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Marta Fernandes has a Master's degree in Computer Science, with a specialization in Knowledge-based and Decision Support technologies, and is currently a PhD student at the University of Salamanca, Spain. Her PhD work, which is supported by a PhD Scholarship from the Fundação para a Ciência e Tecnologia (FCT), focuses on 'Data Stream Learning for Predictive Maintenance' and is being undertaken at the Research Group on Intelligent Engineering and Computing for Advanced Innovation and Development (GECAD), located in the Instituto Superior de Engenharia do Porto (ISEP / P.Porto). She has been involved in Artificial Intelligence R&D projects, particularly in the field of Ambient Intelligence, for about 8 years, with participation in 2 international and 4 national projects. Marta Fernandes has gained experience developing different intelligent systems using varied AI techniques, focusing, in the last few years, on Data Science and Machine Learning. She worked in a project about adaptive educational systems, where she researched and implemented one of the system's main models (adaptation model), used natural language processing to process answers to open-ended questions, and developed a learning object recommendation module using Fuzzy Logic. She was also part of a research team working on Intelligent Scheduling Systems, after which she worked for a UK-based startup as a Data Scientist. Since 2016, Marta Fernandes has participated in projects related to Predictive Maintenance, where she uses Machine Learning models and Big Data technologies to uncover new knowledge about the operation and maintenance of industrial equipment. Marta Fernandes has also published several research papers and reports, and has been involved in the preparation of funding proposals.
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Identification

Personal identification

Full name
Marta Fernandes

Citation names

  • Fernandes, Marta

Author identifiers

Ciência ID
3D15-A882-8828
ORCID iD
0000-0002-9419-7750
Google Scholar ID
https://scholar.google.pt/citations?user=1rKgW04AAAAJ&hl=en
Researcher Id
M-2769-2017
Scopus Author Id
57194689121

Knowledge fields

  • Exact Sciences - Computer and Information Sciences

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) Upper intermediate (B2) Beginner (A1) Beginner (A1) Beginner (A1)
French Beginner (A1) Upper intermediate (B2) Beginner (A1) Elementary (A2) Beginner (A1)
Education
Degree Classification
2019 - 2023
Ongoing
 PhD in Computer Engineering (Doutoramento)
Major in Inteligent Systems
Universidad de Salamanca, Spain
"Data Stream Learning for Predictive Maintenance" (THESIS/DISSERTATION)
2019/04/01 - 2019/04/30
Concluded
 PhD Research Stay (Outros)
Universidade da Coruña, Spain
2015
Concluded
 Master's degree in Informatics Engineering (Mestrado)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
"Providing Adaptation for an Adaptive Hypermedia System" (THESIS/DISSERTATION)
 17
2010
Concluded
 Bachelor's degree in Informatics Engineering (Licenciatura)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
 14
Affiliation

Science

Category
Host institution 		Employer
2016/11/01 - 2018/12/31 Researcher (Research) Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
2010/05/01 - 2014/01/31 Researcher (Research) Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2020/10 - 2021/03 Invited Assistant (Polytechnic Teacher) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2019/09 - 2020/02 Invited Assistant (Polytechnic Teacher) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2018/09 - 2019/02 Invited Assistant (Polytechnic Teacher) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2017/09 - 2018/02 Invited Assistant (Polytechnic Teacher) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal

Others

Category
Host institution 		Employer
2015/06/01 - 2016/01/31 Lead Data Science Developer (remote) DataAI, United Kingdom
Projects

Contract

Designation Funders
2019/07/01 - Current PIANiSM - Manutenção preditiva e prescritiva para Fábricas Inteligentes
ANI|P2020 40125
PhD Student Fellow
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
Agência Nacional de Inovação SA
Ongoing
2019/01/07 - Current PIANiSM - Predictive and Prescriptive Automation Smart Manufacturing
ITEA-17008
PhD Student Fellow
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
Ongoing
2016/11/01 - 2018/12/31 InValue – Industrial Enterprise Asset Value Enablers
ITEA-13015
Research Fellow
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
Concluded
2016/11/01 - 2018/12/31 INVALUE - Plataforma de Serviços de Ecoeficiência e Manutenção Preventiva Industrial
ANI|P2020 17990
Research Fellow
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
Agência Nacional de Inovação SA
Concluded
2013/11/01 - 2014/01/31 ADSyS - Adaptive Decision Support System for Interactive Scheduling with MetaCognition and User Modelling Experience
PTDC/EME - GIN/109956/2009
Research Fellow
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2013/05/01 - 2013/10/30 ADSyS - Adaptive Decision Support System for Interactive Scheduling with MetaCognition and User Modelling Experience
PTDC/EME-GIN/109956/2009
Research Fellow
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2010/05/01 - 2013/04/30 PCMAT - Mathematics Collaborative Learning Platform
PTDC/CPE-CED/108339/2008
Research Fellow
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
Outputs

