Identification
Personal identification
- Full name
- Bruno Filipe Martins Fernandes
Citation names
- Fernandes, Bruno
Author identifiers
- Ciência ID
- AD15-4469-46BF
- ORCID iD
- 0000-0003-1561-2897
- Google Scholar ID
- BNj_fxEAAAAJ
- Researcher Id
- AGZ-3844-2022
- Scopus Author Id
- 57193948100
Email addresses
- bruno.fernandes@algoritmi.uminho.pt (Professional)
Websites
- https://www.linkedin.com/in/brunofernandescv/ (Social media)
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 | Proficiency (C2) | Proficiency (C2) | Proficiency (C2) | Proficiency (C2) | Proficiency (C2) |
English | Proficiency (C2) | Proficiency (C2) | Proficiency (C2) | Proficiency (C2) | Proficiency (C2) |
French | Intermediate (B1) | Intermediate (B1) | Beginner (A1) | Intermediate (B1) | Beginner (A1) |
Spanish; Castilian | Beginner (A1) | Beginner (A1) | Beginner (A1) | Beginner (A1) | Beginner (A1) |
Education
Degree | Classification | |
---|---|---|
2015/09 - 2021/07
Concluded
|
Programa Doutoral em Informática (Doutoramento)
Major in Inteligência Artificial
Universidade do Minho, Portugal
"The internet of people approach to road safety and vulnerable road users in smart cities" (THESIS/DISSERTATION)
|
Muito Bom por Unanimidade |
2012/09 - 2014/11
Concluded
|
Mestrado em Engenharia Informática (Mestrado)
Major in Engenharia Informática
Universidade do Minho, Portugal
"Handle Default Data with Case-Based Reasoning: an approach to solve Problem Reports" (THESIS/DISSERTATION)
|
19 |
2009/09 - 2012/07
Concluded
|
Licenciatura em Engenharia Informática (Licenciatura)
Major in Engenharia Informática
Universidade do Minho, Portugal
|
15 |
Affiliation
Science
Category Host institution |
Employer | |
---|---|---|
2017/09 - Current | Researcher (Research) | Universidade do Minho Centro ALGORITMI, Portugal |
Teaching in Higher Education
Category Host institution |
Employer | |
---|---|---|
2021/10/01 - Current | Invited Assistant Professor (University Teacher) | Universidade do Minho, Portugal |
2018/10/01 - 2021/09/30 | Invited Assistant (University Teacher) | Universidade do Minho, Portugal |
Others
Category Host institution |
Employer | |
---|---|---|
2021/05 - Current | Fundador e CEO | Pluggable.AI, Portugal |
2013/03 - 2017/09 | Software Developer/Analyst | WeDo Technologies, Portugal |
Projects
Grant
Designation | Funders | |
---|---|---|
2017/10 - 2020/11 | The Internet of People approach to Road Safety and Vulnerable Road Users in Smart Cities
SFRH/BD/130125/2017
PhD Student Fellow
Universidade do Minho Centro ALGORITMI, Portugal
|
Fundação para a Ciência e a Tecnologia
Concluded
|
Contract
Designation | Funders | |
---|---|---|
2020/12/01 - Current | Predictive and Analytic Models for the Optimization of Multi-municipal Water Systems
Researcher
Universidade do Minho Centro ALGORITMI, Portugal
|
Fundação para a Ciência e a Tecnologia
Ongoing
|
2023 - 2026 | Implementação de modelos híbridos para reduzir o impacto do tratamento de águas residuais em cursos de água recetores
2022.06822.PTDC
Researcher
Universidade do Minho Centro ALGORITMI, Portugal
|
Fundação para a Ciência e a Tecnologia
Submitted
|
2023 - 2025 | EngAIge - Disruptive Digital Marketing Systems using Non-Intrusive Artificial Intelligence
2022.06714.PTDC
Principal investigator
Universidade do Minho Centro ALGORITMI, Portugal
|
Fundação para a Ciência e a Tecnologia
Submitted
|
2021 - 2022 | Soluções Integradas e Inovadoras para o bem-estar das pessoas nos centros urbanos complexos
Researcher
Universidade do Minho Centro ALGORITMI, Portugal
|
Comissao de Coordenacao e Desenvolvimento Regional do Norte
Ongoing
|
2019/08 - 2019/09 | Risewise - RISE Women with disabilities In Social Engagement
690874
Researcher
Universidade do Minho, Portugal
|
European Union
Concluded
|
Outputs
Publications
Book chapter |
|
Conference paper |
|
Conference poster |
|
Journal article |
|
Thesis / Dissertation |
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Other
Dataset |
|
Research technique |
|
Spin-off company |
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Activities
Oral presentation
Presentation title | Event name Host (Event location) |
|
---|---|---|
2020 | SafeCity: A platform for Safer and Smarter Cities | 18th International Conference on Practical Applications of Agents and Multi-Agent Systems (PAAMS)
(L'Aquila, Italy)
|
2020 | Multi-step Ultraviolet Index Forecasting using Long Short-Term Memory Networks | 17th International Conference on Distributed Computing and Artificial Intelligence
(L'Aquila, Italy)
|
2020 | A Machine Learning Approach to Boredom Detection using Smartphone's Sensors | 24th European Conference on Artificial Intelligence (ECAI)
(Santiago de Compostela, Spain)
|
2019 | Traffic Flow Forecasting on Data-Scarce Environments Using ARIMA and LSTM Networks | World Conference on Information Systems and Technologies (WorldCIST)
(La Toja Island, Spain)
|
