Publications

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2023

P. García-Bringas and H. Pérez-García and F. J. Martínez de Pisón and F. Martínez-Álvarez and A. Troncoso and Á. Herrero and J. L. Calvo-Rolle and H. Quintián and E. Corchado

Proceedings of the 18th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2023) Salamanca, Spain, September 5-7, 2023, volume 1 (Proceeding)

Springer, 749 , 2023, ISBN: 978-3-031-42529-5.

(Links | BibTeX | Tags: big data, clustering, deep learning, IoT)

P. García-Bringas and H. Pérez-García and F. J. Martínez de Pisón and F. Martínez-Álvarez and A. Troncoso and Á. Herrero and J. L. Calvo-Rolle and H. Quintián and E. Corchado

Proceedings of the 18th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2023) Salamanca, Spain, September 5-7, 2023, volume 2 (Proceeding)

Springer, 750 , 2023, ISBN: 978-3-031-42536-3.

(Links | BibTeX | Tags: big data, clustering, deep learning, IoT)

P. García-Bringas and H. Pérez-García and F. J. Martínez de Pisón and F. Martínez-Álvarez and A. Troncoso and Á. Herrero and J. L. Calvo-Rolle and H. Quintián and E. Corchado

Proceedings of the 18th International Conference on Hybrid Artificial Intelligent Systems (HAIS 2023) Salamanca, Spain, September 5-7, 2023 (Proceeding)

Springer, 14001 , 2023, ISBN: 978-3-031-40725-3.

(Links | BibTeX | Tags: big data, clustering, deep learning, IoT)

A. M. Fernández and D. Gutiérrez-Avilés and A. Troncoso and F. Martínez-Álvarez

A new Apache Spark-based framework for big data streaming forecasting in IoT networks (Journal Article)

Journal of Supercomputing, 79 , pp. 11078–11100, 2023.

(Abstract | Links | BibTeX | Tags: big data, IoT)

L. Melgar-García and D. Gutiérrez-Avilés and C. Rubio-Escudero and A.Troncoso

Identifying novelties and anomalies for incremental learning in streaming time series forecasting (Journal Article)

Engineering Applications of Artificial Intelligence, 123 , pp. 106326, 2023.

(Links | BibTeX | Tags: energy, IoT, time series)

L. Melgar-García and D. Gutiérrez-Avilés and C. Rubio-Escudero and A. Troncoso

A novel distributed forecasting method based on information fusion and incremental learning for streaming time series (Journal Article)

Information Fusion, 95 , pp. 163-173, 2023.

(Links | BibTeX | Tags: energy, IoT, time series)

P. Jiménez-Herrera and L. Melgar-García and G. Asencio-Cortés and A. Troncoso

Streaming big time series forecasting based on nearest similar patterns with application to energy consumption (Journal Article)

Logic Journal of the IGPL, 31 (2), pp. 255-270, 2023.

(Abstract | Links | BibTeX | Tags: energy, IoT, time series)

L. Melgar-García, M. Hosseini and A. Troncoso

Identification of anomalies in urban sound data with Autoencoders (Conference)

HAIS 18th International Conference on Hybrid Artificial Intelligence Systems, Lecture Notes in Computer Science 2023.

(BibTeX | Tags: deep learning, IoT, time series)

2022

P. García-Bringas and H. Pérez-García and F. J. Martínez de Pisón and J. R. Villar-Flecha and A. Troncoso and E. A. de la Cal and Á. Herrero and F. Martínez-Álvarez and G. Psaila and H. Quintián and E. Corchado

Proceedings of the 17th International Conference on Hybrid Artificial Intelligent Systems (HAIS 2022) Salamanca, Spain, September 5-7, 2022 (Proceeding)

Springer, 13469 , 2022, ISBN: 978-3-031-15470-6.

