@article{robles2026composite,title={Composite Digital Twins: From Formalization to a Scalable, Semantic Graph-Based Architecture with OpenTwins},author={Robles, Julia and Infante, Sergio and Mart{\'\i}n, Cristian and D{\'\i}az, Manuel},journal={IEEE Transactions on Software Engineering},url={https://ieeexplore.ieee.org/abstract/document/11664240/},doi={10.1109/TSE.2026.3727063},year={2026},publisher={IEEE}}
Journal
An End-to-End Digital Twin Framework for Dynamic Traffic Analytics in O-RAN
@article{navidan2026orananalytics,title={An End-to-End Digital Twin Framework for Dynamic Traffic Analytics in O-RAN},author={Navidan, H. and Mart{\'i}n, C. and Maglogiannis, V. and Naudts, D. and D{\'i}az, M. and Moerman, I. and others},journal={IEEE Transactions on Network and Service Management},volume={23},pages={76--92},year={2026},doi={10.1109/TNSM.2025.3628756},}
@article{martin2026twincomposition,title={Digital Twin composition through causal analysis},author={Mart{\'i}n-Albo, S. and Llopis, L. and D{\'i}az, M. and Mart{\'i}n, C.},journal={Engineering Applications of Artificial Intelligence},volume={182},pages={116031},year={2026},doi={10.1016/j.engappai.2026.116031},}
Conference
A Method for Early Prediction of Spectrum Utilization Increases Using User Behavior Trends
@inproceedings{umebayashi2026spectrum,title={A Method for Early Prediction of Spectrum Utilization Increases Using User Behavior Trends},author={Umebayashi, K. and Infante, S. and Robles, J. and D{\'i}az, M. and Mart{\'i}n, C. and Sone, S. P.},booktitle={IEICE Conferences Archives},year={2026},}
2025
Journal
Portable motorized telescope system for wind turbine blades damage detection
@article{carnero2025telescope,title={Portable motorized telescope system for wind turbine blades damage detection},author={Carnero, A. and Mart{\'i}n, C. and D{\'i}az, M.},journal={Engineering Reports},volume={7},number={1},pages={e12618},year={2025},doi={10.1002/eng2.12618},}
Journal
Distributed digital twins on the open-source OpenTwins framework
@article{infante2025distributedtwins,title={Distributed digital twins on the open-source OpenTwins framework},author={Infante, S. and Robles, J. and Mart{\'i}n, C. and Rubio, B. and D{\'i}az, M.},journal={Advanced Engineering Informatics},volume={64},pages={102970},year={2025},doi={10.1016/j.aei.2024.102970},}
Journal
A soft sensor open-source methodology for inexpensive monitoring of water quality: A case study of NO3 concentrations
A. J. Chaves, C. Martín, L. L. Torres, and 4 more authors
@article{chaves2025softsensorwater,title={A soft sensor open-source methodology for inexpensive monitoring of water quality: A case study of NO3 concentrations},author={Chaves, A. J. and Mart{\'i}n, C. and Torres, L. L. and D{\'i}az, M. and Fern{\'a}ndez-Ortega, J. and Barber{\'a}, J. A. and others},journal={Journal of Computational Science},volume={85},pages={102522},year={2025},doi={10.1016/j.jocs.2024.102522},}
@misc{bueno2025iotcloudcosts,title={Chopping Off IoT Cloud Costs: A Case Study},author={Bueno, A. and D{\'i}az, M. and Rubio, B. and Mart{\'i}n, C.},year={2025},note={SSRN 5111486},doi={10.2139/ssrn.5111486},}
Arxiv
Foam Segmentation in Wastewater Treatment Plants: A Federated Learning Approach with Segment Anything Model 2
@misc{duman2025foamsegmentation,title={Foam Segmentation in Wastewater Treatment Plants: A Federated Learning Approach with Segment Anything Model 2},author={Duman, M. B. and Carnero, A. and Mart{\'i}n, C. and Garrido, D. and D{\'i}az, M.},year={2025},note={arXiv:2511.08130},doi={10.48550/arXiv.2511.08130},}
Conference
A Method for Predicting Increases in Spectrum Utilization Based on User Behavior Trends
