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Education and qualifications (3)

Universidad de Granada: Granada, Granada, ES

2022-04-01 to 2027-12-31 | Postdoctoral researcher (Procesado de señal, Telemática y Comunicaciones)
Qualification
Source: Self-asserted source
Manuel Titos

Icelandic Meteorological Office: Reykjavik, IS

2019-10-07 to 2022-04-01 | Postdoctoral researcher (Processing and Research Division)
Qualification
Source: Self-asserted source
Manuel Titos

Universidad de Granada: Granada, Andalucía, ES

2014-01-01 to 2018-10-29 | Predoctoral researcher (Procesado de señal, Telemática y Comunicaciones)
Qualification
Source: Self-asserted source
Manuel Titos

Works (41)

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

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
2024 | Journal article
Contributors: Manuel Titos; Joe Carthy; Luz García; Talfan Barnie; Carmen Benítez
Source: check_circle
Crossref

Characterization of Earthquake Near-fault Ground Motion Parameters Using an Artificial Neural Network on Synthetic Big Data

2024-12-13 | Preprint
Contributors: Milad Kowsari; Manuel Titos; Farnaz Bayat; Carmen Benitez; Marisol Monterrubio-Velasco; Otilio Rojas; Josep de la Puente; Benedikt Halldorsson
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Feasibility of Multiple Advanced Machine Learning Techniques for Synthetic Finite-fault Earthquake Ground Motion Data

2024-12-13 | Preprint
Contributors: Manuel Titos Luzon; Milad Kowsari; Benedikt Halldorsson
Source: check_circle
Crossref

How can seismo-volcanic catalogues be improved or created using robust neural networks through weakly supervised approaches?

2024-06-17 | Preprint
Contributors: Manuel Titos; Carmen Benítez; Milad Kowsari; Jesús M. Ibáñez
Source: check_circle
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Supplementary material to "How can seismo-volcanic catalogues be improved or created using robust neural networks through weakly supervised approaches?"

2024-06-17 | Preprint
Contributors: Manuel Titos; Carmen Benítez; Milad Kowsari; Jesús M. Ibáñez
Source: check_circle
Crossref

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
2023-06-26 | Journal article
Contributors: Luz García; Sonia Mota; Manuel Titos; Carlos Martínez; Jose Carlos Segura; Carmen Benítez
Source: check_circle
Crossref

Integration of Seismic and Quasi-Static Signals for Improved Volcanic Monitoring

2023-05-15 | Preprint
Contributors: Joe Carthy; Alejandra Vásquez Castillo; Manuel Titos; Luciano Zuccarello; Flavio Cannovò; M. Carmen Benitez
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The eruption in Fagradalsfjall (2021, Iceland): how the operational monitoring and the volcanic hazard assessment contributed to its safe access

Natural Hazards
2023-04 | Journal article
Contributors: S. Barsotti; M. M. Parks; M. A. Pfeffer; B. A. Óladóttir; T. Barnie; M. M. Titos; K. Jónsdóttir; G. B. M. Pedersen; Á. R. Hjartardóttir; G. Stefansdóttir et al.
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Continuous Active Learning for Seismo-Volcanic Monitoring

IEEE Geoscience and Remote Sensing Letters
2022 | Journal article
Contributors: Angel Bueno; Manuel Titos; Carmen Benitez; Jesus M. Ibanez
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The Eruption in Fagradalsfjall (2021, Iceland): How The Operational Monitoring and The Volcanic Hazard Assessment Contributed to Its Safe Access

ResearchSquare
2022 | Other
EID:

2-s2.0-85135679743

Contributors: Barsotti, S.; Parks, M.M.; Pfeffer, M.A.; Óladóttir, B.A.; Barnie, T.; Titos, M.M.; Jónsdóttir, K.; Pedersen, G.B.M.; Hjartardóttir, Á.R.; Stefansdóttir, G. et al.
Source: Self-asserted source
Manuel Titos via Scopus - Elsevier

The EU Center of Excellence for Exascale in Solid Earth (Cheese): Implementation, Results, and Roadmap for the Second Phase

SSRN
2022 | Other
EID:

2-s2.0-85141971619

Part of ISSN: 15565068
Contributors: Folch, A.; Abril, C.; Afanasiev, M.; Amati, G.; Bader, M.; Badia, R.M.; Bayraktar, H.B.; Barsotti, S.; Basili, R.; Bernardi, F. et al.
Source: Self-asserted source
Manuel Titos via Scopus - Elsevier

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
2022 | Journal article
Contributors: Manuel Titos; Luz Garcia; Milad Kowsari; Carmen Benitez
Source: check_circle
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On the feasibility and usefulness of high-performance computing in probabilistic volcanic hazard assessment: An application to tephra hazard from Campi Flegrei

Frontiers in Earth Science
2022-09 | Journal article
Part of ISSN: 2296-6463
Contributors: Beatriz Martínez Montesinos; Manuel Titos Luzón; Laura Sandri; Oleksandr Rudyy; Alexey Cheptsov; Giovanni Macedonio; Arnau Folch; Sara Barsotti; Jacopo Selva; Antonio Costa
Source: Self-asserted source
Manuel Titos via Crossref Metadata Search

