Listar por autor "Martín-Fernández, Cristian"
Mostrando ítems 21-39 de 39
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Kafka-ML: Connecting the data stream with ML/AI frameworks
Martín-Fernández, Cristian
; Langendoerfer, Peter; Soltani Zarrin, Pouya; Díaz-Rodríguez, Manuel; Rubio-Muñoz, Bartolomé (Elsevier, 2022-01-01)
Machine Learning (ML) and Artificial Intelligence (AI) depend on data sources to train, improve, and make predictions through their algorithms. With the digital revolution and current paradigms like the Internet of Things, ... -
Maintaining flexibility in smart grid consumption through deep learning and deep reinforcement learning
Gallego, Fernando; Martín-Fernández, Cristian; Díaz-Rodríguez, Manuel; Garrido-Márquez, Daniel; Garrido-Márquez, Daniel (Elsevier, 2023-03-02)
The smart grid concept is key to the energy revolution that has been taking place in recent years. Smart Grids have been present in energy research since their emergence. However, the scarcity of data from different energy ... -
Managing and Deploying Distributed and Deep Neural Models Through Kafka-ML in the Cloud-to-Things Continuum
Carnero, Alejandro; Martín-Fernández, Cristian; Torres, Daniel R.; Rubio-Muñoz, Bartolomé; Díaz-Rodríguez, Manuel (IEEE, 2021-08)
The Internet of Things (IoT) is constantly growing, generating an uninterrupted data stream pipeline to monitor physical world information. Hence, Artificial Intelligence (AI) continuously evolves, improving life quality ... -
On blockchain and its integration with IoT. Challenges and opportunities
Reyna, Ana; Martín-Fernández, Cristian; Chen, Jaime; Soler-Castillo, Enrique; Díaz-Rodríguez, Manuel (Elsevier, 2018-05)
In the Internet of Things (IoT) vision, conventional devices become smart and autonomous. This vision is turning into a reality thanks to advances in technology, but there are still challenges to address, particularly in ... -
Online learning and continuous model upgrading with data streams through the Kafka-ML framework
Carnero Hijano, Alejandro; Martín-Fernández, Cristian; Jeon, Gwanggil; Díaz-Rodríguez, Manuel (Elsevier, 2024)
A pipeline of constant data streams is being built by the Internet of Things (IoT) to monitor information about the physical environment. In parallel, Artificial Intelligence (AI) is constantly developing and enhancing ... -
Peer Review as a Tool for Telecommunication Studies Teaching During COVID.
Muñoz-Gallego, Antonio Jesús; Moreno-Sáez, Rafael Jesús; Fortes-Rodríguez, Sergio; Serrano-Aguilera, Juan José; Mercade-Mele, Pere; Martín-Fernández, Cristian[et al.] (2021)
The consequences of COVID-19 have had an impact on all sectors, in particular on education. During the last academic year, different teaching methodologies have been applied, many of them of technological nature, in order ... -
Pollen recognition through an open-source web-based system: automated particle counting for aerobiological analysis
Chaves García, Antonio Jesús; Martín-Fernández, Cristian; Llopis-Torres, Luis Manuel; Díaz-Rodríguez, Manuel; Ruiz-Mata, Rocío; Gálvez-Montañez, Enrique de; Recio-Criado, María Marta; Trigo-Pérez, María del Mar; Picornell Rodríguez, Antonio[et al.] (Springer Nature, 2023-12-20)
Airborne pollen is produced by plants for their sexual reproduction and can have negative impacts on public health. The current monitoring systems are based on manual sampling processes which are tedious and time-consuming. ... -
Portable motorized telescope system for wind turbine blades damage detection
Carnero, Alejandro; Martín-Fernández, Cristian; Díaz-Rodríguez, Manuel (Wiley, 2023)
Wind turbines are among the fastest-growing sources of energy production and the maintenance operations include regular inspection of their blades, causing considerable downtime and cost. In addition, the manual inspection ... -
Run-time deployment and management of CoAP resources for the Internet of Things
Martín-Fernández, Cristian; Díaz-Rodríguez, Manuel; Rubio-Muñoz, Bartolomé (Sage Journals, 2017-02)
The continuous growth of the Internet of Things in recent years has meant it is increasingly more present, as Internet of Things scenarios such as smart homes and smart cities become part of our everyday lives. The Internet ... -
Sistema para definir aplicaciones de internet de las cosas tolerantes a fallos a nivel software y hardware
(2020-01-17)El Internet de las Cosas (IoT) hace referencia al conjunto de objetos conectados a través de internet que tienen la capacidad de sentir y actuar sobre el entorno, logrando una representación digital del mundo físico. Estos ... -
Sistema portátil para la monitorización de la calidad del agua
(2021-07)El Internet de las Cosas (IoT) es hoy en día un concepto que se aplica cada vez más a una mayor multitud de ámbitos. Ya en 2008 existían más “cosas u objetos” conectados a Internet que personas y cada vez se integran ... -
State-of-the-art, challenges, and open issues in the integration of Internet of things and cloud computing.