Publications

Book chapter
  1. Marta Fernandes; Alda Canito; Juan Manuel Corchado; Goreti Marreiros. "Fault Detection Mechanism of a Predictive Maintenance System Based on Autoregressive Integrated Moving Average Models". In Distributed Computing and Artificial Intelligence, 16th International Conference (DCAI 2019) Advances in Intelligent Systems and Computing, 171-180. Springer, 2020.
    Published • 10.1007/978-3-030-23887-2_20
  2. Alda Canito; Marta Fernandes; Luís Conceição; Isabel Praça; Goreti Marreiros. "A Big Data Platform for Industrial Enterprise Asset Value Enablers". In Distributed Computing and Artificial Intelligence, 15th International Conference (DCAI 2018). Advances in Intelligent Systems and Computing, 145-154. Springer, 2019.
    Published • 10.1007/978-3-319-94649-8_18
  3. Marta Fernandes; Alda Canito; Verónica Bolón; Luís Conceição; Isabel Praça; Goreti Marreiros. "Predictive Maintenance in the Metallurgical Industry: Data Analysis and Feature Selection". In Trends and Advances in Information Systems and Technologies (WorldCIST'18). Advances in Intelligent Systems and Computing, 478-489. Springer, 2018.
    Published • 10.1007/978-3-319-77703-0_47
  4. Canito, A.; Fernandes, M.; Conceição, L.; Praça, I.; Santos, M.; Rato, R.; Cardeal, G.; Leiras, F.; Marreiros, G.. "An architecture for proactive maintenance in the machinery industry". In Ambient Intelligence– Software and Applications – 8th International Symposium on Ambient Intelligence (ISAmI 2017). Advances in Intelligent Systems and Computing, 254-262. Springer, 2017.
    Published • 10.1007/978-3-319-61118-1_31
  5. Martins, C.; Faria, L.; Fernandes, M.; Couto, P.; Bastos, C.; Carrapatoso, E.. "PCMAT - mathematics collaborative educational system". In Intelligent and Adaptive Educational-Learning Systems. Smart Innovation, Systems and Technologies, 183-212. Springer, 2013.
    Published • 10.1007/978-3-642-30171-1_8
  6. Couto, Paulo; Martins, Constantino; Faria, Luiz; Fernandes, Marta; Carrapatoso, Eurico. "PCMAT Metadata Authoring Tool". In Computational Intelligence and Decision Making. Intelligent Systems, Control and Automation: Science and Engineering, 355-363. Springer, 2013.
    Published • 10.1007/978-94-007-4722-7_33
  7. Fernandes, M.; Martins, C.; Faria, L.; Couto, P.; Valente, C.; Bastos, C.; Costa, F.; Carrapatoso, E.. "Adaptation model for PCMAT - Mathematics collaborative learning platform". In Highlights on Practical Applications of Agents and Multi-Agent Systems. Advances in Intelligent and Soft Computing, 95-102. Springer, 2012.
    Published • 10.1007/978-3-642-28762-6_12
  8. Martins, C.; Couto, P.; Fernandes, M.; Bastos, C.; Lobo, C.; Faria, L.; Carrapatoso, E.. "PCMAT - Mathematics collaborative learning platform". In Highlights in Practical Applications of Agents and Multiagent Systems. Advances in Intelligent and Soft Computing, 93-100. Springer, 2011.
    Published • 10.1007/978-3-642-19917-2_12
Conference paper
  1. Fernandes, Marta; Paulo Couto; Martins, Constantino; Faria, Luiz. "Content Adaptation for an Adaptive Hypermedia System". Paper presented in INTELLI 2013, Veneza, 2013.
    Published
  2. Couto, Paulo; Fernandes, Marta; Martins, Constantino; Luiz, Faria. "PCMAT, an adaptive learning platform". Paper presented in ICIPT 2013: 8th International Conference on Information Processing, Management and Intelligent Information Technology (ICIPM, ICIIP), Seoul, 2013.
    Published
  3. Fernandes, Marta; Couto, Paulo; Martins, Constantino; Faria, Luiz; Bastos, Cristina; Costa, Fátima. "Learning Objects Recommendation in an Adaptive Educational Hypermedia System". Paper presented in EDUTE'12, Porto, 2012.
    Published
Journal article
  1. Marta Fernandes; Alda Canito; Verónica Bolón-Canedo; Luís Conceição; Isabel Praça; Goreti Marreiros. "Data analysis and feature selection for predictive maintenance: A case-study in the metallurgic industry". International Journal of Information Management 46 (2019): 252-262.
    10.1016/j.ijinfomgt.2018.10.006
Thesis / Dissertation
  1. Fernandes, Marta. "Providing Adaptation for an Adaptive Hypermedia System". Master, Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, 2015.
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2019/06/26 Fault detection mechanism of a predictive maintenance system based on autoregressive integrated moving average models 16th International Conference on Distributed Computing and Artificial Intelligence (DCAI 2019)
(Ávila, Spain)
2018/06/20 A Big Data Platform for Industrial Enterprise Asset Value Enablers 15th International Conference on Distributed Computing and Artificial Intelligence (DCAI 2018)
(Toledo, Spain)
2013/04/21 Content adaptation for an adaptive hypermedia system 2nd International Conference on Intelligent Systems and Applications (INTELLI 2013)
(Veneza, Italy)
2012/03/28 Adaptation Model for PCMAT – Mathematics Collaborative Learning Platform 10th International Conference on Practical Applications of Agents and Multi-Agent Systems (PAAMS'12)
(Salamanca, Spain)
2011/04/06 PCMAT – Mathematics Collaborative Learning Platform 9th International Conference on Practical Applications of Agents and Multi-Agent Systems (PAAMS'11)
(Salamanca, Spain)

