Publications and International Patents

Silvia Martín-Suazo, Jesús Morón-López, Stanislav Vakaruk, Amit Karamchandani, Juan Antonio Pascual Aguilar, Alberto Mozo, Sandra Gómez-Canaval, Meritxell Vinyals, Juan Manuel Ortiz (2024). Deep Learning Methods for Multi-Horizon Long-Term Forecasting of Harmful Algal Blooms. Knowledge-Based Systems.

Ángela Burgaleta, Ignacio Domínguez, Amit Karamchandani, Diego R. López, Antonio Pastor (2024). Framework for the Development of a Network Digital Twin. NOMS 2024-2024 IEEE Network Operations and Management Symposium.

Amit Karamchandani, Alberto Mozo, Sandra Gómez-Canaval, Antonio Pastor (2024). A Methodological Framework for Optimizing the Energy Consumption of Deep Neural Networks: A Case Study of a Cyber Threat Detector. Neural Computing and Applications.

Amit Karamchandani, Mario Sanz, Ángela Burgaleta, Luis de la Cal, Alberto Mozo, Jose Ignacio Moreno, Antonio Pastor, Diego R. López (2024). Design of an AI-driven Network Digital Twin for advanced 5G-6G network management. NOMS 2024-2024 IEEE Network Operations and Management Symposium.

Amit Karamchandani, Alberto Mozo, Stanislav Vakaruk, Sandra Gómez-Canaval, J. Enrique Sierra-García, Antonio Pastor (2023). Using N-BEATS Ensembles to Predict Automated Guided Vehicle Deviation. Applied Intelligence.

Dimitris Giannopoulos, Georgios Katsikas, Kostis Trantzas, Dimitrios Klonidis, Christos Tranoris, Spyros Denazis, Lluis Gifre, Ricard Vilalta, Pol Alemany, Raul Muñoz, Anne-Marie Bosneag, Alberto Mozo, Amit Karamchandani, Luis de la Cal, Diego R. López, Antonio Pastor, Ángela Burgaleta (2023). ACROSS: Automated Zero-Touch Cross-Layer Provisioning Framework for 5G and beyond Vertical Services. 2023 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit).

Stanislav Vakaruk, Amit Karamchandani, Jesús Enrique Sierra-García, Alberto Mozo, Sandra Gómez-Canaval, Antonio Pastor (2023). Transformers for Multi-Horizon Forecasting in an Industry 4.0 Use Case. Sensors.

Alberto Mozo, Amit Karamchandani, Luis de la Cal, Sandra Gómez-Canaval, Antonio Pastor, Lluis Gifre (2023). A Machine-Learning-Based Cyberattack Detector for a Cloud-Based SDN Controller. Applied Sciences.

G. Iglesias, E. Talavera, Á. González-Prieto, A. Mozo, S. Gómez-Canaval (2023). Data Augmentation Techniques in Time Series Domain: A Survey and Taxonomy. Neural Computing and Applications.

Luis de la Cal, Peter A. Gloor, Moritz Weinbeer (2023). Can Plants Sense Humans? Using Plants as Biosensors to Detect the Presence of Eurythmic Gestures. Sensors.

R. Vilalta, L. Gifre, R. Casellas, R. Muñoz, R. Martínez, A. Mozo, J. P. Fernández-Palacios (2023). Applying Digital Twins to Optical Networks with Cloud-native SDN Controllers. IEEE Communications Magazine.

A. Mozo, S. Vakaruk, J. E. Sierra-García, A. Pastor (2023). Anticipatory Analysis of AGV Trajectory in a 5G Network Using Machine Learning. Journal of Intelligent Manufacturing.

Dimitris Giannopoulos, Georgios P. Katsikas, Kostis Trantzas, Dimitrios Klonidis, Christos Tranoris, Spyros Denazis, Lluis Gifre Renom, Ricard Vilalta, Pol Alemany, Raul Muñoz, Anne-Marie C. Bosneag, Alberto Mozo, Amit Karamchandani Batra, Luis de la Cal, Diego Lopez, Antonio Pastor, Angela Burgaleta Ledesma (2023). ACROSS: Automated Zero-Touch Cross-Layer Provisioning Framework for 5G and beyond Vertical Services. 2023 European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit): 6G Visions and Sustainability (6VS).

Dimitris Giannopoulos, Georgios Katsikas, Kostis Trantzas, Dimitrios Klonidis, Christos Tranoris, Spyros Denazis, Lluis Gifre, Ricard Vilalta, Pol Alemany, Raul Muñoz, Anne-Marie Bosneag, Alberto Mozo, Amit Karamchandani, Luis de la Cal, Diego R. López, Antonio Pastor, Ángela Burgaleta (2023). ACROSS: Automated zero-touch cross-layer provisioning framework for 5G and beyond vertical services. 2023 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit).

Alberto Mozo, Amit Karamchandani, Luis de la Cal, Sandra Gómez-Canaval, Antonio Pastor, Lluis Gifre (2023). A Machine-Learning-Based Cyberattack Detector for a Cloud-Based SDN Controller. Applied Sciences.

Alberto Mozo, Antonio Pastor, Amit Karamchandani, Luis de la Cal, Diego Rivera, Jose Ignacio Moreno (2022). Integration of Machine Learning-Based Attack Detectors into Defensive Exercises of a 5G Cyber Range. Applied Sciences.

