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Identification

Personal identification

Full name
Eduardo Nuno Almeida

Citation names

  • Almeida, Eduardo Nuno

Author identifiers

Ciência ID
7011-5D57-106A
ORCID iD
0000-0001-9981-9574
Affiliation

Science

Category
Host institution 		Employer
2015/09 - Current Researcher (Research) Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
2015/03 - 2015/07 Research Trainee (Research) Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2021/02 - Current Invited Assistant (University Teacher) Universidade do Porto Faculdade de Engenharia, Portugal
2013/09 - 2015/02 Tutor (University Teacher) Universidade do Porto Faculdade de Engenharia, Portugal
Projects

Contract

Designation Funders
2023/07/01 - Current CONVERGE - Telecommunications and Computer Vision Convergence Tools for Research Infrastructures
101094831
Researcher
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 European Commission
2019/05/01 - 2022/04/30 RESPONDRONE - Novel Integrated Solution of Operating a Fleet of Drones with Multiple Synchronized Missions for Disaster Responses
info:eu-repo/grantAgreement/EC/H2020/833717/EU
Researcher
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 European Commission
Concluded
2020 - 2022 SMART - Self-adaptive Machine Learning Approach for Real-time Tuning of IEEE 802.11 PHY and MAC layers
F4Fp-08-SMART
Researcher
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 Horizon 2020
Concluded
2018 - 2020 CHIC - Cooperative Holistic View on Internet and Content
POCI-01-0247-FEDER-024498
LISBOA-01-0247-FEDER-024498
Researcher
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
 Agência Nacional de Inovação SA
Concluded
2016/06/01 - 2019/05/31 WISE - Redes de Comunicações em Malha formadas por Veículos Aéreos Sensíveis ao Tráfego
PTDC/EEI-TEL/3490/2014
Researcher
Instituto de Engenharia de Sistemas e Computadores, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
Outputs

Publications

Conference paper
  1. Almeida, E.N.; Fontes, H.; Campos, R.; Ricardo, M.. "Position-Based Machine Learning Propagation Loss Model Enabling Fast Digital Twins of Wireless Networks in ns-3". 2023.
    10.1145/3592149.3592150
  2. Friedrich, Max; Lieb, Teemu Joonas; Temme, Annette; Almeida, Eduardo Nuno; Coelho, Andre; Fontes, Helder. "ResponDrone - A Situation Awareness Platform for First Responders". 2022.
    10.1109/dasc55683.2022.9925792
  3. Queiros, Ruben; Almeida, Eduardo Nuno; Fontes, Helder; Ruela, Jose; Campos, Rui. "Wi-Fi Rate Adaptation using a Simple Deep Reinforcement Learning Approach". 2022.
    10.1109/iscc55528.2022.9912784
  4. Almeida, Eduardo Nuno; Campos, Rui; Ricardo, Manuel. "Traffic-Aware UAV Placement using a Generalizable Deep Reinforcement Learning Methodology". 2022.
    10.1109/iscc55528.2022.9912770
  5. Almeida, E.N.; Rushad, M.; Kota, S.R.; Nambiar, A.; Harti, H.L.; Gupta, C.; Waseem, D.; et al. "Machine Learning Based Propagation Loss Module for Enabling Digital Twins of Wireless Networks in ns-3". 2022.
    10.1145/3532577.3532607
  6. Almeida, E.N.; Fernandes, K.; Andrade, F.; Silva, P.; Campos, Rui; Ricardo, M.. "A Machine Learning Based Quality of Service Estimator for Aerial Wireless Networks". 2019.
    10.1109/WiMOB.2019.8923217
  7. Coelho, A.; Almeida, E.N.; Ruela, J.; Campos, Rui; Ricardo, M.. "A Routing Metric for Inter-flow Interference-aware Flying Multi-hop Networks". 2019.
    10.1109/ISCC47284.2019.8969575
  8. Coelho, A.; Almeida, E.N.; Silva, P.; Ruela, J.; Campos, R.; Ricardo, M.. "RedeFINE: Centralized Routing for High-capacity Multi-hop Flying Networks". 2018.
    10.1109/WiMOB.2018.8589098
  9. Almeida, E.N.; Campos, R.; Ricardo, M.. "Traffic-aware multi-tier flying network: Network planning for throughput improvement". 2018.
    10.1109/WCNC.2018.8377408
  10. Almeida, E.N.; Dias, J.. "Implementation of Multi-Hop Routing in Reconfigurable and Adaptive TDMA for Ad Hoc Networks". 2016.
    10.24840/978-972-752-196-8
Journal article
  1. Almeida, E.N.; Coelho, A.; Ruela, J.; Campos, R.; Ricardo, M.; Almeida, Eduardo Nuno; Coelho, André; et al. "Joint traffic-aware UAV placement and predictive routing for aerial networks". Ad Hoc Networks 118 (2021): 102525. http://www.scopus.com/inward/record.url?eid=2-s2.0-85105590470&partnerID=MN8TOARS.
    10.1016/j.adhoc.2021.102525
Preprint
  1. Kamran Shafafi; Eduardo Nuno Almeida; André Coelho; Helder Fontes; Manuel Ricardo; Rui Campos. "UAV-Assisted Wireless Communications: An Experimental Analysis of A2G and G2A Channels". 2023. https://arxiv.org/abs/2303.16986.
    10.48550/ARXIV.2303.16986
Thesis / Dissertation
  1. Eduardo Nuno Moreira Soares de Almeida. "Topology control flying backhaul networks". Master, Universidade do Porto Faculdade de Engenharia, 2015. https://repositorio-aberto.up.pt/handle/10216/90171.