@inproceedings{umebayashi2025spectrum,title={A Method for Predicting Increases in Spectrum Utilization Based on User Behavior Trends},author={Umebayashi, K. and Infante, S. and Robles, J. and D{\'i}az, M. and Mart{\'i}n, C. and Sone, S. P.},booktitle={IEICE Conferences Archives},year={2025},}
An End-to-End Digital Twin Framework for Traffic Prediction in O-RAN Networks
@misc{navidan2025orantraffic,title={An End-to-End Digital Twin Framework for Traffic Prediction in O-RAN Networks},author={Navidan, H. and Mart{\'i}n, C. and Maglogiannis, V. and Naudts, D. and D{\'i}az, M. and Moerman, I. and others},year={2025},note={TechRxiv 2025.0418},doi={10.36227/techrxiv.174494653.36571537/v1},}
Conference
Pruebas adaptativas como método de evaluación en el contexto STEM: Una experiencia en el ámbito de la tecnología energética
J. J. Serrano-Aguilera, J. Prieto, J. P. Jiménez-Navarro, and 2 more authors
@inproceedings{serrano2025pruebasadaptativas,title={Pruebas adaptativas como m{\'e}todo de evaluaci{\'o}n en el contexto STEM: Una experiencia en el {\'a}mbito de la tecnolog{\'i}a energ{\'e}tica},author={Serrano-Aguilera, J. J. and Prieto, J. and Jim{\'e}nez-Navarro, J. P. and Mart{\'i}n, C. and Tocino, A.},booktitle={Actas de EDULEARN25},volume={1},pages={5302--5308},year={2025},doi={10.21125/edulearn.2025.1327},}
2024
Journal
Devices for monitoring oenological processes: A review
J. J. Gallego-Martínez, E. Cañete-Carmona, A. Gersnoviez, and 2 more authors
@article{gallego2024oenological,title={Devices for monitoring oenological processes: A review},author={Gallego-Mart{\'i}nez, J. J. and Ca{\~n}ete-Carmona, E. and Gersnoviez, A. and Brox, M. and others},journal={Measurement},volume={235},pages={114922},year={2024},doi={10.1016/j.measurement.2024.114922},}
Journal
Online learning and continuous model upgrading with data streams through the Kafka-ML framework
@article{carnero2024onlinelearning,title={Online learning and continuous model upgrading with data streams through the Kafka-ML framework},author={Carnero, A. and Mart{\'i}n, C. and Jeon, G. and D{\'i}az, M.},journal={Future Generation Computer Systems},year={2024},doi={10.1016/j.future.2024.06.001},}
Journal
Towards flexible data stream collaboration: Federated Learning in Kafka-ML
@article{chaves2024federatedstreams,title={Towards flexible data stream collaboration: Federated Learning in Kafka-ML},author={Chaves, A. J. and Mart{\'i}n, C. and D{\'i}az, M.},journal={Internet of Things},volume={25},pages={101036},year={2024},doi={10.1016/j.iot.2023.101036},}
Journal
The orchestration of Machine Learning frameworks with data streams and GPU acceleration in Kafka-ML: A deep-learning performance comparative
@article{chaves2024kafkamlperformance,title={The orchestration of Machine Learning frameworks with data streams and GPU acceleration in Kafka-ML: A deep-learning performance comparative},author={Chaves, A. J. and Mart{\'i}n, C. and D{\'i}az, M.},journal={Expert Systems},volume={41},number={2},pages={e13287},year={2024},doi={10.1111/exsy.13287},}
Journal
Integrating FMI and ML/AI models on the open-source digital twin framework OpenTwins
@article{infante2024fmiopentwins,title={Integrating FMI and ML/AI models on the open-source digital twin framework OpenTwins},author={Infante, S. and Mart{\'i}n, C. and Robles, J. and Rubio, B. and D{\'i}az, M. and Perea, R. G. and Montesinos, P. and others},journal={Software: Practice and Experience},volume={54},number={8},pages={1470--1490},year={2024},doi={10.1002/spe.3322},}
Journal
Pollen recognition through an open-source web-based system: Automated particle counting for aerobiological analysis
A. J. Chaves, C. Martín, L. L. Torres, and 3 more authors
