Publications

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2022

J. Roiz-Pagador and A. Chacon-Maldonado and R. Ruiz and G. Asencio-Cortes

Earthquake Prediction in California using Feature Selection techniques (Conference)

16th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2021), Advances in Intelligent Systems and Computing 2022.

(Links | BibTeX | Tags: feature selection, natural disasters, time series)

2021

A. Morales-Esteban and F. Martínez-Álvarez and S. Scitovski and R. Scitovski

Mahalanobis clustering for the determination of incidence-magnitude seismic parameters for the Iberian Peninsula and the Republic of Croatia (Journal Article)

Computers and Geosciences, 156 , pp. 104873, 2021.

(Abstract | Links | BibTeX | Tags: clustering, natural disasters)

2020

K. Asim and E Elawadi and F. Martínez-Álvarez and I. A. Niaz and S. R. M. Sayed and T. Iqbal

Seismicity Analysis and Machine Learning Models for Short-Term Low Magnitude (Journal Article)

Soil Dynamics and Earthquake Engineering, 130 , pp. id105932, 2020.

(Links | BibTeX | Tags: natural disasters, time series)

D. T. Bui and N.-D. Hoang and F. Martínez-Álvarez and P.-T. T. Ngo and P. V. Hoa and T. D. Pham and P. Samui and R. Costache

A novel deep learning neural network approach for predicting flash flood susceptibility: A case study at a high frequency tropical storm area (Journal Article)

Science of the Total Environment, 701 , pp. id134413, 2020.

(Links | BibTeX | Tags: natural disasters, time series)

F. Martínez-Álvarez and D. T. Bui

Advanced Machine Learning and Big Data Analytics in Remote Sensing for Natural Hazards Management (Editorial) (Journal Article)

Remote Sensing, 12 (2), pp. 301, 2020, ISSN: 2072-4292.

(Abstract | Links | BibTeX | Tags: big data, natural disasters)

2019

F. Martínez-Álvarez and A. Morales-Esteban

Big data and natural disasters: New approaches for temporal and spatial massive data analysis (Editorial) (Journal Article)

Computers and Geosciences, 129 , pp. 38-39, 2019.

(Links | BibTeX | Tags: big data, natural disasters, time series)

M. S. Tehrany and S. Jones and F. Shabani and F. Martínez-Álvarez and D. T. Bui

A Novel Ensemble Modelling Approach for the Spatial Prediction of Tropical Forest Fire Susceptibility Using Logitboost Machine Learning Classifier and Multi-source Geospatial Data (Journal Article)

Theoretical and Applied Climatology, 137 , pp. 637-653, 2019.

(Links | BibTeX | Tags: natural disasters, time series)

2018

M. S. Tehrany and S. Jones and F. Shabani and F. Martínez-Álvarez and D. Tien Bui

A novel ensemble modeling approach for the spatial prediction of tropical forest fire susceptibility using LogitBoost machine learning classifier and multi-source geospatial data (Journal Article)

Theoretical and Applied Climatology, 2018.

(Abstract | Links | BibTeX | Tags: natural disasters)

E. Florido and G. Asencio-Cortes and J. L. Aznarte and C. Rubio-Escudero and F. Martinez-Alvarez

A novel tree-based algorithm to discover seismic patterns in earthquake catalogs (Journal Article)

Computers and Geosciences, (115), pp. 96-104, 2018, ISSN: 0098-3004.

(Abstract | Links | BibTeX | Tags: natural disasters, time series)

J. L. Amaro-Mellado and A. Morales-Esteban and F. Martínez-Álvarez

Mapping of seismic parameters of the Iberian Peninsula by means of a geographic information system (Journal Article)

Central European Journal of Operations Research, 26 (3), pp. 739-758, 2018.

(Abstract | Links | BibTeX | Tags: natural disasters)

J. M. C. Estêvao and M. A. Ferreira and A. Morales-Esteban and F. Martínez-Álvarez and L. Sá and C. S. Oliveira

Earthquake Resilient Schools in Algarve (Portugal) and Huelva (Spain) (Conference)

European Conference on Earthquake Engineering (ECEE'18), 2018.

(Links | BibTeX | Tags: natural disasters)

G. Asencio-Cortes and A. Morales-Esteban and X. Shang and F. Martinez-Alvarez

Earthquake prediction in California using regression algorithms and cloud-based big data infrastructure (Journal Article)

Computers and Geosciences, (115), pp. 198-210, 2018, ISSN: 0098-3004.

(Abstract | Links | BibTeX | Tags: big data, natural disasters, time series)

X. Shang and X. Li and A. Morales-Esteban and G. Asencio-Cortes and Z. Wang

Data field-based K-means clustering for spatio-temporal seismicity analysis and hazard assessment (Journal Article)

Remote Sensing, 10 (461), pp. 1-22, 2018, ISSN: 2072-4292.

