Rafael Gonçalves Teixeira

Rafael Teixeira

Academic position:	Other
Joining date:	02-02-2022
Roles in IT:	PhD Student
Thematic Line:	Networks and Services
Group:	Telecommunications and Networking – Av

Email: Send Email
Address: IT – Aveiro
Instituto de Telecomunicações
Campus Universitário de Santiago
P-3810-193 AVEIRO - PORTUGAL
Tel: +351 234 377 900
Fax: +351 234 377 901

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Scientific Achievements

Publications

7Papers in Journals

L. A. Almeida, R. Teixeira, G.B. Baldoni, M. Antunes, R. Aguiar, Federated Learning for a Dynamic Edge: A Modular and Resilient Approach, Sensors, Vol. 25, No. 12, pp. 3812 - 3812, June, 2025 | BibTex
R. Teixeira, L. A. Almeida, M. Antunes, D.Gomes Gomes, R. Aguiar, Efficient training: Federated learning cost analysis, Big Data Research, Vol. 40, No., pp. 100510 - 100510, May, 2025 | Full text (PDF 1 MB) | BibTex
R. Teixeira, G.B. Baldoni, M. Antunes, D.Gomes Gomes, R. Aguiar, Leveraging decentralized communication for privacy-preserving federated learning in 6G Networks, Computer Communications, Vol. 233, No., pp. 108072 - 108072, March, 2025 | Full text (PDF 990 KBs) | BibTex
R. Gonçalves, D. M. Magalhães, R. Teixeira, M. Antunes, D.Gomes Gomes, R. Aguiar, Accelerating Energy Forecasting with Data Dimensionality Reduction in a Residential Environment, Energies, Vol. 18, No. 7, pp. 1637 - 1637, March, 2025,
| Abstract | Full text (PDF 1 MB) | BibTex
R. Teixeira, M. Antunes, JP Barraca, D.Gomes Gomes, R. Aguiar, Rethinking security: the resilience of shallow ML models, international journal of data science and analytics, Vol., No., pp. -, October, 2024,
| Abstract | BibTex
R. Teixeira, M. Antunes, D.Gomes Gomes, R. Aguiar, Comparison of Semantic Similarity Models on Constrained Scenarios, Information Systems Frontiers, Vol. 26, No. 4, pp. 1307 - 1330, August, 2024 | Full text (PDF 3 MBs) | BibTex
G.B. Baldoni, R. Teixeira, C. Guimarães, M. Antunes, D.Gomes Gomes, A.C. Corsaro, A Dataflow-Oriented Approach for Machine-Learning-Powered Internet of Things Applications, Electronics, Vol. 12, No. 18, pp. 3940 - 3940, September, 2023,
| Abstract | Full text (PDF 1 MB) | BibTex

6Papers in Conferences

J. Corona, R. Teixeira, M. Antunes, R. Aguiar, Towards cost estimation of DRL for task scheduling and placement, IEEE Eurocon, Gdynia, Poland, June, 2025 | BibTex
R. Teixeira, M. Antunes, D.Gomes Gomes, R. Aguiar, Towards Understanding Device Impact in Heterogeneous Federated Learning, IEEE Latin American Conference on Internet of Things, FORTALEZA, Brazil, Vol., pp. -, April, 2025 | Full text (PDF 177 KBs) | BibTex
R. Teixeira, M. Antunes, JP Barraca, D.Gomes Gomes, R. Aguiar, Rethinking Security: The Resilience of Shallow ML Models (Extended Abstract), IEEE IEEE International Conference on Data Science and Advanced Analytics DSAA, San Diego, United States, Vol., pp. -, October, 2024,
| Abstract | BibTex
L. A. Almeida, P. Rodrigues, R. Teixeira, M. Antunes, R. Aguiar, Privacy-Preserving Defense: Intrusion Detection in IoT using Federated Learning, IEEE Mediterranean Electrotechnical Conference - MELECON, Porto, Portugal, Vol., pp. -, June, 2024 | BibTex
R. Teixeira, M. Antunes, R. Sobral, J. Martins, D.Gomes Gomes, R. Aguiar, Exploring the Intricacies of Neural Network Optimization, International Conference on Discovery Science DS, Porto, Portugal, Vol., pp. -, October, 2023 | BibTex
R. Teixeira, M. Antunes, D.Gomes Gomes, R. Aguiar, The learning costs of Federated Learning in constrained scenarios, International Conf. on Future Internet of Things and Cloud - FiCloud, Marrakesh, Morocco, Vol., pp. -, August, 2023,
| Abstract | BibTex

Projects

Currently running projects2

Acronym	Name	Funding Agency	Start date	Ending date
EXIGENCE	Devise & explore a novel approach for energy consumption and carbon footprint reduction of ICT services in the era of next-generation mobile telecommunications (6G)	Horizon Europe	01-01-2024	30-06-2026
Route25	Route 25: Agenda for Autonomous, Intelligent, Interoperable and Inclusive Mobility	IAPMEI	01-10-2022	30-09-2025

Related UN SDG

Activities from this researcher fall under the following United Nations Strategic Development Goals (SDGs):

IT Member Profile

Rafael Teixeira

Scientific Achievements

Currently running projects2