69. Manuel Titos, Carmen Benítez, Milad Kowsari, Jesús M. Ibáñez. How Can Seismo-Volcanic Catalogues Be Improved or Created Using Robust Neural Networks through Weakly Supervised Approaches? Natural Hazars and Earth System Sciences. Preprint. DOI: 10.5194/NHESS-2024-102

68. Fernández‐Carabantes, J., Titos, M., D’Auria, L., García, J., García L., Benítez, C. 2025. 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, 130, e2025JB031756. DOI: 10.1029/2025JB031756

67. Joe Carthy, Pablo Rey-Devesa, Manuel Titos, Carmen Benítez. 2025. Volcano-Seismic Event Detection and Clustering. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. DOI: 10.1109/JSTARS.2025.3559412

66. Manuel Titos, Joe Carthy, Luz García, Talfan Barnie, Carmen Benítez. 2024. Dilated-RNNs: A Deep Approach for Continuous Volcano-Seismic Events Recognition. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. DOI: 10.1109/JSTARS.2024.3421921

65. Pablo Rey-Devesa, Joe Carthy, Manuel Titos, Janire Prudencio, Jesús M. Ibáñez, Carmen Benítez. 2024-06-26. Universal Machine Learning Approach to Volcanic Eruption Forecasting Using Seismic Features. Frontiers in Earth Science. DOI: 10.3389/feart.2024.1342468. ISSN: 2296-6463

64. Manuel Titos, Ligdamis Gutiérrez, Carmen Benítez, Pablo Rey-Devesa, Ivan Koulakov and Jesús. M. Ibáñez. 2023. Multi-Station Volcano-Tectonic Earthquake Monitoring Based on Transfer Learning. Frontiers Earth Sciences. DOI: 10.3389/feart.2023.1204832.

63. Rey-Devesa, P., Prudencio, J., Benítez, C. et al. 2023. Tracking Volcanic Explosions Using Shannon Entropy at Volcán de Colima. Sci Rep 13, 9807. DOI: 10.1038/S41598-023- 36964-X

62. Rey‐Devesa, P., Benítez, C., Prudencio, J., Gutiérrez, L., Cortés‐Moreno, G., Titos, M., Ibáñez, J. M. 2023. Volcanic Early Warning Using Shannon Entropy: Multiple Cases of Study. Journal of Geophysical Research: Solid Earth, e2023JB026684.

61. Ontiveros-Ortega, A., Plaza, I., Calero, J. and Ibáñez, J.M. 2023. High Variability of Interaction Energy Between Volcanic Particles: Implications for Deposit Stability. Nat Hazards. DOI: 10.1007/S11069-023-05979-Y

60. Koulakov, I., D’Auria, L., Prudencio, J., Cabrera‐Pérez, I., Barrancos, J., Padilla, G. D., … and Ibáñez, J. M. 2023. Local Earthquake Seismic Tomography Reveals the Link Between Crustal Structure and Volcanism in Tenerife (Canary Islands). Journal of Geophysical Research: Solid Earth, 128(3), e2022JB025798.

59. Zuccarello, L., De Angelis, S., Minio, V., Saccorotti, G., Bean, C. J., Paratore, M. and Ibáñez, J. M. 2022. Volcanic Tremor Tracks Changes in Multi-Vent Activity at Mt. Etna, Italy: Evidence from Analyses of Seismic Array Data. Geophysical Research Letters, 49(22), e2022GL100056.

58. D’Auria, L., Koulakov, I., Prudencio, J., Cabrera-Pérez, I., Ibáñez, J. M., Barrancos, J., … and Peréz, N. M. 2022. Rapid Magma Ascent Beneath La Palma Revealed by Seismic Tomography. Scientific Reports, 12(1), 17654.

57. Bretón, M., Ibáñez, J. M., Leon, Z., Plascencia, I., Campos, A., Santiago, H., … and De Angelis, S. 2022. Historical and Morphological Evidence for Multi-Stage Growth of El Volcancito, Volcán de Colima. Journal of Volcanology and Geothermal Research, 421, 107447.

56. Titos, M., García, L., Kowsari, M. and Benítez, C. 2022. 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, 15, 2311- 2325.

