Dynamic Bayesian Network-Based Anomaly Detection for In-Process Visual Inspection of Laser Surface Heat Treatment. - Alberto Ogbechie; Javier Diaz-Rozo; Pedro Larrañaga; Concha Bielza (ML4CPS, 2016)

Clustering of Data Streams With Dynamic Gaussian Mixture Models: An IoT Application in Industrial Processes. - Javier Diaz-Rozo; Concha Bielza; Pedro Larrañaga (IEEE Internet Things J., 2018)

Clustering probabilístico dinámico para la búsqueda de patrones de degradación de elementos de máquina en el ámbito del Industrie 4.0. - Javier Diaz-Rozo (2019)

Machine-tool condition monitoring with Gaussian mixture models-based dynamic probabilistic clustering. - Javier Diaz-Rozo; Concha Bielza; Pedro Larrañaga (Eng. Appl. Artif. Intell., 2020)

Non-intrusive Load Monitoring Based on Event Detection and Unsupervised Learning for Airport Baggage Handling Systems. - Miguel Angel Bermeo Ayerbe; David Antonio Cruz-Rangel; Javier Diaz-Rozo; Carlos Ocampo-Martinez (SOCO, 2021)

An Online Feature Selection Methodology for Ball-Bearing Harmonic Frequencies Based on HMMs. - Carlos Puerto-Santana; Pedro Larrañaga; Javier Diaz-Rozo; Concha Bielza (SOCO, 2021)

Asymmetric HMMs for Online Ball-Bearing Health Assessments. - Carlos Puerto-Santana; Concha Bielza; Javier Diaz-Rozo; Guillem Ramirez-Gargallo; Filippo Mantovani; Gaizka Virumbrales; Jesús Labarta; Pedro Larrañaga (IEEE Internet Things J., 2022)

Anomaly Detection with Laser Heat Treatment Thermal Videos. - David Atienza; Concha Bielza; Javier Diaz-Rozo; Pedro Larrañaga (IEEE DataPort, 2022)

Non-intrusive condition monitoring based on event detection and functional data clustering. - Miguel Angel Bermeo Ayerbe; Carlos Ocampo-Martinez; Javier Diaz-Rozo (Eng. Appl. Artif. Intell., 2023)

Remaining useful life estimation of ball-bearings based on motor current signature analysis. - Miguel Angel Bermeo Ayerbe; Vincent Cocquempot; Carlos Ocampo-Martinez; Javier Diaz-Rozo (Reliab. Eng. Syst. Saf., 2023)

Binned semiparametric Bayesian networks. - Rafael Sojo; Javier Diaz-Rozo; Concha Bielza; Pedro Larrañaga (CoRR, 2025)