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Identification

Personal identification

Full name
Pedro José Costa de Oliveira

Citation names

  • Oliveira, Pedro

Author identifiers

Ciência ID
7A1C-0C2F-E5BD
ORCID iD
0000-0001-7143-5413

Email addresses

  • poliveira199208@gmail.com (Professional)
  • poliveira199208@gmail.com (Personal)

Telephones

Telephone
  • 913408064 (Personal)

Knowledge fields

  • Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics
  • Exact Sciences - Computer and Information Sciences - Computer Sciences

Languages

Language Speaking Reading Writing Listening Peer-review
Portuguese (Mother tongue)
English Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
Spanish; Castilian Advanced (C1) Advanced (C1) Intermediate (B1) Advanced (C1) Intermediate (B1)
Education
Degree Classification
2021/02/01 - 2024/12/20
Ongoing
 Programa Doutoral em Informática (Curso de doutoramento (conclusão de unidades curriculares))
Universidade do Minho Escola de Engenharia, Portugal
2010/09/20 - 2020/12/11
Concluded
 Engenharia Informática (Mestrado integrado)
Major in Sistemas Inteligentes, Machine Learning
Universidade do Minho Escola de Engenharia, Portugal
 15
2007/09/15 - 2010/07/15
Concluded
 Ciências e Tecnologias (Ensino secundário)
Escola Secundária D. Sancho II, Portugal
Affiliation

Science

Category
Host institution 		Employer
2020/02/01 - Current Researcher (Research) Universidade do Minho Centro ALGORITMI, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2021/09/20 - Current Invited Assistant (University Teacher) Universidade do Minho, Portugal
Universidade do Minho Escola de Engenharia, Portugal
Projects

Grant

Designation Funders
2020/04/01 - Current Predictive and Analytic Models for the Optimization of Multi-municipal Water Systems
DSAIPA/AI/0099/2019
Research Fellow
Universidade do Minho, Portugal
Ongoing

Other

Designation Funders
2019/03/01 - 2019/09/30 Risewise - RISE Women with disabilities in Social Engagement
690874
Researcher
European Union
Concluded
Outputs

Publications

Conference paper
  1. Pedro Oliveira; Maria Salomé Duarte; Paulo Novais. "Applying Anomaly Detection Models in Wastewater Management: A case study of nitrates concentration in the effluent". Paper presented in Ibero-American Conference on Artificial Intelligence, 2022.
    Accepted
  2. Armindo Lobo; Pedro Oliveira; Paulo Sampaio; Paulo Novais. "Cost-sensitive learning and threshold-moving approach to improve industrial lots release process on imbalanced datasets". Paper presented in International Conference on Distributed Computing and Artificial Intelligence (DCAI), 2022.
    Accepted
  3. Pedro Oliveira; Bruno Fernandes; Francisco Aguiar; Maria Alcina Pereira; Paulo Novais. "Evaluating Unidimensional Convolutional Neural Networks to Forecast the Influent pH of Wastewater Treatment Plants". Paper presented in 22nd International Conference on Intelligent Data Engineering and Automated Learning (IDEAL), ISBN: 978-3-030-91607-7, 2021.
    Published • 10.1007/978-3-030-91608-4_44
  4. Diogo Gigante; Pedro Oliveira; Bruno Fernandes; Frederico Lopes; Paulo Novais. "Unsupervised Learning Approach for pH Anomaly Detection in Wastewater Treatment Plants". Paper presented in 16th International Conference on Hybrid Artificial Intelligence Systems (HAIS), ISBN: 978-3-030-86270-1, 2021.
    Published • 10.1007/978-3-030-86271-8_49
  5. Carlos Faria; Pedro Oliveira; Bruno Fernandes; Francisco Aguiar; Maria Alcina Pereira; Paulo Novais. "A Tree-Based Approach to Forecast the Total Nitrogen in Wastewater Treatment Plants". Paper presented in 18th International Conference on Distributed Computing and Artificial Intelligence (DCAI), ISBN: 978-3-030-86260-2, 2021.
    Published • 10.1007/978-3-030-86261-9_14
  6. Silva, Carolina; Fernandes, Bruno; Oliveira, Pedro; Novais, Paulo. "Using Machine Learning to Forecast Air and Water Quality". 2021.
    10.5220/0010379312101217
  7. Pedro Oliveira; Bruno Fernandes; Francisco Aguiar; Maria Alcina Pereira; Cesar Analide; Paulo Novais. "A Deep Learning Approach to Forecast the Influent Flow in Wastewater Treatment Plants". Paper presented in 21st International Conference on Intelligent Data Engineering and Automated Learning (IDEAL); ISBN: 978-3-030-62361-6, 2020.
    Published • 10.1007/978-3-030-62362-3_32
  8. Pedro Oliveira; Bruno Fernandes; Cesar Analide; Paulo Novais. "Multi-step ultraviolet index forecasting using long short-term memory networks". Paper presented in 17th International Conference on Distributed Computing and Artificial Intelligence (DCAI), ISBN: 978-3-030-53035-8, 2020.
    Published • 10.1007/978-3-030-53036-5_20
Journal article
  1. Pedro Oliveira; Bruno Fernandes; Cesar Analide; Paulo Novais. "Forecasting Energy Consumption of Wastewater Treatment Plants with a Transfer Learning Approach for Sustainable Cities". Electronics 10 10 (2021): 1149-1149. https://doi.org/10.3390/electronics10101149.
    10.3390/electronics10101149
Thesis / Dissertation
  1. "Conflict Resolution in Clinical Treatments". Master, Universidade do Minho, 2019.
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2022/09/15 Machine and Deep Learning Models for Optimization of Wastewater Treatment Plants
Universidad A Coruña - Campus de Esteiro (Ferrol, Spain)
2021/11/25 Evaluating Unidimensional Convolutional Neural Networks to Forecast the Influent pH of Wastewater Treatment Plants 22nd International Conference on Intelligent Data Engineering and Automated Learning (IDEAL)
(Manchester, United Kingdom)
2021/10/06 A Tree-Based Approach to Forecast the Total Nitrogen in Wastewater Treatment Plants 18th International Conference on Distributed Computing and Artificial Intelligence (DCAI)
(Salamanca, Spain)
2021/09/22 Unsupervised Learning Approach for pH Anomaly Detection in Wastewater Treatment Plants 16th International Conference on Hybrid Artificial Intelligence Systems (HAIS)
(Bilbao, Spain)
2020/11/04 A Deep Learning Approach to Forecast the Influent Flow in Wastewater Treatment Plants 21st Intelligent Data Engineering and Automated Learning (IDEAL)
(Guimarães, Portugal)
2020/10/07 Multi-step ultraviolet index forecasting using long short-term memory networks 17th International Conference on Distributed Computing and Artificial Intelligence (DCAI).
(L'Aquila, Italy)