55. Perales Palacios, F. J., Carrillo Rosúa, F. J., García Yeguas, M. A. and Vázquez Vílchez, M. M. 2021. Los volcanes: algunas perspectivas para un conocimiento científico y didáctico. Revista Eureka sobre Enseñanza y Divulgación de las Ciencias 18(3), 3105 2021.

54. Castro-Melgar, I., Prudencio, J., Cannata, A., Del Pezzo, E. and Ibáñez, J. M. 2021. Small-Scale Volcanic Structures of the Aeolian Volcanic Arc Revealed by Seismic Attenuation. Frontiers in Earth Science, 9, 725402.

53. Filippucci, M., Lucente, S., Del Pezzo, E., de Lorenzo, S., Prosser, G. and Tallarico, A. 2021. 3D-Kernel Based Imaging of an Improved Estimation of (Qc) in the Northern Apulia (Southern Italy). Applied Sciences. 11(16), 7512.

52. Bueno, Á., Balestriero, R., De Angelis, S., Benítez, M. C., Zuccarello, L., Baraniuk, R., … and de Hoop, M. V. 2021. Recurrent Scattering Network Detects Metastable Behavior in Polyphonic Seismo-Volcanic Signals for Volcano Eruption Forecasting. IEEE Transactions on Geoscience and Remote Sensing, 60, 1-23.

51. Bueno, A., Titos, M., Benítez, C. and Ibáñez, J. M. 2021. Continuous Active Learning for Seismo-Volcanic Monitoring. IEEE Geoscience and Remote Sensing Letters, 19, 1-5.

50. Giampiccolo, E., Del Pezzo, E., Tuvè, T., Di Grazia, G. and Ibánez, J. M. 2021. 3-D Q-Coda Attenuation Structure at Mt. Etna (Italy). Geophysical Journal International, 227(1), 544-558.

49. Castro‐Melgar, I., Prudencio, J., Del Pezzo, E., Giampiccolo, E. and Ibáñez, J. M. 2021. Shallow Magma Storage Beneath Mt. Etna: Evidence from New Attenuation Tomography and Existing Velocity Models. Journal of Geophysical Research: Solid Earth, 126(7), e2021JB022094.

48. Bueno-Rodríguez, A., Benítez, C., Zuccarello, L., De Angelis, S. and Ibáñez, J. M. 2021. Bayesian Monitoring of Seismo-Volcanic Dynamics. IEEE Transactions on Geoscience and Remote Sensing, 60, 1-14.

47. Posadas, A., Morales, J., Ibáñez, J. M. and Posadas-Garzón, A. 2021. Shaking Earth: Non-Linear Seismic Processes and the Second Law of Thermodynamics: A Case Study from Canterbury (New Zealand) Earthquakes. Chaos, Solitons & Fractals, 151, 111243.

46. Martínez, V. L., Titos, M., Benítez, C., Badi, G., Casas, J. A., Craig, V. H. O. and Ibáñez, J. M. 2021. Advanced Signal Recognition Methods Applied to Seismo-Volcanic Events from Planchon Peteroa Volcanic Complex: Deep Neural Network Classifier. Journal of South American Earth Sciences, 107, 103115.

45. López-Pérez, M., García, L., Benítez, C. and Molina, R. 2020. A Contribution to Deep Learning Approaches for Automatic Classification of Volcano-Seismic Events: Deep Gaussian Processes. IEEE Transactions on Geoscience and Remote Sensing, 59(5), 3875-3890.

44. Del Pezzo, E. and Ibáñez, J. M. 2020. Seismic Coda-Waves Imaging Based on Sensitivity Kernels Calculated Using an Heuristic Approach. Geosciences, 10(8), 304.

43. Ibáñez, J. M., Castro-Melgar, I., Cocina, O., Zuccarello, L., Branca, S., Del Pezzo, E. and Prudencio, J. 2020. First 2-D Intrinsic and Scattering Attenuation Images of Mt. Etna Volcano and Surrounding Region from Active Seismic Data. Geophysical Journal International, 220(1), 267-277.