(Links | BibTeX | Tags: big data, clustering, deep learning, IoT)

P. García-Bringas and H. Pérez-García and F. J. Martínez de Pisón and J. R. Villar-Flecha and A. Troncoso and E. A. de la Cal and Á. Herrero and F. Martínez-Álvarez and G. Psaila and H. Quintián and E. Corchado

Proceedings of the 17th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2022) Salamanca, Spain, September 5-7, 2022 (Proceeding)

Springer, 531 , 2022, ISBN: 978-3-031-18050-7.

(Links | BibTeX | Tags: big data, clustering, deep learning, IoT)

P. Mugariri and H. Abdullah and M. García-Torres and B.D. Parameshchari and K.N. Abdul-Sattar

Promoting Information Privacy Protection Awareness for Internet of Things (IoT) (Journal Article)

Mobile Information Systems, 2022 , pp. 1–11, 2022.

(Abstract | Links | BibTeX | Tags: IoT)

L. Melgar-García and D. Gutiérrez-Avilés and C. Rubio-Escudero and A. Troncoso

Nearest neighbors with incremental learning for real-time forecasting of electricity demand (Conference)

IEEE International Conference on Data Mining Workshops, 2022.

(Links | BibTeX | Tags: energy, IoT, time series)

2021

L. Melgar-García and D. Gutiérrez-Avilés and C. Rubio-Escudero and A. Troncoso

Discovering three-dimensional patterns in real-time from data streams: An online triclustering approach (Journal Article)

Information Sciences, 558 , pp. 174-193, 2021.

(Abstract | Links | BibTeX | Tags: big data, IoT, pattern recognition)

A. R. Troncoso-García and J. A. Ortega and R. Seepold and N. Martínez-Madrid

Non-invasive devices for respiratory sound monitoring (Conference)

KES International Conference on Knowledge Based and Intelligent information and Engineering Systems, 2021.

(Links | BibTeX | Tags: IoT)

L. Melgar-García and D. Gutiérrez-Avilés and C. Rubio-Escudero and A. Troncoso

Nearest neighbours-based forecasting for electricity demand time series in streaming (Conference)

CAEPIA Conference of the Spanish Association for Artificial Intelligence , Lecture Notes in Artificial Intelligence 2021.

(Abstract | BibTeX | Tags: IoT, time series)

2020

P. Jiménez-Herrera and L. Melgar-García and G. Asencio-Cortés and A. Troncoso

A New Forecasting Algorithm Based on Neighbors for Streaming Electricity Time Series (Conference)

HAIS 15th International Conference on Hybrid Artificial Intelligence Systems, Lecture Notes in Computer Science 2020.

(Links | BibTeX | Tags: big data, energy, IoT, time series)

L. Melgar-García and M. T. Godinho and R. Espada and D. Gutiérrez-Avilés and I. S. Brito and F. Martínez-Álvarez and A. Troncoso and C. Rubio-Escudero

Discovering Spatio-Temporal Patterns in Precision Agriculture Based on Triclustering (Conference)

SOCO 15th International Conference on Soft Computing Models in Industrial and Environmental Applications, Advances in Intelligent Systems and Computing 2020.

(Links | BibTeX | Tags: IoT, pattern recognition)

2019

A. M. Fernández and D. Gutiérrez-Avilés and A. Troncoso and F. Martínez-Álvarez

Real-Time Big Data Analytics in Smart Cities from LoRa-based IoT Networks (Conference)

SOCO 14th International Conference on Soft Computing Models in Industrial and Environmental Applications, Advances in Intelligent Systems and Computing 2019.

(Links | BibTeX | Tags: big data, IoT)

2016

F. Hassan and N. Iqabl and F. Martínez-Álvarez and K. M. Asim

Passivity Based Control of Cyber Physical Systems Under Zero-Dynamics Attack (Conference)

HAIS Hybrid Artificial Intelligent Systems, Lecture Notes in Computer Science 2016.

(Links | BibTeX | Tags: IoT)