(Abstract | Links | BibTeX | Tags: natural disasters, time series)

K. Asim and A. Idris and T. Iqbal and F. Martínez-Álvarez

Seismic indicators based earthquake predictor system using Genetic Programming and AdaBoost classification (Journal Article)

Soil Dynamics and Earthquake Engineering, 111 , pp. 1-7, 2018.

(Abstract | Links | BibTeX | Tags: natural disasters)

2017

J. L. Amaro-Mellado and A. Morales-Esteban and G. Asencio-Cortes and F. Martinez-Alvarez

Comparing seismic parameters for different source zone models in the Iberian Peninsula (Journal Article)

Tectonophysics, (717), pp. 449-472, 2017, ISSN: 0040-1951.

(Abstract | Links | BibTeX | Tags: natural disasters, time series)

K. Asim and F. Martínez-Álvarez and A. Basit and T. Iqbal

Earthquake magnitude prediction in Hindukush region using machine learning techniques (Journal Article)

Natural Hazards, 85 (1), pp. 471-486, 2017.

(Abstract | Links | BibTeX | Tags: natural disasters)

M. J. Fernández-Gómez and G. Asencio-Cortés and A. Troncoso and F. Martínez-Álvarez

Large earthquake magnitude prediction in Chile with imbalanced classifiers and ensemble learning (Journal Article)

Applied Sciences, 7 (6), pp. 625, 2017.

(Abstract | Links | BibTeX | Tags: natural disasters)

G. Asencio-Cortés and F. Martínez-Álvarez and A. Troncoso and A. Morales-Esteban

Medium-Large earthquake magnitude prediction in Tokyo with artificial neural networks (Journal Article)

Neural Computing and Applications, 28 (5), pp. 1043-1055, 2017.

(Abstract | Links | BibTeX | Tags: natural disasters)

G. Asencio-Cortes and S. Scitovski and R. Scitovski and F. Martinez-Alvarez

Temporal analysis of croatian seismogenic zones to improve earthquake magnitude prediction (Journal Article)

Earth Science Informatics, 3 (10), pp. 303-320, 2017, ISSN: 1865-0481.

(Links | BibTeX | Tags: natural disasters, time series)

G. Asencio-Cortés and F. Martínez-Álvarez and A. Morales-Esteban and J. Reyes and A. Troncoso

Using principal component analysis to improve earthquake magnitude prediction in Japan (Journal Article)

Logical Journal of the IGPL, 25 (6), pp. 949-966, 2017.

(Abstract | Links | BibTeX | Tags: natural disasters)

K. Asim and M. Awais and F. Martínez-Álvarez and T. Iqbal

Seismic activity prediction using computational intelligence techniques in northern Pakistan (Journal Article)

Acta Geophysica, 65 (5), pp. 919-930, 2017.

(Abstract | Links | BibTeX | Tags: natural disasters)

2016

J. Reyes and A. Morales-Esteban and E. González and F. Martínez-Álvarez

Comparison between Utsu's and Vere-Jones' aftershocks model by means of a computer simulation based on the acceptance-rejection sampling of von Neumann (Journal Article)

Tectonophysics, 682 , pp. 108-119, 2016.

(Abstract | Links | BibTeX | Tags: natural disasters)

G. Asencio-Cortes and F. Martinez-Alvarez and A. Morales-Esteban and J. Reyes

A sensitivity study of seismicity indicators in supervised learning to improve earthquake prediction (Journal Article)

Knowledge-Based Systems, (101), pp. 15-30, 2016, ISSN: 0950-7051.

(Abstract | Links | BibTeX | Tags: natural disasters, time series)

K. Asim and A. Idris and F. Martínez-Álvarez and T. Iqbal

Short term earthquake prediction in Hindukush using tree based ensemble learning (Conference)

IEEE International Conference on Frontiers of Information Technology (FIT'16), 2016.

(Links | BibTeX | Tags: natural disasters)

E. Florido and J. L. Aznarte-Mellado and A. Morales-Esteban and F. Martínez-Álvarez

Earthquake magnitude prediction based on artificial neural networks: A survey (Journal Article)

Croatian Operational Research Review, 7 (2), pp. 159-169, 2016.

(Abstract | Links | BibTeX | Tags: natural disasters)

2015

E. Florido and F. Martínez-Álvarez and A. Morales-Esteban and J. Reyes and J. L. Aznarte

Detecting precursory patterns to enhance earthquake prediction in Chile (Journal Article)

Computers & Geosciences, 76 , pp. 112-120, 2015.

(Abstract | Links | BibTeX | Tags: natural disasters)

E. Florido and F. Martínez-Álvarez and J. L. Aznarte

Metodología basada en minería de datos para el descubrimiento de patrones precursores de terremotos de magnitud media y elevada (Workshop)

Conference of the Spanish Association for Artificial Intelligence - Doctoral Consortium (CAEPIA'15), 2015.