42. Gabrielli, S., De Siena, L., Napolitano, F. and Del Pezzo, E. 2020. Understanding Seismic Path Biases and Magmatic Activity at Mount St. Helens Volcano before its 2004 Eruption. Geophysical Journal International, 222(1), 169-188.

41. Bueno, A., Zuccarello, L., Díaz-Moreno, A., Woollam, J., Titos, M., Benítez, C., … and De Angelis, S. 2020. PICOSS: Python Interface for the Classification of Seismic Signals. Computers & Geosciences, 104531.

40. Bueno, A., Benítez, C., De Angelis, S., Moreno, A. D. and Ibáñez, J. M. 2019. Volcano-Seismic Transfer Learning and Uncertainty Quantification with Bayesian Neural Networks. IEEE Transactions on Geoscience and Remote Sensing, 58(2), 892-902.

39. Bueno, A., Díaz‐Moreno, A., De Angelis, S., Benítez, C. and Ibáñez, J. M. 2019. Recursive Entropy Method of Segmentation for Seismic Signals. Seismological Research Letters, 90(4), 1670-1677.

38. Del Pezzo, E., Giampiccolo, E., Tuvè, T., Di Grazia, G., Gresta, S. and Ibáñez, J. M. 2019. Study of The Regional Pattern of Intrinsic and Scattering Seismic Attenuation in Eastern Sicily (Italy) from Local Earthquakes. Geophysical Journal International, 218(2), 1456-1468.

37. García, L., Alguacil, G., Titos, M., Cocina, O., De la Torre, A. and Benítez, C. 2019. Automatic S-Phase Picking for Volcano-Tectonic Earthquakes Using Spectral Dissimilarity Analysis. IEEE Geoscience and Remote Sensing Letters, 17(5), 874-878.

36. Filippucci, M., Del Pezzo, E., de Lorenzo, S. and Tallarico, A. 2019. 2D Kernel-Based Imaging of Coda-Q Space Variations in the Gargano Promontory (Southern Italy). Physics of the Earth and Planetary Interiors, 297, 106313.

35. García-Fernández, P., García, A. M. M. and García-Sánchez, P. 2018. Using Electronic Voting Devices for Increasing Students’ Participation in the Classroom and Easing Their Continuous Evaluation. IEEE Revista Iberoamericana de Tecnologías del Aprendizaje, 13(3), 93-100.

34. Prudencio, J., Manga, M. and Taira, T. 2018. Subsurface Structure of Long Valley Caldera Imaged with Seismic Scattering and Intrinsic Attenuation. Journal of Geophysical Research: Solid Earth, 123(7), 5987-5999.

33. Manuel Titos, Ángel Bueno, Luz García, Carmen Benítez. 2018. 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, 11 (5).

32. Plaza, I., Ontiveros-Ortega, A., Calero, J. and Romero, C. 2018. A New Approach to Triggering Mechanism of Volcano Landslides Based on Zeta Potential and Surface Free Energy Balance. Geomorphology, 301, 1-9.

31. García-Yeguas, A., Sánchez-Alzola, A., De Siena, L., Prudencio, J., Díaz-Moreno, A., Ibáñez, J. M. 2018. Scattering Images from Autocorrelation Functions of P-Wave Seismic Velocity Images: The Case of Tenerife Island (Canary Islands, Spain). Bull. of Volcanology. DOI: 10.1007/s00445-018-1205-5.

30. Díaz-Moreno, A., Barberi, G., Cocina, O., Koulakov, I., Scarfi, L., Zuccarello, L., Prudencio, J., García-Yeguas, A., Álvarez, I., García, L. and Ibáñez, J. M. 2018. New Insights on Mt. Etna’s Crust and Relationship with the Regional Tectonic Framework from Joint Active and Passive P-Wave Seismic Tomography. Surveys in Geophysics. Vol. 39 (1), 57-97. DOI: 10.1007/s10712-017-9425-3.

29. Del Pezzo, E., De La Torre, A., Bianco, F., Ibáñez, J., Gabrielli, S. and De Siena, L. 2018. Numerically Calculated 3D Space-Weighting Functions to Image Crustal Volcanic Structures Using Diffuse Coda Waves. Geosciences, 8(5), 175.

