Maria Bermudez-Edo

Associate Professor

University of Granada

A telecoms engineer with extensive international experience in leading ICT firms and organizations, I have collaborated with multidisciplinary and multicultural teams across Europe, Asia, and North America. My core expertise lies in the Internet of Things (IoT), Data Analytics, and the application of IT in business, with a particular focus on Semantics—the subject of my PhD. Open-minded and adaptable, I take a flexible approach to problem-solving and have successfully delivered high-quality results on time in both private and public sector projects. I was a postdoctoral research fellow at the University of Surrey, with extended secondments to UC Berkeley and ETH Zurich, which enhanced my skills in research, teaching, and project management, particularly in the areas of IoT, Future Internet, Data Analytics, and Semantics. At the University of Granada, I earned two MSc degrees and a PhD, all with distinction. Previously, I worked at the European Patent Office and with leading private telecom companies (Siemens and Telefónica), gaining deep knowledge of telecom innovation and expertise in computer science. Currently, I am the Principal Investigator of national and knowledge transfer projects between academia and industry. I serve as Associate Editor for the JCR-indexed journal IJSWIS, board member of BMC MIDM, and as an external expert and project reviewer for AEI (Spain’s National Research Agency), among others.

My Research

Latest Research Highlights

New results published within our OnTheEdge research project:

Modelling time-series data generation with diffusion models for triaxial data. Applied Soft Computing

EEG headbands vs caps: How many electrodes do I need to detect emotions? The case of the MUSE headband. Computers in Biology and Medicine

New results published within our EU LifeWatch-ERIC Smart Ecomountains research project:

Route Optimization in Smart Villages: A Graph Neural Network Approach. IEEE Internet of Things Journal.

Selection of JCR journal papers

Garcia-Moreno, F. M., Rodriguez-Fortiz, M. J., Barnaghi, P., & Bermudez-Edo, M. (2025). Modelling time-series data generation with diffusion models for triaxial data. Applied Soft Computing, 114195, ISSN 1568-4946. JCR: Q1

Durán-López, A., Bolaños-Martinez, D., Almahmoud, Z., Pravin, C., De, S., & Bermudez-Edo, M. (2025). Route Optimization in Smart Villages: A Graph Neural Network Approach. IEEE Internet of Things Journal. JCR: D1

Bolaños-Martinez, D., Durán-López, A., Garrido, J. L., Delgado-Márquez, B., & Bermudez-Edo, M. (2025). SASD: Self-Attention for Small Datasets—A case study in smart villages. Expert Systems with Applications, 126245. JCR: D1

Garcia-Moreno, F. M., Badenes-Sastre, M., Expósito, F., Rodriguez-Fortiz, M. J., & Bermudez-Edo, M. (2025). EEG headbands vs caps: How many electrodes do I need to detect emotions? The case of the MUSE headband. Computers in Biology and Medicine, 184, 109463. JCR: D1

Bolaños-Martinez, D., Bermudez-Edo, M., & Jose Luis Garrido (2024). Predicting Overnights in Smart Villages: The Importance of Context Information. International Journal of Machine Learning and Cybernetics. JCR: Q3

Durán-López, A., Bolaños-Martinez, D., Delgado-Márquez, L., & Bermudez-Edo, M. (2024). RouteRecoverer: A tool to create routes and recover noisy license plate number data. Software Impacts, 20, 100636.

Gungormus, D. B., Garcia-Moreno, F. M., Bermudez-Edo, M., Sánchez-Bermejo, L., Garrido, J. L., Rodríguez-Fórtiz, M. J., & Pérez-Mármol, J. M. (2024). A semi-automatic mHealth system using wearable devices for identifying pain-related parameters in elderly individuals. International Journal of Medical Informatics, 184, 105371. JCR: Q1

Bolaños-Martinez, D., Bermudez-Edo, M., Garrido, J. L., & Delgado-Márquez, B. L. (2024). Spatio-temporal dynamics of vehicles: Fusion of traffic data and context information. Data in brief, 53, 110084.

Bolaños-Martinez, D., Bermudez-Edo, M., & Jose Luis Garrido (2023). Clustering pipeline for vehicle behavior in smart villages. Information Fusion. JCR: D1

Garcia-Moreno, F. M., Bermudez-Edo, M., Pérez-Mármol, J. M., Garrido, J. L., & Rodríguez-Fórtiz, M. J. (2023). Systematic design of health monitoring systems centered on older adults and ADLs. BMC Medical Informatics and Decision Making, 23(Suppl 3), 300. JCR: Q2

De, S., Bermudez-Edo, M., Xu, H., & Cai, Z. (2022). Deep Generative Models in the Industrial Internet of Things: a Survey. IEEE Transactions on Industrial Informatics. JCR: D1