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2020/10 - Current Serviço de deteção e previsão de falhas para manutenção preditiva
Co-supervisor
 Engenharia Informática (Master)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2020/10 - Current Serviço Preditivo para Limpeza e Tratamento de Rolhas de Cortiça
Co-supervisor
 Engenharia Informática (Master)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2020/02 - 2020/10 Plataforma para Parametrização e Comparação de Algoritmos de Machine Learning no âmbito da Manutenção Preditiva
Co-supervisor
 Engenharia Informática (Degree)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2019/02 - 2019/10 Plataforma para processamento de streams de dados
Co-supervisor
 Engenharia Informática (Degree)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2019/02 - 2019/06 Plataforma para análise de dados inteligente no contexto de Manutenção Preditiva
Co-supervisor
 Engenharia Informática (Degree)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2017/02 - 2017/11 Manutenção Preditiva
Co-supervisor
 Engenharia Informática (Degree)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal

Conference scientific committee

Conference name Conference host
2019/03 - 2019/03 10th International Symposium on Ambient Intelligence
2018/03 - 2018/03 9th International Symposium on Ambient Intelligence
2017 - 2017 The 13th International Conference on Intelligent Environments
2012 - 2012 Society for Information Technology & Teacher Education International Conference

Course / Discipline taught

Academic session Degree Subject (Type) Institution / Organization
2020/10 - 2021/03 Computer Architecture Engenharia Informática (Licenciatura) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2019/09 - 2020/02 Computer Architecture Engenharia Informática (Licenciatura) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2018/09 - 2019/02 Computer Architecture Engenharia Informática (Licenciatura) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2017/09 - 2018/02 Computer Architecture Engenharia Informática (Licenciatura) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
Distinctions

Award

2019 Monetary recognition awarded to the scientific publication "Data analysis and feature selection for predictive maintenance: A case-study in the metallurgic industry"
IACOBUS Program - Scientific Papers, Portugal