28. Titos, M., Bueno, A., García, L., Benítez, M. C. and Ibáñez, J. 2018. Detection and Classification of Continuous Volcano-Seismic Signals with Recurrent Neural Networks. IEEE Transactions on Geoscience and Remote Sensing, 57(4), 1936-1948.

27. L. De Siena, A. Amoruso, E. Del Pezzo, Z. Wakeford, M. Castellano L. Crescentini. Space-Weighted Seismic Attenuation Mapping of the Aseismic Source Of Campi Flegrei 1983-84 Unrest. Geophysical Research Letters, DOI:10.1002/2017GL072507.

26. Chiodini, G., Selva, J., Del Pezzo, E., Marsan, D., De Siena, L., D’Auria, L., Bianco, F., Caliro, S., De Martino, P., Ricciolino, P., Petrillo, Z. 2017. Clues on the Origin of Post-2000 Earthquakes at Campi Flegrei Caldera (Italy). Nature Scientific Reports, 7:4472 DOI:10.1038/s41598-017-04845-.

25. Prudencio, J., Aoki, Y., Takeo, M., Ibáñez, J. M., Del Pezzo, E. and Song, W. 2017. Separation of Scattering and Intrinsic Attenuation at Asama Volcano (Japan): Evidence of High Volcanic Structural Contrasts. Jour. Vol. Geoth. Res., 01, 14, DOI: 10.1016/j.jvolgeores.2017.01.014.

24. Ibáñez, J. M., Díaz-Moreno, A., Prudencio, J., Zandomeneghi, D., Wilcock, W., Barclay, A., Almendros, J., Benítez, C., García-Yeguas, C. and Alguacil, G. 2017. Database of Multi-Parametric Geophysical Data from the Tomo-Dec Experiment on Deception Island, Antarctica. Nature Sci. Data 4:170128, DOI: 10.1038/sdata.2017.128.

23. García-Yeguas, A., Ledo, J. J., Piña-Varas, P., Prudencio, J., Queralt, P., Marcuello, A., Ibáñez, J. M., Benjumea, B., Sánchez-Alzola, A. and Pérez, N. 2017. A Novel 3D Joint Interpretation of Magnetotelluric and Seismic Tomographic Models: The Case of The Volcanic Island of Tenerife. Computer and Geosciences, 109, 95–105, DOI: 10.1016/j.cageo.2017.08.003.

22. Cortés, G., Benítez, M. C., García, L., Álvarez, I. and Ibáñez, J. M. 2016. A Comparative Study of Dimensionality Reduction Algorithms Applied to Volcano-Seismic Signals. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. Vol. 9, nº 1, pp 253-263. DOI. 0.1109/JSTARS.2015.2479300.

21. Zuccarello, L., Paratore, M., La Rocca, M., Ferrari, F., Messina, A., Branca, S., Contrafatto, D., Galluzzo, D., Rapisarda, S., García, L. 2016. Shallow Velocity Model in the Area of Pozzo Pitarrone, Mt. Etna, from Single Station, Array Methods and Borehole Data. Annals of Geophysics, DOI:10.4401/ag-7086.

20. José Emilio Romero, Manuel Titos, Ángel Bueno, Isaac Álvarez, Luz García, Ángel de la Torre, Carmen Benítez. 2016. APASVO: A Free Software Tool for Automatic P-Phase Picking and Event Detection in Seismic Traces. Computers & Geosciences. 90, pp. 213 – 220. Pergamon-Elsevier Science Ltd., 2016. ISSN 0098-3004. DOI: 10.1016/J.CAGEO.2016.02.004.

19. Mónaco, C., Ibáñez, J. M., Carrión, F. and Tringali, L. M. 2016. Cetacean Behavioural Responses to Noise Exposure Generated by Seismic Surveys: How to Mitigate Better? Annals of Geophysics, 59, 4, DOI:10.4401/ag-7089.

