Creating and sharing knowledge for telecommunications

IT Member Profile

... Mário Luis Pinto Antunes

Researcher

Mário Antunes

Academic position: Assistant Professor
Joining date: 01-09-2011
Roles in IT: Researcher
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

Alternative Personal Web Page

CienciaID
http://www.cienciavitae.pt/5A12-C626-EC54

ORCID iD
https://www.orcid.org/0000-0002-6504-9441

RESEARCHER IDSCOPUSSCHOLARLinkedIn

Scientific Achievements

  • PhD, Universidade de Aveiro, 06-12-2018
  • Universidade de Aveiro, 01-01-2023, Professor
  • Instituto de Telecomunicações, 15-09-2011, Professor
6Supervision of MSc theses
As Co-supervisor
24Papers in Journals
Early Access
  • 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, November, 2022 | Full text (PDF 3 MBs) | BibTex
Published
  • 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. 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
  • T. Estro,, M. Antunes, P. Bhandari, A. Gandhi, G. Kuenning, Y. Liu, C. Waldspurger, A. Wildani, E. Zadok, Accelerating multi-tier storage cache simulations using knee detection, Performance Evaluation, Vol. 164, No. 0, pp. 102410 - 102410, May, 2024 | BibTex
  • P.S André, M.R. Ferreira, S Correia, L Fu, M. Antunes, P. Georgieva, Predicting the efficiency of luminescent solar concentrators for solar energy harvesting using machine learning, Scientific Reports, Vol. 14, No. 1, pp. 4160 - 4160, February, 2024 | BibTex
  • M.R. Ferreira, S Correia, L Fu, P. Georgieva, M. Antunes, P.S André, A comprehensive dataset of photonic features on spectral converters for energy harvesting, Scientific data, Vol. 11, No. 1, pp. 1 - 13, January, 2024 | Full text (PDF 1 MB) | 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
  • J. Meira, G. Matos, A. Perdigão, J. Cação, C. Resende, W. Moreira Moreira, M. Antunes, J. Quevedo, R. Moutinho, J. Oliveira, P. Rendeiro, P. Oliveira, A. Olveira-Jr, J. S. Santos, R. Aguiar, Industrial Internet of Things over 5G: A Practical Implementation, Sensors, Vol. 23, No. 11, pp. 5199 - 5199, May, 2023,
    | Abstract     | BibTex
  • M. Santos, M. Antunes, D.Gomes Gomes, R. Aguiar, Home Comfort Dataset: Acquired from SGH, Data, Vol. 8, No. 3, pp. 58 - 58, March, 2023 | Full text (PDF 1 MB) | BibTex
  • LM Contreras, M. Antunes, Modular architecture providing convergent and ubiquitous intelligent connectivity for networks beyond 2030, itu journal: ict discoveries, Vol. 3, No. 3, pp. 693 - 709, December, 2022 | Full text (PDF 1 MB) | BibTex
  • P. Gonçalves, M. Antunes, W. Xavier, A. Monteiro, Flock Nocturnal Activity: Is There a Rotative Guard?, Applied Sciences, Vol. 12, No. 22, pp. 11563 - 11563, November, 2022,
    | Abstract     | BibTex
  • S. F. Fernandes, M. Antunes, D.Gomes Gomes, R. Aguiar, Misalignment problem in matrix decomposition with missing values, Machine Learning, Vol. 110, No. 11, pp. 3157 - 3175, December, 2021 | Full text (PDF 3 MBs) | BibTex
  • M. Antunes, A. Santiago, S Manso, DDR Regateiro, JP Barraca, D.Gomes Gomes, R. Aguiar, Building an IoT Platform Based on Service Containerisation, Sensors, Vol. 21, No. 19, pp. 6688 - 6688, October, 2021 | Full text (PDF 1 MB) | BibTex
  • L. Nóbrega, P. Gonçalves, M. Antunes, D. Corujo, Assessing sheep behaviour through low-power microcontrollers in smart agriculture scenarios, Computers and Electronics in Agriculture, Vol. 173, No. 105444, pp. 1 - 11, June, 2020 | Full text (PDF 1 MB) | BibTex
  • C. Fernandes, M. Antunes, A. Santiago, JP Barraca, D.Gomes Gomes, R. Aguiar, Forecasting Appliances Failures: A Machine-Learning Approach to Predictive Maintenance, Information, Vol. 11, No. 4, pp. 208 - 208, April, 2020,
    | Abstract     | BibTex
  • M. Antunes, D.Gomes Gomes, R. Aguiar, Towards IoT data classification through semantic features, Future Generation Computer Systems, Vol. 0, No. 0, pp. 0 - 0, March, 2018,
    | Abstract     | BibTex
  • R. Jesus, M. Antunes, D.Gomes Gomes, R. Aguiar, Modelling patterns in continuous streams of data, Open Journal of Big Data, Vol. 0, No. 0, pp. 0 - 0, December, 2017,
    | Abstract     | BibTex
  • M. Antunes, JP Barraca, D.Gomes Gomes, R. Aguiar, Smart Cloud of Things: An Evolved IoT Platform for Telco Providers, Journal of Ambient Wireless Communications and Smart Environments, Vol. 1, No. 1, pp. 1 - 24, July, 2016,
    | Abstract     | BibTex
  • J. Quevedo, M. Antunes, D. Corujo, D.Gomes Gomes, R. Aguiar, On the application of contextual IoT service discovery in Information Centric Networks, Computer Communications, Vol. 89-90, No. 1, pp. 117 - 127, March, 2016,
    | Abstract     | Full text (PDF 404 KBs) | BibTex
  • M. Antunes, D.Gomes Gomes, R. Aguiar, Scalable Semantic Aware Context Storage, Future Generation Computer Systems, Vol. 56, No. 1, pp. 675 - 683, March, 2016,