@article{chaves2024pollenrecognition,title={Pollen recognition through an open-source web-based system: Automated particle counting for aerobiological analysis},author={Chaves, A. J. and Mart{\'i}n, C. and Torres, L. L. and D{\'i}az, M. and Ruiz-Mata, R. and others},journal={Earth Science Informatics},volume={17},number={1},pages={699--710},year={2024},doi={10.1007/s12145-023-01189-z},}
Journal
Functions as a service for distributed deep neural network inference over the cloud-to-things continuum
@article{bueno2024faas,title={Functions as a service for distributed deep neural network inference over the cloud-to-things continuum},author={Bueno, A. and Rubio, B. and Mart{\'i}n, C. and D{\'i}az, M.},journal={Software: Practice and Experience},year={2024},doi={10.1002/spe.3318},}
Conference
Distributed federated and incremental learning for electric vehicles model development in Kafka-ML
@inproceedings{carnero2024evlearning,title={Distributed federated and incremental learning for electric vehicles model development in Kafka-ML},author={Carnero, A. and Waqar, O. and Mart{\'i}n, C. and D{\'i}az, M.},booktitle={2024 11th International Conference on Wireless Networks and Mobile Communications},year={2024},doi={10.1109/WINCOM62286.2024.10654814},}
Conference
Federated Learning Meets Blockchain: A Kafka-ML Integration for reliable model training using data streams
@inproceedings{chaves2024federatedblockchain,title={Federated Learning Meets Blockchain: A Kafka-ML Integration for reliable model training using data streams},author={Chaves, A. J. and Mart{\'i}n, C. and Kim, K. S. and Shahid, A. and D{\'i}az, M.},booktitle={2024 IEEE International Conference on Big Data (BigData)},pages={7677--7686},year={2024},doi={10.1109/BigData62323.2024.10826034},}
Conference
Scalability of composite digital twins on OpenTwins platform
@inproceedings{robles2024scalability,title={Scalability of composite digital twins on OpenTwins platform},author={Robles, J. and Bueno, A. and Infante, S. and Mart{\'i}n, C. and D{\'i}az, M.},booktitle={JISBD 2024: Ingenier{\'i}a del Software para Gemelos Digitales},year={2024},}
2023
Journal
OpenTwins: An open-source framework for the development of next-gen compositional digital twins
@article{robles2023opentwins,title={OpenTwins: An open-source framework for the development of next-gen compositional digital twins},author={Robles, J. and Mart{\'i}n, C. and D{\'i}az, M.},journal={Computers in Industry},volume={152},pages={104007},year={2023},doi={10.1016/j.compind.2023.104007},}
Journal
Maintaining flexibility in smart grid consumption through deep learning and deep reinforcement learning
@article{gallego2023smartgrid,title={Maintaining flexibility in smart grid consumption through deep learning and deep reinforcement learning},author={Gallego, F. and Mart{\'i}n, C. and D{\'i}az, M. and Garrido, D.},journal={Energy and AI},volume={13},pages={100241},year={2023},doi={10.1016/j.egyai.2023.100241},}
Arxiv
OpenTwins: An open-source framework for the design, development and integration of effective 3D-IoT-AI-powered digital twins
@misc{robles2023opentwinsarxiv,title={OpenTwins: An open-source framework for the design, development and integration of effective 3D-IoT-AI-powered digital twins},author={Robles, J. and Mart{\'i}n, C. and D{\'i}az, M.},year={2023},note={arXiv:2301.05560},doi={10.48550/arXiv.2301.05560},}
A methodology for the development of soft sensors with Kafka-ML
A. J. Chaves, C. Martín, L. L. Torres, and 2 more authors
In Data Analytics for Internet of Things Infrastructure, 2023
@incollection{chaves2023softsensormethodology,title={A methodology for the development of soft sensors with Kafka-ML},author={Chaves, A. J. and Mart{\'i}n, C. and Torres, L. L. and Soler, E. and D{\'i}az, M.},booktitle={Data Analytics for Internet of Things Infrastructure},pages={307--324},year={2023},doi={10.1007/978-3-031-33808-3_17},}
