Publications

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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)