2019 | The internet of people approach to road safety and vulnerable road users in smart cities | 1st Interdisciplinary Summer School on Artificial Intelligence
Vila Nova de Cerveira Municipality (Vila Nova de Cerveira, Portugal)
|
2018 | Towards Road Safety - A Social Perception | Intelligent Systems Conference (IntelliSys)
(Londres, United Kingdom)
|
2017 | Road Safety and Vulnerable Road Users: Internet of People Insights | International Conference on Smart Cities and Green ICT Systems (SMARTGREENS)
University of Porto (Porto, Portugal)
|
2017 | Envisaging the Internet of People: an Approach to the Vulnerable Road Users Problem | International Symposium on Ambient Intelligence (ISAmI)
University of Porto (Porto, Portugal)
|
Supervision
Thesis Title Role |
Degree Subject (Type) Institution / Organization |
|
---|---|---|
2020 - Current | Data science in Football
Co-supervisor
|
Mestrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
2020 - Current | A Dataset Collector from Public APIs
Co-supervisor
|
Mestrado Integrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
2020 - Current | A Deep Learning approach for Short-Term Traffic Flow Forecasting
Co-supervisor
|
Mestrado em Engenharia de Sistemas (Master)
Universidade do Minho, Portugal
|
2019 - Current | A City's Map from People's Feelings - A Recommender System
Co-supervisor
|
Mestrado Integrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
2018 - Current | A Multi-Agent System Blockchain for a Smart City
Co-supervisor
|
Mestrado Integrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
2021 - 2025 | Artificial Intelligence models to forecast optimal trajectories in dynamic environments
Supervisor
|
Programa Doutoral em Informática (PhD)
Universidade do Minho, Portugal
|
2021 - 2022 | Automatic Quantification of Microglial Cells from Brain Images
Co-supervisor
|
Mestrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
2021 - 2022 | Benchmarking Push Notification Cloud Solutions
Co-supervisor
|
Mestrado Integrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
2021 - 2022 | B2B customer segmentation and strategic foresight using AI
Co-supervisor
|
Mestrado em Engenharia de Sistemas (Master)
Universidade do Minho, Portugal
|
2021 - 2022 | Conception and Evaluation of Data Augmentation techniques for Tabular Data
Co-supervisor
|
Mestrado Integrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
2021 - 2022 | Artificial Intelligence applied to the charging infrastructure for Electric Vehicles
Co-supervisor
|
Mestrado Integrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
2020 - 2021 | Cloud-based IoT as a Service
Co-supervisor
|
Mestrado Integrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
2020 - 2021 | A Data Science Approach to Portuguese Road Accidents' Reports
Co-supervisor
|
Mestrado Integrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
2020 - 2021 | A Recommender System for a Web Book Shop
Co-supervisor
|
Mestrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
2019 - 2020 | A Machine Learning Approach to Boredom Detection in Smartphones
Co-supervisor
|
Mestrado Integrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
2019 - 2020 | Using Machine Learning to enhance Environmental Sustainability
Co-supervisor
|
Mestrado em Engenharia de Sistemas (Master)
Universidade do Minho, Portugal
|
2019 - 2020 | Crowd Sensing for Urban Security in Smart Cities
Co-supervisor
|
Mestrado Integrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
2018 - 2019 | Physical and Psychological Health Monitoring Using Mobile Devices
Co-supervisor
|
Mestrado Integrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
2018 - 2019 | Smart City Geofences for Vulnerable Road Users
Co-supervisor
|
Mestrado Integrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
2018 - 2019 | A Machine Learning Approach to the Big Five Personality Test
Co-supervisor
|
Mestrado em Engenharia Informática (Master)
Universidade do Minho, Portugal
|
Event organisation
Event name Type of event (Role) |
Institution / Organization | |
---|---|---|
2020 - 2020 | Local Organizing Committee of the 21st International Conference on Intelligent Data Engineering and Automated Learning. (2020 - 2020)
Conference (Member of the Organising Committee)
|
Event participation
Activity description Type of event |
Event name Institution / Organization |
|
---|---|---|
2021 - 2021 | Applied Artificial Intelligence: PAMWater's Case Study
Seminar
|
Applied Artificial Intelligence
Data Science Portugal, Portugal
|
2019 - 2019 | Advanced Artificial Intelligence
Seminar
|
Programa Doutoral MAPi
Universidade do Minho, Portugal
|
2018 - 2018 | A Look at Blockchain - The paradigm, the protocol and the technology
Seminar
|
Basto Tech MeetUP
Basto Tech MeetUP, Portugal
|
Jury of academic degree
Topic Role |
Candidate name (Type of degree) Institution / Organization |
|
---|---|---|
2021/12 | Online legal platforms, the beginning of the 4.0 law practice?