García-Moreno, F. M., Bermudez-Edo, M., Rodríguez-García, E., Pérez-Mármol, J. M., Garrido, J. L., & Rodríguez-Fórtiz, M. J. (2022). A Machine Learning Approach for Semi-automatic Assessment of IADL Dependence in Older Adults with Wearable Sensors. International Journal of Medical Informatics, 104625. JCR: Q1

Martín, J. C. G., Guirado, D., Frattin, E., Bermudez-Edo, M., ... & Muñoz, O. (2021). On the application of scattering matrix measurements to detection and identification of major types of airborne aerosol particles: Volcanic ash, desert dust and pollen. Journal of Quantitative Spectroscopy and Radiative Transfer, 271, 107761. JCR: Q2

Garcia-Moreno, F. M., Bermudez-Edo, M., Garrido, J. L., & Rodríguez-Fórtiz, M. J. (2020). Reducing Response Time in Motor Imagery Using A Headband and Deep Learning. Sensors, 20(23), 6730. JCR: Q1

Elsaleh, T., Enshaeifar, S., Rezvani, R., Acton, S. T., Janeiko, V., & Bermudez-Edo, M. (2020). IoT-Stream: A Lightweight Ontology for Internet of Things Data Streams and Its Use with Data Analytics and Event Detection Services. Sensors, 20(4), 953. JCR: Q1

Garcia-Moreno, F. M., Bermudez-Edo, M., Garrido, J. L., Rodríguez-García, E., Pérez-Mármol, J. M., & Rodríguez-Fórtiz, M. J. (2020). A microservices e-Health system for ecological frailty assessment using wearables. Sensors, 20(12), 3427. JCR: Q1

Şefki Kolozali, Maria Bermudez-Edo, Nazli Faraji Davar, Payam Barnaghi, Feng Gao, Muhammad Intizar Ali, Alessandra Mileo, Marten Fischer, Thorben Iggena, Daniel Kuemper, Ralf Tonjes (2019). Observing the Pulse of a City: A Smart City Framework for Real-time Discovery, Federation, and Aggregation of Data Streams. IEEE Internet of Thing Journal, vol. 6, no. 2, pp. 2651-2668, doi: 10.1109/JIOT.2018.2872606. JCR: D1

Bermudez-Edo, Maria; Barnaghi, Payam; Klaus Moessner. Analysing Real World Data Streams with Spatio-Temporal Correlations: Entropy vs. Pearson Correlation. Automation in Construction 88C (2018) pp. 87-100. JCR: D1

Leyva-de la Hiz, Dante. Hurtado-Torres, Nuria; Bermudez-Edo, María. The Heterogeneity of Levels of Green Innovation by Firms in International Contexts: A Study Based on the Home-Country Institutional Profile. Organization & Environment (O&E). JCR: D1

Bermudez-Edo, Maria; Barnaghi, Payam (2018). Spatio-Temporal Analysis for Smart City Data. WWW2018.

Bermudez-Edo, Maria; Elsaleh, Tarek; Barnaghi, Payam; Taylor, Kerry. 2017. IoT-Lite: A Lightweight Semantic Model for the Internet of Things and its Use with Dynamic Semantic. Personal and Ubiquitous Computing. Springer June 2017, Volume 21, Issue 3, pp 475–487. JCR: Q2

Bermudez-Edo, Maria; Elsaleh, Tarek; Barnaghi, Payam; Taylor, Kerry. 2015. IoT-Lite Ontology. W3C Member Submission. 26 November 2015

Updated version:

Bermudez-Edo, Maria; Hurtado-Torres, N., Ortiz, N. The Influence of International Scope on the Relationship Between Patented Environmental Innovations and Firm Performance. Business and Society 56(2): 357-387, 2017. JCR: Q1

Sergio Ricciardi, Jose Roberto Amazonas, Francesco Palmieri, and Maria Bermudez-Edo, Ambient Intelligence in the Internet of Things. Mobile Information Systems, vol. 2017, Article ID 2878146, 3 pages, 2017. doi:10.1155/2017/2878146. JCR: Q3

Kolozali, S., Puschmann, D., Bermudez-Edo, M., & Barnaghi, P. (2016). On the Effect of Adaptive and Non-Adaptive Analysis of Time-Series Sensory Data. IEEE Internet of Thing Journal. JCR: D1

Barnaghi, Payam; Bermudez-Edo, Maria; Toenjes, Ralf. 2015. Challenges for Quality of Data in Smart Cities. ACM Journal of Data and Information quality.