Long-term hazard assessment of explosive volcanic eruptions at Jan Mayen Island (Norway) and their implications for air traffic in the North Atlantic

The 35th Nordic Geological Winter Meeting 2022
2022-05-11 | Conference paper
Contributors: Manuel Titos; Sara Barsotti; Beatriz Martínez Montesinos; Laura Sandri; Arnau Folch; Leonardo Mingari; Giovanni Macedonio; Antonio Costa
Source: Self-asserted source
Manuel Titos

Monitoring volcanic plume height and fountain height using webcameras at the 2021 Fagradalsfjall eruption in Iceland

2022-03-28 | Preprint
Contributors: Talfan Barnie; Manuel Titos; Tryggvi Hjörvar; Bergur Bergsson; Sighvatur Pálsson; Björn Oddson; Sara Barsotti; Melissa Pfeffer; Sibylle von Löwis of Menar; Eysteinn Sigurðsson et al.
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Crossref

Long-term hazard assessment of explosive eruptions at Jan Mayen (Norway) and implications for air traffic in the North Atlantic

Natural Hazards and Earth System Sciences
2022-01-25 | Journal article
Contributors: Manuel Titos; Beatriz Martínez Montesinos; Sara Barsotti; Laura Sandri; Arnau Folch; Leonardo Mingari; Giovanni Macedonio; Antonio Costa
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Assessing potential impact of explosive volcanic eruptions from Jan Mayen Island (Norway) on aviation in the North Atlantic

2021-09-15 | Preprint
Contributors: Manuel Titos; Beatriz Martínez Montesinos; Sara Barsotti; Laura Sandri; Arnau Folch; Leonardo Mingari; Giovanni Macedonio; Antonio Costa
Source: check_circle
Crossref

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

Journal of South American Earth Sciences
2021-04 | Journal article
Contributors: Verónica L. Martínez; Manuel Titos; Carmen Benítez; Gabriela Badi; José Augusto Casas; Victoria H. Olivera Craig; Jesús M. Ibáñez
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Assessing potential impacts on the air traffic routes due to an ash-producing eruption on Jan Mayen Island (Norway)

2021-03-04 | Other
Contributors: Manuel Titos; Beatriz Martínez; Sara Barsotti; Laura Sandri; Arnau Folch; Leonardo Mingari; Antonio Costa; Giovanni Macedonio
Source: check_circle
Crossref

Probabilistic Tephra Hazard Assessment of Campi Flegrei, Italy

2021-03-04 | Other
Contributors: Beatriz Martínez Montesinos; Manuel Titos; Laura Sandri; Sara Barsotti; Giovanni Macedonio; Antonio Costa
Source: check_circle
Crossref

PICOSS: Python Interface for the Classification of Seismic Signals

Computers & Geosciences
2020-09 | Journal article
Part of ISSN: 0098-3004
Contributors: A. Bueno; L. Zuccarello; A. Díaz-Moreno; J. Woollam; M. Titos; C. Benítez; I. Álvarez; J. Prudencio; S. De Angelis
Source: Self-asserted source
Manuel Titos via Crossref Metadata Search
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Automatic S-Phase Picking for Volcano-Tectonic Earthquakes Using Spectral Dissimilarity Analysis

IEEE Geoscience and Remote Sensing Letters
2020-05 | Journal article
Contributors: Luz Garcia; Gerardo Alguacil; Manuel Titos; Ornella Cocina; Angel De la Torre; Carmen Benitez
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Classification of Isolated Volcano-Seismic Events Based on Inductive Transfer Learning

IEEE Geoscience and Remote Sensing Letters
2020-05 | Journal article
Contributors: Manuel Titos; Angel Bueno; Luz Garcia; Carmen Benitez; J. C. Segura
Source: check_circle
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Deep Learning approach to automatic recognition systems for volcano seismic events.

Automatic recognition of Volcano-Seismic events and Integration in Monitoring Systems Workshop
2019-05-13 | Conference paper
Contributors: Manuel Titos
Source: Self-asserted source
Manuel Titos

Detection and Classification of Continuous Volcano-Seismic Signals With Recurrent Neural Networks

IEEE Transactions on Geoscience and Remote Sensing
2019-04 | Journal article
Contributors: Manuel Titos; Angel Bueno; Luz Garcia; M. Carmen Benitez; Jesus Ibanez
Source: check_circle
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Using RNN for automatic detection and classification of volcano seismic signals at Deception Island Volcano

EGU, European Geosciences Union
2019-04-08 | Conference poster
Contributors: Manuel Titos; Ángel Bueno; Luz García; Carmen Benítez; Jesús Ibáñez
Source: Self-asserted source
Manuel Titos

Understanding how recurrent neural networks recognize continuos volcano-seismic events through hidden state dynamics

Machine Learning in Solid Earth Geoscience.
2019-03-18 | Conference paper
Contributors: Manuel Titos; Ángel Bueno; Luz García Martínez; Carmen Benítez; Jesús Ibáñez
Source: Self-asserted source
Manuel Titos