Díaz-Rodríguez, Manuel; Martín-Fernández, Cristian; Rubio-Muñoz, Bartolomé (Elsevier, 2016-01-25)
The Internet of Things (IoT) is a paradigm based on the Internet that comprises many interconnected technologies like RFID (Radio Frequency IDentification) and WSAN (Wireless Sensor and Actor Networks) in order to exchange ... -
Structural health and intelligent monitoring of wind turbine blades with a motorized telescope
Carnero, Alejandro; Martín-Fernández, Cristian; Díaz-Rodríguez, Manuel (IEEE, 2023)
Currently, wind energy plays a fundamental role in the process of generating energy in a sustainable and environmentally friendly manner. However, their infrastructures require ongoing maintenance tasks that involve ... -
The orchestration of Machine Learning frameworks with datastreams and GPU acceleration in Kafka-ML: A deep-learning performance comparative
Machine Learning (ML) applications need large volumes of data to train their modelsso that they can make high-quality predictions. Given digital revolution enablers suchas the Internet of Things (IoT) and the Industry 4.0, ... -
Un marco de desarrollo para la programación de aplicaciones de internet de las cosas en el borde de la red
(2020-01-17)En este Trabajo Fin de Grado se ha analizado y programado, mediante Node-RED, un marco de desarrollo visual que permite la programaciión de aplicaciones IoT sobre Edge Computing. Este marco permitirá la monitorización de ... -
Using Peer Review for Student Performance Enhancement: Experiences in a Multidisciplinary Higher Education Setting
Serrano-Aguilera, Juan José; Tocino-Sánchez, Alicia; Fortes-Rodríguez, Sergio; Martín-Fernández, Cristian; Mercade-Mele, Pere; Moreno-Sáez, Rafael Jesús; Muñoz-Gallego, Antonio Jesús; Palomo-Hierro, Sara; Torres-Signes, Antoni[et al.] (MDPI, 2021-02-13)
Nowadays one of the main focuses of the Spanish University system is achieving the active learning paradigm in the context of its integration into the European Higher Education Area. This goal is being addressed by means ... -
Using Peer Review for Student Performance Enhancement: Experiences in a Multidisciplinary Higher Education Setting.
Serrano-Aguilera, Juan José; Tocino-Sánchez, Alicia; Fortes-Rodríguez, Sergio; Martín-Fernández, Cristian; Mercade-Mele, Pere; Moreno-Sáez, Rafael Jesús; Muñoz-Gallego, Antonio Jesús; Palomo-Hierro, Sara; Torres-Signes, Antoni[et al.] (MDPI, 2021-02)
Nowadays one of the main focuses of the Spanish University system is achieving the active learning paradigm in the context of its integration into the European Higher Education Area. This goal is being addressed by means ... -
λ-CoAP: An Internet of Things and Cloud Computing Integration based on the Lambda Architecture and CoAP
Díaz-Rodríguez, Manuel; Martín-Fernández, Cristian; Rubio-Muñoz, Bartolomé (Springer Nature, 2016-01-26)
The Internet of Things (IoT) is an emerging technology that is growing continuously thanks to the number of devices deployed and data generated. Nevertheless, an upper layer to abstract the limitations of storing, processing, ...