Monospecific Mediterranean Pollen Images Dataset
A. J. Chaves, C. Martín, L. Llopis Torres, and 4 more authors
@misc{chaves2023pollendataset,title={Monospecific Mediterranean Pollen Images Dataset},author={Chaves, A. J. and Mart{\'i}n, C. and Llopis Torres, L. and D{\'i}az, M. and Picornell, A. and Ruiz-Mata, R. and others},year={2023},doi={10.5281/zenodo.8108444},}
2022
Journal
Kafka-ML: Connecting the data stream with ML/AI frameworks
@article{martin2022kafkaml,title={Kafka-ML: Connecting the data stream with ML/AI frameworks},author={Mart{\'i}n, C. and Langendoerfer, P. and Zarrin, P. S. and D{\'i}az, M. and Rubio, B.},journal={Future Generation Computer Systems},volume={126},pages={15--33},year={2022},doi={10.1016/j.future.2021.07.037},}
Journal
Facilitating the Monitoring and Management of Structural Health in Civil Infrastructures with an Edge/Fog/Cloud Architecture
@article{martin2022infrastructurehealth,title={Facilitating the Monitoring and Management of Structural Health in Civil Infrastructures with an Edge/Fog/Cloud Architecture},author={Mart{\'i}n, C. and Garrido, D. and Llopis, L. and Rubio, B. and D{\'i}az, M.},journal={Computer Standards \& Interfaces},volume={81},pages={103600},year={2022},doi={10.1016/j.csi.2021.103600},}
@inproceedings{brzozowski2022unite,title={UNITE: Integrated IoT-edge-cloud continuum},author={Brzozowski, M. and Langendoerfer, P. and Casaca, A. and Grilo, A. and D{\'i}az, M. and Mart{\'i}n, C. and others},booktitle={2022 IEEE 8th World Forum on Internet of Things (WF-IoT)},pages={1--6},year={2022},doi={10.1109/WF-IoT54382.2022.10152292},}
Conference
Structural health and intelligent monitoring of wind turbine blades with a motorized telescope
@inproceedings{carnero2022windturbine,title={Structural health and intelligent monitoring of wind turbine blades with a motorized telescope},author={Carnero, A. and Mart{\'i}n, C. and D{\'i}az, M.},booktitle={2022 21st IEEE International Conference on Machine Learning and Applications},year={2022},doi={10.1109/ICMLA55696.2022.00022},}
2021
Journal
Using peer review for student performance enhancement: Experiences in a multidisciplinary higher education setting
J. J. Serrano-Aguilera, A. Tocino, S. Fortes, and 3 more authors
@article{serrano2021peerreview,title={Using peer review for student performance enhancement: Experiences in a multidisciplinary higher education setting},author={Serrano-Aguilera, J. J. and Tocino, A. and Fortes, S. and Mart{\'i}n, C. and Mercad{\'e}-Mel{\'e}, P. and others},journal={Education Sciences},volume={11},number={2},pages={71},year={2021},doi={10.3390/educsci11020071},}
Journal
An open source framework based on Kafka-ML for Distributed DNN inference over the Cloud-to-Things continuum
@article{torres2021distributedinference,title={An open source framework based on Kafka-ML for Distributed DNN inference over the Cloud-to-Things continuum},author={Torres, D. R. and Mart{\'i}n, C. and Rubio, B. and D{\'i}az, M.},journal={Journal of Systems Architecture},volume={118},pages={102214},year={2021},doi={10.1016/j.sysarc.2021.102214},}
Journal
Managing and Deploying Distributed and Deep Neural Models through Kafka-ML in the Cloud-to-Things Continuum
@article{carnero2021kafkamlmodels,title={Managing and Deploying Distributed and Deep Neural Models through Kafka-ML in the Cloud-to-Things Continuum},author={Carnero, A. and Mart{\'i}n, C. and Torres, D. R. and Garrido, D. and D{\'i}az, M. and Rubio, B.},journal={IEEE Access},volume={9},pages={125478--125495},year={2021},doi={10.1109/ACCESS.2021.3110291},}
Conference
Vibration analysis of a wind turbine gearbox for off-cloud health monitoring through neuromorphic-computing