(BibTeX | Tags: natural disasters)

G. Asencio-Cortés and F. Martínez-Álvarez and A. Morales-Esteban and J. Reyes and A. Troncoso

Improving earthquake prediction with principal component analysis: Application to Chile (Conference)

HAIS 10th International Conference on Hybrid Artificial Intelligence Systems, Lecture Notes in Computer Science 2015.

(Links | BibTeX | Tags: natural disasters)

A. Morales-Esteban and J. L. de Justo and J. Reyes and J. M. Azañón and J. M. Durand and F. Martínez-Álvarez

Stability analysis of a slope subject to real accelerograms by finite elements. Application to San Pedro cliff at the Alhambra in Granada (Journal Article)

Soil Dynamics and Earthquake Engineering, 69 , pp. 28-45, 2015.

(Abstract | Links | BibTeX | Tags: natural disasters)

F. Martínez-Álvarez and D. Gutiérrez-Avilés and A. Morales-Esteban and J. Reyes and J. L. Amaro-Mellado and C. Rubio-Escudero

A Novel Method for Seismogenic Zoning Based on Triclustering: Application to the Iberian Peninsula (Journal Article)

Entropy, 17 (7), pp. 5000-5021, 2015.

(Abstract | Links | BibTeX | Tags: natural disasters)

2014

A. Morales-Esteban and F. Martínez-Álvarez and S. Scitovski and R. Scitovski

A fast partitioning algorithm using adaptive Mahalanobis clustering with application to seismic zoning (Journal Article)

Computers & Geosciences, 73 , pp. 132-141, 2014.

(Abstract | Links | BibTeX | Tags: natural disasters)

E. Florido and F. Martínez-Álvarez and J. L. Aznarte and A. Morales-Esteban and J. Reyes and A. Troncoso

Discovery of patterns preceding earthquakes in Chilean time series (Conference)

ITISE International Work-Conference on Time Series, 2014.

(BibTeX | Tags: natural disasters, time series)

J. L. Amaro-Mellado and A. Morales-Esteban and F. Martínez-Álvarez

Use of a Geographic Information System for the analysis of the existing seismogenic zonings (Conference)

International Congress on Graphic Expression Applied to Building (APEGA'14), 2014.

(BibTeX | Tags: natural disasters)

2013

A. Morales-Esteban and F. Martínez-Álvarez and J. Reyes

Earthquake prediction in seismogenic areas of the Iberian Peninsula based on computational intelligence (Journal Article)

Tectonophysics, 593 , pp. 121-134, 2013.

(Abstract | Links | BibTeX | Tags: natural disasters)

J. Reyes and A. Morales-Esteban and F. Martínez-Álvarez

Neural networks to predict earthquakes in Chile (Journal Article)

Applied Soft Computing, 13 (2), pp. 1314-1328, 2013.

(Abstract | Links | BibTeX | Tags: natural disasters)

F. Martínez-Álvarez and J. Reyes and A. Morales-Esteban and C. Rubio-Escudero

Determining the best set of seismicity indicators to predict earthquakes. Two case studies: Chile and the Iberian Peninsula (Journal Article)

Knowledge-Based Systems, 50 , pp. 198-210, 2013.

(Abstract | Links | BibTeX | Tags: natural disasters, time series)

2012

J. L. de Justo and A. Morales-Esteban and F. Martínez-Álvarez and J. M. Azañón

Probabilistic method to estimate design accelerograms in Seville and Granada based on uniform seismic hazard response spectra (Book Chapter)

Chapter 12, pp. 299-328, InTech, 2012, ISBN: 978-953-307-840-3.

(Links | BibTeX | Tags: natural disasters)

A. Morales-Esteban and J. L. de Justo and F. Martínez-Álvarez and J. M. Azañón

Probabilistic method to select calculation accelerograms based on uniform seismic hazard acceleration response spectra (Journal Article)

Soil Dynamics and Earthquake Engineering, 43 (3), pp. 174-185, 2012.

(Abstract | Links | BibTeX | Tags: natural disasters)

2011

F. Martínez-Álvarez and A. Troncoso and A. Morales-Esteban and J. C. Riquelme

Computational Intelligent Techniques for Predicting Earthquakes (Conference)

HAIS 6th International Conference on Hibryd Artificial Intelligence Systems, Lecture Notes in Computer Science 2011.

(Links | BibTeX | Tags: natural disasters)

F. Martínez-Álvarez and A. Troncoso and A. Morales-Esteban and J. C. Riquelme

Minería de datos aplicada a la predicción de terremotos (Workshop)

CAEPIA XIV Conferencia de la Asociación Española para la Inteligencia Artificial. I Workshop International on Time Series, 2011.

(BibTeX | Tags: natural disasters)

2010

A. Morales-Esteban and F. Martínez-Álvarez and A. Troncoso and J. L. Justo and C. Rubio-Escudero

Pattern Recognition to Forecast Seismic Time Series (Journal Article)

Expert System with Applications, 37 , pp. 8333-8342, 2010.

(Abstract | Links | BibTeX | Tags: natural disasters)