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Miguel Fernandes is a PhD student at the Department of Informatics Engineering of the Faculty of Sciences and Technology at the University of Coimbra. He holds a MSc in Informatics Engineering with a specialization in Intelligent Systems from the University of Coimbra. His primary research interests are within the areas of Deep Learning, Federated Learning and Condition-Based Maintenance.
Identification

Personal identification

Full name
Miguel Fernandes

Citation names

  • Fernandes, Miguel

Author identifiers

Ciência ID
7819-D361-EEEA
ORCID iD
0000-0002-7800-6854

Websites

Languages

Language Speaking Reading Writing Listening Peer-review
Portuguese (Mother tongue)
English Proficiency (C2) Proficiency (C2) Proficiency (C2) Proficiency (C2) Proficiency (C2)
Spanish; Castilian Beginner (A1) Beginner (A1) Beginner (A1) Elementary (A2) Beginner (A1)
Education
Degree Classification
2020/12/07 - 2025/08/31
Ongoing
 Doutoramento em Engenharia Informática (Doutoramento)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019/08/26 - 2020/07/23
Concluded
 Mestrado em Engenharia Informática (Mestrado)
Major in Sistemas Inteligentes
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
"Fleet Learning applied to Aircraft Maintenance" (THESIS/DISSERTATION)
 15
2015/09/09 - 2019/07/09
Concluded
 Licenciatura em Engenharia Informática (Licenciatura)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
Affiliation

Science

Category
Host institution 		Employer
2021/03/02 - 2021/08/31 Researcher (Research) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019/06/01 - 2020/06/01 Researcher (Research) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2022/07 - Current Invited Assistant (University Teacher) Universidade de Coimbra, Portugal
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
Projects

Grant

Designation Funders
2021/03/01 - 2022/08/04 KYKLOS 4.0 - An Advanced Circular and Agile Manufacturing Ecosystem based on rapid reconfigurable manufacturing process and individualized consumer preferences
872570
Research Fellow
Universidade de Coimbra Centro de Informatica e Sistemas, Portugal
Ongoing
2020/01/31 - 2020/12/01 REMAP - Real-time Condition-based Maintenance for Adaptive Aircraft Maintenance Planning
769288
Research Fellow
Universidade de Coimbra Centro de Informatica e Sistemas, Portugal
Ongoing
Outputs

Publications

Book chapter
  1. Alberto Cardoso; Joel Oliveira; Domicio Neto; Miguel Fernandes; Lorena Petrella; Jorge Henriques; Paulo Gil; et al. "Technical Components Integration Using APIs for Predictive Maintenance in the Context of Industry 4.0 Digital Transformation". 2023.
    10.1007/978-3-031-42467-0_89
  2. Teresa Salazar; Miguel Fernandes; Helder Araújo; Pedro Henriques Abreu. "FAIR-FATE: Fair Federated Learning with Momentum". 2023.
    10.1007/978-3-031-35995-8_37
Conference paper
  1. Miguel Fernandes; Catarina Silva; Joel Arrais; Alberto Cardoso; Bernardete Ribeiro. "Decay Momentum for Improving Federated Learning". 2021.
    10.14428/esann/2021.es2021-106
  2. Fernandes, Miguel. "Federated Learning Optimization". Paper presented in RECPAD, Aveiro, 2020.
    Published
Newsletter article
  1. Fernandes, Miguel. "Preserving Privacy with Federated Learning for Condition-based Maintenance", ReMAP Articles, 2021, https://h2020-remap.eu/preserving-privacy-with-federated-learning-for-condition-based-maintenance/.
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2022/03/04 Federated Learning for Fleet Management
Collins Aerospace
2021/03/16 Federated Learning
CISUC - Centre for Informatics and Systems of the University of Coimbra (Coimbra, Portugal)
2020/07/15 Federated Analytics
KLM Royal Dutch Airlines (Coimbra, Portugal)

Event participation

Activity description
Type of event 		Event name
Institution / Organization
2018/04/20 - 2018/04/22 Shift APPens is a Hackathon organized by NEI/AAC (Informatics Students Nucleus from Academic Association of Coimbra) and by jeKnowledge (Faculty of Sciences and Technology of University of Coimbra junior company), that brings students and workers from all over the country to the city of Coimbra. Participants have 48 hours to create an application, defending it in a final pitch, in front of a carefully chosen jury.
Call
 Shift Appens