

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Research article

First published 2025

Data-driven structural health monitoring for early corrosion detection in the oil and gas pipelines: enhancing sensitivity with unsupervised dimensionality reduction

Filipe Moreira de Aguiar, Lúcio de Abreu Corrêa, Henrique Tormen Haan de Oliveira [...]

Structural Health Monitoring

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