@inproceedings{zarrin2021vibration,title={Vibration analysis of a wind turbine gearbox for off-cloud health monitoring through neuromorphic-computing},author={Zarrin, P. S. and Mart{\'i}n, C. and Langendoerfer, P. and Wenger, C. and D{\'i}az, M.},booktitle={2021 IEEE 47th Annual Conference of the Industrial Electronics Society (IECON)},year={2021},doi={10.1109/IECON48115.2021.9589879},}
Revisión de tecnologías habilitadoras para el control biológico y de plagas en el sector hortofrutícola
@book{martin2021biocontrolreview,title={Revisi{\'o}n de tecnolog{\'i}as habilitadoras para el control biol{\'o}gico y de plagas en el sector hortofrut{\'i}cola},author={Mart{\'i}n, C. and Llopis, L. and Rubio, B. and D{\'i}az, M. and D{\'i}az, F.},publisher={Universidade da Coru{\~n}a, Servizo de Publicaci{\'o}ns},year={2021},doi={10.17979/spudc.9788497498043.744},}
Conference
Peer Review as a Tool for Telecommunication Studies Teaching During COVID
A. Muñoz, R. Moreno-Sáez, S. Fortes, and 2 more authors
In 3rd World Conference on Education and Teaching, 2021
@inproceedings{munoz2021peerreviewteaching,title={Peer Review as a Tool for Telecommunication Studies Teaching During COVID},author={Mu{\~n}oz, A. and Moreno-S{\'a}ez, R. and Fortes, S. and Serrano-Aguilera, J. J. and others},booktitle={3rd World Conference on Education and Teaching},year={2021},}
Conference
An Application of Peer Review and Project-Based Learning with the Aim of Boosting Students’ Employability
C. Martín, A. Muñoz, A. Tocino, and 2 more authors
In 4th International Academic Conference on Education, Teaching and Learning, 2021
@inproceedings{martin2021peerreviewprojects,title={An Application of Peer Review and Project-Based Learning with the Aim of Boosting Students' Employability},author={Mart{\'i}n, C. and Mu{\~n}oz, A. and Tocino, A. and Moreno-S{\'a}ez, R. and Fortes, S.},booktitle={4th International Academic Conference on Education, Teaching and Learning},year={2021},}
2020
Journal
A Low-Cost IoT Device to Monitor in Real-Time Wine Alcoholic Fermentation Evolution Through CO2 Emissions
E. Cañete-Carmona, J. J. Gallego-Martinez, C. Martin, and 2 more authors
@article{canete2020wineiot,title={A Low-Cost IoT Device to Monitor in Real-Time Wine Alcoholic Fermentation Evolution Through CO2 Emissions},author={Ca{\~n}ete-Carmona, E. and Gallego-Martinez, J. J. and Martin, C. and Brox, M. and others},journal={IEEE Sensors Journal},volume={20},number={12},pages={6692--6700},year={2020},doi={10.1109/JSEN.2020.2975284},}
Arxiv
Providing reliability and auditability to the IoT LwM2M protocol through Blockchain
@misc{martin2020lw2mblockchain,title={Providing reliability and auditability to the IoT LwM2M protocol through Blockchain},author={Mart{\'i}n, C. and Alba, I. and Trillo, J. and Soler, E. and Rubio, B. and D{\'i}az, M.},year={2020},note={arXiv:2008.06694},doi={10.48550/arXiv.2008.06694},}
Conference
FogPi: A Portable Fog Infrastructure through Raspberry Pis
@inproceedings{martin2020fogpi,title={FogPi: A Portable Fog Infrastructure through Raspberry Pis},author={Mart{\'i}n, C. and Torres, D. R. and D{\'i}az, M. and Rubio, B.},booktitle={9th Mediterranean Conference on Embedded Computing (MECO 2020)},year={2020},doi={10.1109/MECO49872.2020.9134320},}
2019
Conference
From the Edge to the Cloud: Enabling Reliable IoT Applications
@inproceedings{martin2019edgecloud,title={From the Edge to the Cloud: Enabling Reliable IoT Applications},author={Mart{\'i}n, C. and Garrido, D. and D{\'i}az, M. and Rubio, B.},booktitle={7th International Conference on Future Internet of Things and Cloud},year={2019},doi={10.1109/FICLOUD.2019.00011},}
2018
Journal
On blockchain and its integration with IoT: Challenges and opportunities