Event organisation

Event name
Type of event (Role) 		Institution / Organization
2022/01/01 - 2022/04/22 Local Organizing Committee of the 6th International School on Deep Learning. (2022/04/18 - 2022/04/22)
Other (Member of the Organising Committee)
2020/03/01 - 2020/11/06 Local Organizing Committee of the 21st International Conference on Intelligent Data Engineering and Automated Learning (IDEAL). (2020/11/04 - 2020/11/06)
Conference (Member of the Organising Committee)
 Universidade do Minho Centro ALGORITMI, Portugal

Event participation

Activity description
Type of event 		Event name
Institution / Organization
2021/07/28 - 2021/07/28 Applied Artificial Intelligence: PAMWater's Case Study
Seminar
 Applied Artificial Intelligence
Data Science Portugal, Portugal
2021/02/05 - 2021/02/05 Predictive Models in the context of Environmental Pollution
Seminar
 Programa Doutoral MAPi
Universidade do Minho, Portugal
2016/11/17 - 2016/11/19 Participant in the Advanced School on Artificial Intelligence applied to the development of Digital Games.
Congress
 Advanced School on Artificial Intelligence applied to the development of Digital Games
Instituto Politécnico do Cávado e do Ave, Portugal

Association member

Society Organization name Role
2016/01/01 - 2017/07/01 Recreational and Cultural Association of the University of Minho Participation and organization of cultural activities at the University of Minho.

Committee member

Activity description
Role 		Institution / Organization
2020/11/04 - 2020/11/06 Session Chair in the 21st International Conference on Intelligent Data Engineering and Automated Learning (IDEAL)
Member

Course / Discipline taught

Academic session Degree Subject (Type) Institution / Organization
2022/02/01 - 2022/06/30 Laboratórios de Algoritmia I Licenciatura em Ciências da Computação (Licenciatura) Universidade do Minho, Portugal
2022/02/01 - 2022/06/30 Linguagens para Computação Numérica Licenciatura em Física (Licenciatura) Universidade do Minho, Portugal
2022/02/18 - 2022/04/07 Ambientes Inteligentes para a Saúde Mestrado em Engenharia Biomédica (Mestrado) Universidade do Minho, Portugal
2021/09/01 - 2022/02/01 Inteligência Artificial Licenciatura em Engenharia Informática (Licenciatura) Universidade do Minho, Portugal
2021/09/01 - 2022/02/01 Inteligência Artificial em Engenharia Biomédica Licenciatura em Engenharia Biomédica (Licenciatura) Universidade do Minho, Portugal
2020/10/03 - 2020/11/15 Inteligência Ambiente: Tecnologias e Aplicações Mestrado Integrado em Engenharia Informática (Mestrado integrado) Universidade do Minho, Portugal

Scientific expedition

Activity description Institution / Organization
2022/09/06 - 2022/09/06 The mission aimed to strengthen knowledge on the topic of anomaly detection. At the University of A Coruña, I was in direct contact with different specialists in the field, with a robust scientific component published over the last few years. The knowledge acquired during this mission focused on its application within the scope of the project, namely in detecting anomalies in water quality in WWTPs and energy consumption. Universidade da Coruña - Campus de Esteiro, Spain
Distinctions

Award

2022 3rd Best Paper, 17th Ibero-American Conference on Artificial Intelligence (IBERAMIA 2022)
2020 Best Application Paper, 17th International Conference on Distributed Computing and Artificial Intelligence (DCAI)