Publications (108) MARÍA DEL CARMEN BENÍTEZ ORTÚZAR publications View referenced research data.

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2025

  1. Characterization of volcanic stages using seismic features: Case of Tajogaite (2021) and Colima (2013−2022)

    Journal of Volcanology and Geothermal Research, Vol. 468

  2. Could seismo-volcanic catalogs be improved or created using weakly supervised approaches with pre-trained systems?

    Natural Hazards and Earth System Sciences, Vol. 25, Núm. 10, pp. 3827-3851

  3. Editorial: Applications of machine learning in volcanology

    Frontiers in Earth Science

  4. RNN-DAS: A New Deep Learning Approach for Detection and Real-Time Monitoring of Volcano-Tectonic Events Using Distributed Acoustic Sensing

    Journal of Geophysical Research: Solid Earth, Vol. 130, Núm. 9

  5. Urban traffic monitoring through Distributed Acoustic Sensing: Trial analysis of a potent monitoring tool

    Measurement: Journal of the International Measurement Confederation, Vol. 253

  6. Volcano-Seismic Event Detection and Clustering

    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 18, pp. 11276-11289

2024

  1. Dilated-RNNs: A Deep Approach for Continuous Volcano-Seismic Events Recognition

    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 17, pp. 11857-11865

  2. Universal machine learning approach to volcanic eruption forecasting using seismic features

    Frontiers in Earth Science, Vol. 12

2023

  1. Classification & Clustering of Volcano-Seismic Events Using Supervised and Unsupervised Methods

    International Geoscience and Remote Sensing Symposium (IGARSS)

  2. Fiber Optic Acoustic Sensing to Understand and Affect the Rhythm of the Cities: Proof-of-Concept to Create Data-Driven Urban Mobility Models

    Remote Sensing, Vol. 15, Núm. 13

  3. Generating a Mobility-Pattern Database for Urban Traffic Monitoring Using Distributed Acoustic Sensing

    International Geoscience and Remote Sensing Symposium (IGARSS)

  4. Multi-station volcano tectonic earthquake monitoring based on transfer learning

    Frontiers in Earth Science, Vol. 11

  5. Tracking volcanic explosions using Shannon entropy at Volcán de Colima

    Scientific Reports, Vol. 13, Núm. 1

  6. Volcanic Early Warning Using Shannon Entropy: Multiple Cases of Study

    Journal of Geophysical Research: Solid Earth, Vol. 128, Núm. 6

2022

  1. Bayesian Monitoring of Seismo-Volcanic Dynamics

    IEEE Transactions on Geoscience and Remote Sensing, Vol. 60

  2. Continuous Active Learning for Seismo-Volcanic Monitoring

    IEEE Geoscience and Remote Sensing Letters, Vol. 19

  3. Recurrent Scattering Network Detects Metastable Behavior in Polyphonic Seismo-Volcanic Signals for Volcano Eruption Forecasting

    IEEE Transactions on Geoscience and Remote Sensing, Vol. 60

  4. Toward Knowledge Extraction in Classification of Volcano-Seismic Events: Visualizing Hidden States in Recurrent Neural Networks

    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 15, pp. 2311-2325

2021

  1. A Contribution to Deep Learning Approaches for Automatic Classification of Volcano-Seismic Events: Deep Gaussian Processes

    IEEE Transactions on Geoscience and Remote Sensing, Vol. 59, Núm. 5, pp. 3875-3890

  2. Advanced signal recognition methods applied to seismo-volcanic events from Planchon Peteroa Volcanic Complex: Deep Neural Network classifier

    Journal of South American Earth Sciences, Vol. 107