18. Ibáñez, J. M., Díaz-Moreno, A., Prudencio, J., Patanè, D., Zuccarello, L., Cocina, O., Luehr, B., Carrión, F., Coltelli, M., Bruno, P. P., Bianco, F., Hellweg, M., Abreu, R., Alguacil, G., Álvarez, I., Aranda, C., Benítez, C., Buontempo, L., Feriche, M., García, L., Martín, J. B., Morales, J., Serrano, I., Titos, M., Urbano, L., Aiesi, G., Azzaro, R., Barberi, G., Cantarero, M., Cappuccio, P., Cavallaro, D., Contraffatto, D., La Rocca, G., Di Prima, S., Falsaperla, S., Firetto-Carlino, M., Giampiccolo, E., Musumeci, C., Pellegrino, D., Pulvirenti, M., Rapisarda, S., Sassano, M., Scarfì, L., Scuderi, L., Sicali, A., Tusa, G., Tuvè, T., Del Pezzo, E., Fiore, S., Galluzzo, D., La Rocca, M., Longobardi, M., Nocerino, L., Scognamiglio, S., Criscuoli, F., D’Alessandro, A., D’Anna, R., De Gori, P., Fertitta, G., Giovani, L., Passafiume, G., Silvestri, M., Speciale, S., Bottari, C., Cocchi, L., Muccini, F., Salimbeni, S., Dahm, T., García-Yeguas, A., Ontiveros, A., Coello, E., Cordero, M., Guillén, C., Romero, M. C., McCann, H., Bretón, M., Boyd, S., Koulakov, I., Abramenkov, S. 2016. Tomo-Etna Experiment at Etna Volcano: Activities on Land. Annals of Geophysics, 59, 4, S0427, DOI:10.4401/ag-7080.

17. Ibáñez, J. M., Prudencio, J., Díaz-Moreno, A., Patané, D., Puglisi, G., Luehr, B.G., Carrión, F., Dañobeitia, J. J., Coltelli, M., Bianco, F., Del Pezzo, E., Dahm, T., Willmott, V. and Mazauric, V. 2016. The Tomo-Etna Experiment: An Imaging Active Campaign at Mt. Etna Volcano. Context, Main Objectives, Working-Plans and Involved Research Projects. Annals of Geophysics, 59, 4, S0426, DOI:10.4401/ag-7079.

16. García, L., Álvarez I., Benítez, C., Titos, M., Bueno, M., Mota, S., De la Torre, A., Segura, J. C., Alguacil, G., Díaz-Moreno, A., Prudencio, J., García-Yeguas, A., Ibáñez, J. M., Zuccarello, L., Cocina, O. and Patané, D. 2016. Advances on the Automatic Estimation of the P-wave Onset Time. Annals of Geophysics, 59, 4, DOI:10.4401/ag-7087.

15. Díaz-Moreno, A., Koulakov, I., García-Yeguas, A., Jakovlev, A., Barberi, G., Cocina, O., Zuccarello, L., Scarfì, L., Patanè. D., Álvarez, I., García, L., Benítez, C., Prudencio, J., Ibáñez, J. M. 2016. PARTOS – Passive and Active Ray Tomography Software: Description and Preliminary Analysis Using Tomo-Etna Experiment’s Dataset. Annals of Geophysics, 59, 4, DOI:10.4401/ag-7088.

14. Del Pezzo, E., Ibáñez, J.M., Prudencio, J., Bianco, F., De Siena, L. 2016. Absorption and Scattering 2D Volcano Images from Numerically Calculated Space-Weighting Functions. Geophys. Journal International. DOI: 10.1093/gji/ggw171.

13. Coltelli, M., Cavallaro, D., Firetto Carlino, M., Cocchi, L., Muccini, F., D’alessandro, A., Claude, M. E., Monaco, C., Ibánez, J. M., … and Rapisarda, S. 2016. The Marine Activities Performed within the Tomo-Etna Experiment. Annals of Geophysics, 59, 4, DOI:10.4401/ag-7081.

12. Cavallaro, D., Cocchi, L., Coltelli, M., Muccini, F., Carmisciano, C., Firetto-Carlino, M., Ibáñez, J. M., Patanè, D., Filippone, M. and Buttaro, E. 2016. Acquisition Procedures, Processing Methodologies and Preliminary Results of Magnetic and ROV Data Collected During the Tomo-Etna Experiment. Annals of Geophysics, 59, 4, DOI:10.4401/ag-7084.