    | Abstract     | Full text (PDF 422 KBs) | BibTex
  • JP Barraca, M. Antunes, D.Gomes Gomes, P. O. Oliveira, R. Aguiar, Smart Cloud of Things: an evolved IoT platform for Telco providers, Journal of Ambient Wireless Communications and Smart Environments, Vol. 1, No. 1, pp. 1 - 30, January, 2015 | BibTex
  • Christopher Lima Lima, M. Antunes, D.Gomes Gomes, R. Aguiar, T. Mota, A Context-Aware Framework for Collaborative Activities in Pervasive Communities, International Journal of Distributed Systems and Technologies, Vol. 5, No. 2, pp. 31 - 43, July, 2014,
    | Abstract     | BibTex
  • J. Cação, M. Antunes, J. Santos Santos, D.Gomes Gomes, Intelligent Assistant for Smart Factory Power Management, Procedia Computer Science, Vol. 232, No., pp. 966 - 979, 2024 | BibTex
40Papers in Conferences
  • 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
  • H. Sousa, R. Gonçalves, M. Antunes, D.Gomes Gomes, Privacy-Preserving Energy Optimisation in Home Automation Systems, FiCloud International Conference on AI, Big Data and Blockchain ABB, Vienna, Austria, August, 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
  • J. Cação, M. Antunes, J. S. Santos, D.Gomes Gomes, Intelligent Assistant for Smart Factory Power Management, International Conference on Industry 4.0 and Smart Manufacturing ISM, Lisbon, Poland, November, 2023,
    | Abstract     | 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
  • J. Corona, M. Antunes, R. Aguiar, Eco-Friendly Intrusion Detection: Evaluating Energy Costs of Learning, IEEE World Forum on Internet of Things WF-IoT, Aveiro, Portugal, October, 2023 | BibTex
  • T. Estro,, M. Antunes, P. Bhandari, A. Gandhi, G. Kuenning, Y. Liu, C. Waldspurger, A. Wildani, E. Zadok, Guiding Simulations of Multi-Tier Storage Caches Using Knee Detection, IEEE International Symposium on the Modeling, Analysis, and Simulation of Computer and Telecommunication Systems MASCOTS, New York, United States, Vol., pp. -, October, 2023,
    | Abstract     | BibTex
  • J. Corona, M. Antunes, J. Quevedo, R. Aguiar, Towards cost estimation of DRL for task scheduling and placement, Inforum - Simpósio de Informática, Porto, Portugal, September, 2023,
    | Abstract     | 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
  • R. S. Santos, R. Alexandre, P. Marques, M. Antunes, JP Barraca, J. Silva, N. Ferreira, Towards improved indoor location with unmodified RFID systems, INSTICC International Conference on Pattern Recognition Applications and Methods ICPRAM, Lisbon, Portugal, Vol., pp. -, February, 2023,
    | Abstract     | BibTex
  • R. Carvalho, M. Antunes, JP Barraca, D.Gomes Gomes, R. Aguiar, Design and Evaluation of a Low-Latency CPC Environment for Virtual IEDs, IEEE International Conf. on Cloud Networking - CloudNet, Paris, France, Vol., pp. -, November, 2022 | BibTex
  • M. Antunes, J. Quevedo, D.Gomes Gomes, R. Aguiar, Improve Contextual IoT service discovery with semantic models, IEEE International Conference on Future Internet of Things and Cloud FICLOUD, Rome, Italy, Vol., pp. -, August, 2022 | BibTex
  • D. Castro, R. Rocha Rocha, M. Antunes, D.Gomes Gomes, R. Aguiar, Root Cause Analysis in 5G/6G Networks, IEEE International Conference on Future Internet of Things and Cloud FICLOUD, Conference online, August, 2021 | BibTex
  • M. Antunes, D.Gomes Gomes, R. Aguiar, Semantic similarity on constraints datasets: A latent approach, IEEE International Conference on Future Internet of Things and Cloud FICLOUD, Conference online, Vol., pp. -, August, 2021 | BibTex
  • E. KilinÇ, S. F. Fernandes, M. Antunes, D.Gomes Gomes, R. Aguiar, Using ML to increase the efficiency of solar energy usage in HVAC, Societal Automation International Conference on Societal Automation SA, Conference online, Vol., pp. -, May, 2021 | BibTex
  • D. Ferreira, M. Antunes, D.Gomes Gomes, R. Aguiar, Applying Reinforcement Learning in Context Limited Environments, IEEE International Conference on Human-Machine Systems (ICHMS), Rome, Italy, September, 2020 | BibTex
  • M. Antunes, H. A. Aguiar, D.Gomes Gomes, R. Aguiar, AL and S Methods: Two Extensions for L-Method, IEEE International Conference on Future Internet of Things and Cloud FICLOUD, Istanbul, Turkey, August, 2019 | BibTex
  • A. Santiago, M. Antunes, JP Barraca, D.Gomes Gomes, R. Aguiar, SCoTv2: Large Scale Data Acquisition, Processing, and Visualization Platform, IEEE International Conference on Future Internet of Things and Cloud FICLOUD, Istanbul, Turkey, August, 2019 | BibTex
  • D.Gomes Gomes, R. Jesus, M. Antunes, P. Georgieva, R. Aguiar, Stream Generation: Markov Chains vs GANs, International Conference on Internet of Things, Big Data and Security IoTDBS, Crete, Greece, June, 2019,