@article{reyna2018blockchain,title={On blockchain and its integration with IoT: Challenges and opportunities},author={Reyna, A. and Mart{\'i}n, C. and Chen, J. and Soler, E. and D{\'i}az, M.},journal={Future Generation Computer Systems},volume={88},pages={173--190},year={2018},doi={10.1016/j.future.2018.05.046},}
Conference
An edge computing architecture in the Internet of Things
C. M. Fernández, M. D. Rodríguez, and B. R. Muñoz
In 2018 IEEE 21st International Symposium on Real-Time Distributed Computing, 2018
@inproceedings{fernandez2018edgecomputing,title={An edge computing architecture in the Internet of Things},author={Fern{\'a}ndez, C. M. and Rodr{\'i}guez, M. D. and Mu{\~n}oz, B. R.},booktitle={2018 IEEE 21st International Symposium on Real-Time Distributed Computing},year={2018},doi={10.1109/ISORC.2018.00021},}
Journal
Smart Winery: A Real-Time Monitoring System for Structural Health and Ullage in Fino Style Wine Casks
@article{canete2018smartwinery,title={Smart Winery: A Real-Time Monitoring System for Structural Health and Ullage in Fino Style Wine Casks},author={Ca{\~n}ete, E. and Chen, J. and Mart{\'i}n, C. and Rubio, B.},journal={Sensors},volume={18},number={3},pages={803},year={2018},doi={10.3390/s18030803},}
Journal
Appdaptivity: An internet of things device-decoupled system for portable applications in changing contexts
@article{martin2018appdaptivity,title={Appdaptivity: An internet of things device-decoupled system for portable applications in changing contexts},author={Mart{\'i}n, C. and Hoebeke, J. and Rossey, J. and D{\'i}az, M. and Rubio, B. and Van den Abeele, F.},journal={Sensors},volume={18},number={5},pages={1345},year={2018},doi={10.3390/s18051345},}
Integrados: Facilitating the adoption of the Internet of Things through the integration of technologies
@misc{martin2018integrados,title={Integrados: Facilitating the adoption of the Internet of Things through the integration of technologies},author={Mart{\'i}n Fern{\'a}ndez, C.},year={2018},}
2017
Journal
Run-time deployment and management of CoAP resources for the Internet of Things
@article{martin2017coapdeployment,title={Run-time deployment and management of CoAP resources for the Internet of Things},author={Mart{\'i}n, C. and D{\'i}az, M. and Rubio, B.},journal={International Journal of Distributed Sensor Networks},volume={13},number={3},year={2017},doi={10.1177/1550147717698969},}
Conference
SocICoAP: Social Interaction with Supplementary Sensors and Actuators through CoAP in Smartphones
@inproceedings{martin2017socicoap,title={SocICoAP: Social Interaction with Supplementary Sensors and Actuators through CoAP in Smartphones},author={Mart{\'i}n, C. and Chen, J. and D{\'i}az, M. and Reyna, A. and Rubio, B.},booktitle={2017 IEEE 41st Annual Computer Software and Applications Conference (COMPSAC)},year={2017},}
2016
Journal
State-of-the-art, challenges, and open issues in the integration of Internet of Things and cloud computing
@article{diaz2016iotcloud,title={State-of-the-art, challenges, and open issues in the integration of Internet of Things and cloud computing},author={D{\'i}az, M. and Mart{\'i}n, C. and Rubio, B.},journal={Journal of Network and Computer Applications},volume={67},pages={99--117},year={2016},doi={10.1016/j.jnca.2016.01.010},}
Lambda-CoAP: An Internet of Things and Cloud Computing Integration Based on the Lambda Architecture and CoAP
@incollection{diaz2016lambdacoap,title={Lambda-CoAP: An Internet of Things and Cloud Computing Integration Based on the Lambda Architecture and CoAP},author={D{\'i}az, M. and Mart{\'i}n, C. and Rubio, B.},booktitle={Collaborative Computing: Networking, Applications, and Worksharing},volume={163},pages={195--206},year={2016},doi={10.1007/978-3-319-28910-6_18},}