Alberto Mozo, Amit Karamchandani, Mario Sanz, Jose Ignacio Moreno, Antonio Pastor (2022). B5GEMINI: Digital Twin Network for 5G and Beyond. NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium.

Alberto Mozo, Amit Karamchandani, Sandra Gómez-Canaval, Mario Sanz, Jose Ignacio Moreno, Antonio Pastor (2022). B5GEMINI: AI-Driven Network Digital Twin. Sensors.

A. Mozo, Á. González-Prieto, A. Pastor, S. Gómez-Canaval, E. Talavera (2022). Synthetic Flow-Based Cryptomining Attack Generation Through Generative Adversarial Networks. Scientific Reports.

D. Rivera, J. I. Moreno, M. S. Rodrigo, D. R. López, A. Mozo (2022). Providing Heterogeneous Signaling and User Traffic for 5G Core Network Functional Testing. IEEE Access.

Alberto Mozo, Antonio Pastor, Amit Karamchandani, Luis de la Cal, Diego Rivera, Jose Ignacio Moreno (2022). Integration of Machine Learning-Based Attack Detectors into Defensive Exercises of a 5G Cyber Range. Applied Sciences.

Á. González-Prieto, A. Mozo, S. Gómez-Canaval, E. Talavera (2022). Improving the Quality of Generative Models Through Smirnov Transformation. Information Sciences.

A. Mozo, J. Morón-López, S. Vakaruk, Á. G. Pompa-Pernía, Á. González-Prieto, J. A. P. Aguilar, J. M. Ortiz (2022). Chlorophyll Soft-Sensor Based on Machine Learning Models for Algal Bloom Predictions. Scientific Reports.

Filippo Rebecchi, Antonio Pastor, Alberto Mozo, Chiara Lombardo, Roberto Bruschi, Ilias Aliferis, Roberto Doriguzzi-Corin, Panagiotis Gouvas, Antonio Alvarez Romero, Anna Angelogianni, Others (2022). A digital twin for the 5G era: The SPIDER cyber range. 2022 IEEE 23rd International Symposium on a World of Wireless, Mobile and Multimedia Networks (WoWMoM).

Ricard Vilalta, Raul Muñoz, Ramon Casellas, Ricardo Martı́nez, Victor López, Oscar González De Dios, Antonio Pastor, Georgios P Katsikas, Felix Klaedtke, Paolo Monti, Others (2021). Teraflow: Secured autonomic traffic management for a tera of sdn flows. 2021 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit).

S. Vakaruk, J. E. Sierra-García, A. Mozo, A. Pastor (2021). Forecasting Automated Guided Vehicle Malfunctioning with Deep Learning in a 5G-Based Industry 4.0 Scenario. IEEE Communications Magazine.

Á. González-Prieto, A. Mozo, E. Talavera, S. Gómez-Canaval (2021). Dynamics of Fourier Modes in Torus Generative Adversarial Networks. Mathematics.

Alberto Mozo, Stanislav Vakaruk, Antonio Pastor, RC Bobba, Carlos Natalino, Marija Furdek, Raul Munoz, Ramon Casellas, Ricardo Martınez, Juan-Pedro Fernández-Palacios, Others (2021). Cloud-scale sdn network security in teraflow. Workshop 8: From 5G to 6G Automated and Intelligent SecuriTy: FAST. European Conference on Networks and Communications (EUCNC2021).

Stanislav Vakaruk, Alberto Mozo, Antonio Pastor, Diego R López (2021). A digital twin network for security training in 5G industrial environments. 2021 IEEE 1st International Conference on Digital Twins and Parallel Intelligence (DTPI).

A. Pastor, A. Mozo, S. Vakaruk, D. Canavese, D. R. López, L. Regano, A. Lioy (2020). Detection of Encrypted Cryptomining Malware Connections with Machine and Deep Learning. IEEE Access.

Sandra Gómez-Canaval, Alberto Mozo Velasco, Antonio Pastor, Diego López (2019). International Patent: METHOD AND SYSTEM FOR TRAINING AND VALIDATING MACHINE LEARNING ALGORITHMS IN DATA NETWORK ENVIRONMENTS.

A. Mozo, I. Segall, U. Margolin, S. Gómez-Canaval (2019). Scalable Prediction of Service-Level Events in Datacenter Infrastructure Using Deep Neural Networks. IEEE Access.

B. Ordozgoiti, A. Mozo, J. G. L. De Lacalle (2019). Regularized Greedy Column Subset Selection. Information Sciences.

Antonio Pastor, Alberto Mozo, Diego R Lopez, Jesus Folgueira, Angeliki Kapodistria (2018). The Mouseworld, a security traffic analysis lab based on NFV/SDN. Proceedings of the 13th international conference on availability, reliability and security.

B. Ordozgoiti, S. Gómez-Canaval, A. Mozo (2018). Iterative Column Subset Selection. Knowledge and Information Systems.

A. Mozo, B. Ordozgoiti, S. Gómez-Canaval (2018). Forecasting Short-Term Data Center Network Traffic Load with Convolutional Neural Networks. PLOS ONE.

A. Mozo, J. L. Lopéz-Presa, A. F. Anta (2018). A Distributed and Quiescent Max-Min Fair Algorithm for Network Congestion Control. Expert Systems with Applications.

Miguel Ángel García, Pablo Martínez De La Cruz, Alberto Mozo Velasco, Patricia Sánchez Cantón, Alberto Vaca Escribano (2011). International Patent: Policy Controlled OffLoading Among Neighboring Networks.