    | Abstract     | BibTex
  • JP Barraca, A. Santiago, M. Antunes, JP Barraca, D.Gomes Gomes, R. Aguiar, Predictive Maintenance System for Efficiency Improvement of Heating Equipment, IEEE BigDataService, Newark, United States, April, 2019,
    | Abstract     | Full text (PDF 237 KBs) | BibTex
  • D.Gomes Gomes, J. Ribeiro, M. Antunes, R. Aguiar, Outlier identification in multivariate time series: boilers case study, International Conference on Time Series and Forecasting (ITISE), Granada, Spain, September, 2018,
    | Abstract     | BibTex
  • M. Antunes, D.Gomes Gomes, R. Aguiar, J. Ribeiro, Knee/Elbow point estimation through thresholding, IEEE International Conference on Future Internet of Things and Cloud FICLOUD, Barcelona, Spain, August, 2018,
    | Abstract     | BibTex
  • M. Antunes, D.Gomes Gomes, R. Aguiar, Knee/Elbow estimation based on first derivative threshold, IEEE BigDataService, Bamberg, Germany, March, 2018,
    | Abstract     | BibTex
  • M. Antunes, D.Gomes Gomes, R. Aguiar, The Impact of Clustering for Learning Semantic Categories, INSTICC Int. Conf. on Internet of Things and Big Data IoTBD, Santa Cruz, Portugal, March, 2018,
    | Abstract     | BibTex
  • M. Antunes, D.Gomes Gomes, JP Barraca, R. Aguiar, Vehicular dataset for road assessment conditions, IEEE International Smart Cities Conference ISC2, Wuxi, China, September, 2017,
    | Abstract     | BibTex
  • M. Antunes, R. Jesus, D.Gomes Gomes, R. Aguiar, Improve IoT/M2M data organization based on stream patterns, IEEE International Conference on Future Internet of Things and Cloud FICLOUD, Prague, Czech Republic, August, 2017,
    | Abstract     | BibTex
  • R. Jesus, M. Antunes, D.Gomes Gomes, R. Aguiar, Extracting Knowledge from Stream Behavioural Patterns, INSTICC Int. Conf. on Internet of Things and Big Data IoTBD, Porto, Portugal, April, 2017,
    | Abstract     | BibTex
  • M. Antunes, D.Gomes Gomes, R. Aguiar, Learning Semantic Features from Web Services, IEEE International Conference on Future Internet of Things and Cloud FICLOUD, Vienna, Austria, August, 2016,
    | Abstract     | BibTex
  • A. Vilaça, M. Antunes, D.Gomes Gomes, TVPulse: detecting TV highlights in Social Networks, Conf. on Telecommunications - ConfTele, Aveiro, Portugal, Vol. NA, pp. NA - NA, September, 2015 | BibTex
  • M. Antunes, D.Gomes Gomes, R. Aguiar, Semantic Features for Context Organization, IEEE International Conference on Future Internet of Things and Cloud FICLOUD, Rome, Italy, August, 2015,
    | Abstract     | BibTex
  • M. Antunes, JP Barraca, D.Gomes Gomes, P. O. Oliveira, R. Aguiar, Unified platform for M2M Telco Providers, International Conf. on Ubiquitous Computing and Ambiente Intelligence, Belfast, United Kingdom, Vol. 0, pp. 0 - 0, December, 2014 | BibTex
  • M. Antunes, JP Barraca, D.Gomes Gomes, R. Aguiar, Unified Platform for M2M Telco Providers, Ubiquitous Computing and Ambient Intelligence. Personalisation and User Adapted Services UCAmI, Belfast, United Kingdom, December, 2014,
    | Abstract     | BibTex
  • M. Antunes, D.Gomes Gomes, R. Aguiar, Semantic-Based Publish/Subscribe for M2M, IEEE International Conference on Cyber-enabled distributed computing and knowledge discovery CyberC 2017, Shanghai, China, October, 2014,
    | Abstract     | BibTex
  • M. Antunes, D.Gomes Gomes, R. Aguiar, Scalable Semantic Aware Context Storage, IEEE International Conference on Future Internet of Things and Cloud FICLOUD, Barcelona, Spain, August, 2014,
    | Abstract     | BibTex
  • M. Antunes, D.Gomes Gomes, R. Aguiar, Context Storage for M2M Scenarios, IEEE International Conference on Communications - ICC, Sidney, Australia, July, 2014,
    | Abstract     | BibTex
  • Christopher Lima Lima, D.Gomes Gomes, M. Antunes, R. Aguiar, A Context- Aware Framework for CSCW Applications in Enterprise Environments, IADIS International Conf. Collaborative Technologies - CT, Prague, Czech Republic, Vol. -, pp. - - -, July, 2013 | BibTex
  • Christopher Lima Lima, D.Gomes Gomes, M. Antunes, R. Aguiar, Social Awareness in Pervasive Communities for Collaborative Work, International Workshop on Applications of Affective Computing in Intelligent Environments - ACIE, Athens, Greece, Vol. -, pp. - - -, July, 2013 | BibTex
  • M. Antunes, D.Gomes Gomes, R. Aguiar, Towards behaviour inference in smart environments, The Conf. on Future Internet Communications - CFIC, Coimbra, Portugal, May, 2013,
    | Abstract     | BibTex
  • Gustavo Pires Pires, M. Antunes, D. Corujo, D.Gomes Gomes, JP Barraca, R. Aguiar, Architecture for orchestration of M2M services, Conf. sobre Redes de Computadores - CRC, Aveiro, Portugal, Vol. -, pp. - - -, November, 2012 | BibTex