Classification of volcano-seismic signals with Bayesian neural networks

European Signal Processing Conference
2018 | Conference paper
EID:

2-s2.0-85059818102

Part of ISSN: 22195491
Contributors: Bueno, A.; Titos, M.; García, L.; Álvarez, I.; Ibañez, J.; Benítez, C.
Source: Self-asserted source
Manuel Titos via Scopus - Elsevier

Continuous monitoring of volcano-seismic signals with Recurrent Neural Networks

AGU Fall Meeting
2018-12-12 | Conference poster
Contributors: Manuel Titos; Ángel Bueno Rodrígez; Luz García Martínez; Isaac Álvarez; Carmen Benítez; Jesús Ibáñez
Source: Self-asserted source
Manuel Titos

An End-to-End System for Automatic Segmentation and Classification of Volcano-Seismic Waveforms.

AGU Fall Meeting
2018-12-10 | Conference poster
Contributors: Manuel Titos; Ángel Bueno; Alejandro Díaz Moreno; Silvio de Angelis; Luz García Martínez; Carmen Benítez; Jesús Ibáñez
Source: Self-asserted source
Manuel Titos

Convolutional neural networks and their application to automatic classication of volcano-seismic events.

2018-09-03 | Conference paper
Contributors: Manuel Titos; Ángel Bueno; Alejandro Díaz Moreno; Silvio de Angelis; Lucciano Zucarello; Luz García; Carmen Benítez; Jesús Ibáñez
Source: Self-asserted source
Manuel Titos

Recurrent neural networks as nutomatic volcano-seismic recognition systems in realtime

Cities on Volcanoes 10
2018-09-03 | Conference paper
Contributors: Manuel Titos; Ángel Bueno; Luz García; Isaac Álvarez; Sonia Mota; Carmen Benítez; Jesús Ibáñez
Source: Self-asserted source
Manuel Titos

A Deep Neural Networks Approach to Automatic Recognition Systems for Volcano-Seismic Events

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
2018-05 | Journal article
Contributors: Manuel Titos; Angel Bueno; Luz Garcia; Carmen Benitez
Source: check_circle
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Automatic Classification of volcano-seismic events based on Deep Neural Networks.

AGU Fall Meeting
2017-12-14 | Conference paper | Investigation
Contributors: Manuel Titos; Ángel Bueno Rodríguez; Luz García Martínez; Carmen Benítez; Jesús Ibáñez
Source: Self-asserted source
Manuel Titos

Automatic Seismic-Event Classification with Convolutional Neural Networks.

AGU Fall Meeting
2017-12-12 | Conference paper | Investigation
Contributors: Manuel Titos; Ángel Bueno Rodriguez; Luz García Martínez; Carmen Benítez; Jesús Ibáñez
Source: Self-asserted source
Manuel Titos

Automatic Detection of Long Period Events Based on Subband-Envelope Processing

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
2017-11 | Journal article
Contributors: Luz Garcia; Isaac Alvarez; Manuel Titos; Alejandro Diaz-Moreno; M. Carmen Benitez; Angel de la Torre
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Advances on the automatic estimation of the P-wave onset time

Annals of Geophysics
2016-09 | Journal article
Part of ISSN: 2037-416X
Contributors: Luz García; Isaac Álvarez; Carmen Benítez; Manuel Titos; Ángel Bueno; Sonia Mota; Ángel de la Torre; José C. Segura; Gerardo Alguacil; Alejandro Díaz-Moreno et al.
Source: Self-asserted source
Manuel Titos via Crossref Metadata Search
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TOMO-ETNA experiment at Etna volcano: activities on land

Annals of Geophysics
2016-09 | Journal article
Part of ISSN: 2037-416X
Contributors: Jesús M. Ibáñez; et al.
Source: Self-asserted source
Manuel Titos via Crossref Metadata Search
grade
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APASVO: A free software tool for automatic P-phase picking and event detection in seismic traces

Computers & Geosciences
2016-05 | Journal article
Part of ISSN: 0098-3004
Contributors: José Emilio Romero; Manuel Titos; Ángel Bueno; Isaac Álvarez; Luz García; Ángel de la Torre; Ma Carmen Benítez
Source: Self-asserted source
Manuel Titos via Crossref Metadata Search
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A study of classifiers based on NN, HMM, GMM and SVM for the VT, LP and Noises discrimination task.

Cities on Volcanoes 8
2014-09-09 | Conference poster | Investigation
Contributors: Manuel Titos; Carmen Benítez; Luz García Martínez; Isaac Álvarez; Ángel de la Torre Vega
Source: Self-asserted source
Manuel Titos

Automatic detection of volcanic tremors and other long-duration volcanic events

Cities on Volcanoes 8
2014-09-09 | Conference poster | Investigation
Contributors: Manuel Titos; Isaac Álvarez; Luz García; Ángel de la Torre; Annais Boué; Philippe Lesage; Raúl Arambula; Gabriel Reyes-Dávila
Source: Self-asserted source
Manuel Titos

Peer review (1 review for 1 publication/grant)

Review activity for Pattern recognition. (1)