Other

Dataset
  1. Queirós, Rúben; Almeida, Eduardo Nuno; Fontes, Helder; Ruela, José; Campos, Rui. SMART - Self-adaptive Machine Learning Approach for Real-time Tuning of IEEE 802.11 PHY and MAC layers.
    10.5281/ZENODO.6394799
Software
  1. Almeida, Eduardo Nuno. "ML Propagation Loss Model for ns-3". 2022.
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2023/06 Integration of Machine Learning with ns-3: Challenges and Opportunities 2023 Workshop on ns-3
2021/05/04 Apresentações de Trabalhos no OpenDay CTM INESC 2015, 2016 e 2021 OpenDay CTM INESC TEC
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência (Portugal)

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2020 - 2021 Trace-based ns3-gym Reinforcement Learning Environment Framework for Wireless Networks
Co-supervisor
 Engenharia Informática e Computação (Master)
Universidade do Porto Faculdade de Engenharia, Portugal

Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
2018 - 2019 Using Machine Learning to Improve the Performance of Flying Networks
Co-supervisor
 Engenharia Electrotécnica e de Computadores (Master)
Universidade do Porto Faculdade de Engenharia, Portugal

Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
2018/07 - 2018/07 Using Machine Learning to Improve the Performance of Flying Networks
Supervisor
 Estágio de Verão INESC TEC (Other)
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
2017 - 2018 Joint User Mobility and Traffic Characterization in Temporary Crowded Events
Co-supervisor
 Engenharia Electrotécnica e de Computadores (Master)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal

Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
2017/07 - 2017/07 Caracterização do Canal Ar-Terra a Baixas Altitudes em Ambiente Urbano
Supervisor
 Estágio de Verão INESC TEC (Other)
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal

Event organisation

Event name
Type of event (Role) 		Institution / Organization
2022/04 - 2022/04 Colaboração na Organização do OpenDay CTM INESC TEC 2017, 2019, 2022 (2022/04 - 2022/04)
Workshop (Member of the Organising Committee)
 Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
2016/05 - 2016/05 Organização do MAP-tele Workshop 2016 (Co-Chair & Communications and Scientific Committees) (2016/05 - 2016/05)
Workshop (Member of the Organising Committee)
 Universidade do Porto Faculdade de Engenharia, Portugal
Distinctions

Award

2023 Best Paper Award & ACM Artifacts Available Badge for paper E. N. Almeida et al., "Position-Based Machine Learning Propagation Loss Model Enabling Fast Digital Twins of Wireless Networks in ns-3", WNS3 2023
2015 Bolsa de mérito UP 2014/2015
Universidade do Porto Faculdade de Engenharia, Portugal
2015 Best Poster Award at 1st Doctoral Congress in Engineering 2015 - Symposium on Electrical and Computer Engineering
Universidade do Porto Faculdade de Engenharia, Portugal
2011 Bolsa de mérito UP 2010/2011
Universidade do Porto Faculdade de Engenharia, Portugal