Currently running projects1

Acronym Name Funding Agency Start date Ending date
RIGOUROUS Secure Design and Deployment of Trustworthy Continuum Computing 6G Services EU 01-01-2023 31-12-2026

Closed Projects9

Acronym Name Funding Agency Start date Ending date
5GCONTACT CONText-Aware Communications opTimization FCT 04-10-2018 03-02-2021
5Growth 5G-enabled Growth in Vertical Industries EU/H2020 01-06-2019 31-12-2021
NetEdge SI I&DT Copromoção Nr. 069977 - NETEDGE - EDgE computing for end-users of optical Networks P2020 01-12-2020 30-06-2023
SCALE Statistical Characterization of Telecommunications Traffic FCT/POSI 01-01-2001 31-07-2001
SCALE SI I&DT - Projetos em Copromoção Nr. 047210 - Scalable Centralized Grid Protection, Automation and Control P2020 01-01-2021 30-06-2023
SCoT Smart Cloud of Things IP Beja 01-01-2015 01-04-2015
SDRT SI I&DT Copromoção Nr. 070192 - SDRT Health - Software Defined Real-Time Health P2020 04-04-2021 30-06-2023
SGF Sistema de Gestão de Frotas PT Inovação 01-12-2009 01-12-2010
TWIN SI I&DT Copromoção Nr. 069557 - Twin: Plataforma híbrida de aprovisionamento de serviços e comunicações orquestradas para aplicações stateful com requisitos de latência e jitter P2020 31-01-2021 30-06-2023
1Awards
  • R. F. S. Caldeirinha, M. Antunes, SGF - Sistema multi-funcional de gestão de frotas, 2009-2011 Innovation program - PT Inovação, 01-03-2009
1Short Courses and Seminars
  • JP Barraca, D.Gomes Gomes, D. Corujo, O. Pereira, J. Ferreira, M. Antunes, H. Moreira, D. Bartashevich, J. Quevedo, C. Guimarães, BEST 2017 - Internet of Things - Anything, Anywhere, Anytime, Portugal, Aveiro, 09-2017
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