Bermudez-Edo, M., Hurtado, M. V., Noguera, M., & Hurtado-Torres, N. (2015). Managing technological knowledge of patents: HCOntology, a semantic approach. Computers in Industry. JCR: Q2

Kolozali, Sefki; Bermudez-Edo, Maria; Puschmann, Daniel; Barnaghi, Payam. 2014. A Knowledge-based Approach for Real-Time IoT Data Stream Annotation and Processing. IEEE Internet of Things (iThings), 2014 IEEE International Conference on, and Green Computing and Communications (GreenCom), IEEE and Cyber, Physical and Social Computing(CPSCom). 215-222. JCR: D1

Bermudez-Edo, Maria; Noguera-García, Manuel; Hurtado-Torres, Nuria Esther; Hurtado-Torres, Maria Visitacion; Garrido-Bullejos, José Luis. 2013. Analyzing a firm's international portfolio of technological knowledge: A declarative ontology-based OWL approach for patent documents. Advanced engineering informatics. 27: 358-365. JCR: Q1

Recent International Projects

EU LifeWatch-ERIC Smart Ecomountains: SmartPoqueira.

EU H2020 FIESTA: Federated Interoperable Semantic IoT/cloud Testbeds and Applications.

EU FP7-2012-ICT-FI collaborative Project, FI-Core/FIWARE: Future Internet Core Platform Extension, Availability and Sustainability.

EU FP7 CityPulse: Real-Time IoT Stream Processing and Large-scale Data Analytics for Smart City Applications.

EU FP7 IoT.est: Internet of Things Environment for Service Creation and Testing. Small or medium-scale focused research project (STREP).

EU COST ACTION IC0903 MOVE: knowledge discovery from moving objects.

Sporadic Collaborations on the creation of the ontologies for the EU H2020 IoT-Crawler: a search engine for Internet of Things devices and the project EU H2020 Activage: Multi Centric Large Scale Pilot on Smart Living Environments.

Current/Recent National/Regional/Local Projects (Principal Investigator - PI)

NATIONAL (PI). PID2023 OnTheEdge: A Health Platform with services on the continuum computing to detect stress and anxiety in the elderly.
OnTheEdge is a research project funded by the Spanish Ministry of Science and Innovation (Agencia Estatal de Investigación) and the ERDF from EU. Project ref. PID2023-149185OB-I00

REGIONAL (CO-PI). C-SEJ-128-UGR23 SmartMountains: Analysis and management of mobility in national mountain parks: use of machine learning for sustainability against climate change.
SmartMountains is a research project funded by FEDER (EU). Project ref. C-SEJ-128-UGR23

LOCAL (PI). PP2023 Dy-MIoT-Health: A dynamic Internet of Things (IoT) platform for edge computing.
Dy-MIoT-Health is a research project funded by the University of Granada. PP2023.PP.63

NATIONAL (CO-PI). PID2019 MIoT-Health: Microservice-oriented design of IoT systems for a holistic and ecological assessment in eHealth - A case study of active and healthy ageing.
MIoT-Health is a research project funded by the Spanish Ministry of Science and Innovation (Agencia Estatal de Investigación). Project ref. PID2019-109644RB-I00

Teaching This Year

Master degree, undergraduate IS at University of Granada

Master Degree

Ubiquitous Computing (IoT)
Semantic Web
Project Management
e-Commerce

Undergraduate

Object Oriented Programming

Seminars

Internet of Things
Smart Cities
Online Booking Engine

Teaching in Previous Years

Some of the topics I taught during my career:

Multidimensional Databases
Distributed Computing
Computer Networks
Data Transmission
Software foundations
Distributed Databases
Business Information Systems
Network Management
etc...

PhD Supervisions

Tarek Elsaleh University of Surrey Semantic Data Management for Dynamic Internet of Things (IoT) Services

Fran García-Moreno Universidad de Granada Diseño de un sistema basado en tecnologías móviles, wearables y análisis de datos para promover el envejecimiento activo en mayores

Daniel Bolaños Martinez Universidad de Granada Tourism management in smart villages: development of a methodology with sensors and machine learning

Editorial Services and Conferences

Associate Editor International Journal on Semantic Web and Information Systems (IJSWIS) JCR: Q1 2015-on going

Editorial Board Member BMC Medical Informatics and Decision Making JCR: Q2 2025-on going

I has served on the Technical Program Committees of numerous international conferences, among others including The ACM Web Conference (CORE A*, since 2018) and International Semantic Web Conference (ISWC) (CORE A, since 2018). I has also served as Guest Editor for JCR-indexed journals. I has additionally been invited as a keynote speaker at international venues and has received awards for best paper at selected conferences.

External Expert Evaluator

I serve as an external expert evaluator for research projects funded by the Agencia Estatal de Investigación (AEI), regional research funding agencies, and other national and international evaluation bodies. I have also served as an external evaluator for academic and teaching programmes at AQU Catalunya, as well as in selection and assessment processes related to ministerial scientific advisors.