11. Barberi, G., Giampiccolo, E., Musumeci, C., Scarfi, L., Bruno, V., Cocina, O., Díaz-Moreno, A., Sicali, S., Tusa, G., Tuvè, T., Zuccarello, L., Ibáñez J. M. and Patanè, D. 2016. Seismic and Volcanic Activity During 2014 in the Region Involved by Tomo-Etna Seismic Active Experiment. Annals of Geophysics, 59, 4 DOI:10.4401/ag-7082.

10. J. Prudencio, J. M. Ibáñez, E. Del Pezzo, J. Martí. A. García-Yeguas, L. De Siena. 3D Attenuation Tomography of the Volcanic Island of Tenerife (Canary Islands). Surveys in Geophysics. Vol. 36, pp 693-716, Sep. 2015. Q1 in the category de Geochemistry & Geophysics.

09. Boué, A., Lesage, P., Cortés, G., Valette, B., Reyes-Dávila, G. Real Time Eruption Forecasting Using the Material Failure Forecast Method with a Bayesian Approach. Journal of Geophysical Research: Solid Earth. Vol. 120, no.4, pp. 2143-2161. 2015. Q1 in the category of Geosciences, Multidisciplinary.

08. Cortés, G., Benítez, C., García, L., Álvarez, I., Ibáñez, J. A Comparative Study of Dimensionality Reduction Algorithms Applied to Volcano-Seismic Signals. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS). Vol. 99, 1-11. September 2015. Q1 in the category Engineering, Electrical & Electronic.

07. G. Cortés, L. García, I. Álvarez, C. Benítez, A. de la Torre, J. Ibáñez. Parallel System Architecture (PSA): An Efficient Approach for Automatic Recognition of Volcano-Seismic Events. Journal of Volcanology and Geothermal Research. Vol. 271, 1-10. February 2014. Q2 in the category Geosciences, Multidisciplinary.

06. I. Álvarez, L. García, S. Mota, G. Cortés, C. Benítez, y A. de la Torre. An Automatic P-Phase Picking Algorithm Based on Adaptive Multiband Processing. IEEE-Geoscience and Remote Sensing Letters, Vol. 10, N∫ 6, 1488-1492. November 2013. Q1 in the category Engineering, Electrical & Electronic.

05. Isaac Álvarez, Luz García Martínez, Guillermo Cortés, María del Carmen Benítez Ortúzar, Ángel de la Torre. Discriminative Feature Selection for Automatic Classification of Volcano-Seismic Signals. IEEE Geoscience and Remote Sensing Letters. 9 – 2, pp. 151 – 155. 2012.

04. Philip Dawson, María del Carmen Benitez Ortúzar, Jacob Lowesterm, Bernard Chouet. Identifying Bubble Collapse in a Hydrothermal System Using Hidden Markov Models. Geophysical Research Letters. 39 – L01304, 2012.

03. María del Carmen Benítez Ortúzar, Phillip Dawson, Bernard Chouet, David Wilson, Paul Okubo. Monitoring Very-Long Period Seismicity at Kilauea Volcano, Hawaii. Geophysical Research Letters. Vol. – L18306, pp. 1 – 6. 2010.

02. Jesús Miguel Ibáñez Godoy, María del Carmen Benítez Ortúzar, Guillermo Cortés Moreno, María Araceli García Yeguas, Ángel Gerardo Alguacil de la Blanca, Ligdamis A. Gutiérrez. The Classification of Seismo-Volcanic Signals Using Hidden Markov Models as Applied to the Stromboli and Etna Volcanoes. Journal of Volcanology and Geothermal Research. 187, pp. 218 – 226. 2009.

01. María del Carmen Benítez Ortúzar, Javier Ramírez Pérez de Inestrosa, José Carlos Segura Luna, Jesús Miguel Ibáñez Godoy, Javier Almendros, María Araceli García Yeguas, Guillermo Cortés. Continuous HMM-Based Seismic-Event Classification at Deception Island, Antarctica. IEEE Transactions on Geoscience and Remote Sensing. 45 – 1, pp. 138 – 146. 2007.