(Thesis) Arguer
|
Pedro Petiz de Castro Viana (Master)
Universidade do Minho Escola de Direito, Portugal
|
Committee member
Activity description Role |
Institution / Organization | |
---|---|---|
2020 - 2020 | Session Chair in the 21st International Conference on Intelligent Data Engineering and Automated Learning (IDEAL)
Member
|
Conference scientific committee
Conference name | Conference host | |
---|---|---|
2022 - Current | 2nd International Conference on Disruptive Technologies Tech Ethics and Artificial Intelligence | Salamanca, Espanha |
2021 - Current | International Conference on Disruptive Technologies Tech Ethics and Artificial Intelligence | Espanha |
2021 - Current | Sustainable Smart Cities and Territories International Conference | Doha, Qatar |
2021 - Current | International Conference on Intelligent Data Engineering and Automated Learning | Manchester, Reino Unido |
2021 - Current | International Conference on Practical Applications of Agents and Multi-Agent Systems | Salamanca, Espanha |
2021 - Current | EPIA Conference on Artificial Intelligence | Online |
2019 - 2021 | International Symposium on Ambient Intelligence (ISAmI'19, ISAmI'20, and ISAmI'21) | Spain in 2019, Italy in 2020, and Spain in 2021 |
2019 - 2020 | Citizen-Centric Smart Cities Services (CCSCS'2019 e CCSCS'2020) | Morocco in 2019 and Madrid in 2020 |
Course / Discipline taught
Academic session | Degree Subject (Type) | Institution / Organization | |
---|---|---|---|
2022/02 - 2022/06 | Classificadores e Sistemas Conexionistas | Mestrado em Matemática e Computação (Mestrado) | Universidade do Minho, Portugal |
2022/02 - 2022/06 | Sensorização e Ambiente | Mestrado em Engenharia Informática (Mestrado) | Universidade do Minho, Portugal |
2022/02 - 2022/04 | Ambientes Inteligentes para a Saúde | Mestrado em Engenharia Biomédica (Mestrado) | Universidade do Minho, Portugal |
2021/09 - 2022/02 | Dados e Aprendizagem Automática | Mestrado em Engenharia Informática (Mestrado) | |
2021/09 - 2022/02 | Sistemas Baseados em Semelhança | Mestrado em Engenharia de Sistemas (Mestrado) | Universidade do Minho, Portugal |
2021/09 - 2022/02 | Sistemas Baseados em Similaridade | Mestrado em Matemática e Computação (Mestrado) | Universidade do Minho, Portugal |
2021/02 - 2021/06 | Sistemas Autónomos | Mestrado Integrado em Engenharia Informática (Mestrado integrado) | Universidade do Minho, Portugal |
2021/02 - 2021/06 | Classificadores e Sistemas Conexionistas | Mestrado Integrado em Engenharia Informática (Mestrado integrado) | Universidade do Minho, Portugal |
2020/09 - 2021/02 | Inteligência Ambiente: Tecnologias e Aplicações | Mestrado Integrado em Engenharia Informática (Mestrado integrado) | Universidade do Minho, Portugal |
2020/09 - 2021/02 | Sistemas Baseados em Similaridade | Mestrado Integrado em Engenharia Informática, Mestado em Engenharia de Sistemas (Mestrado integrado) | Universidade do Minho, Portugal |
2020/02 - 2020/06 | Classificadores e Sistemas Conexionistas | Mestrado Integrado em Engenharia Informática (Mestrado integrado) | Universidade do Minho, Portugal |
2020/02 - 2020/06 | Sistemas Autónomos | Mestrado Integrado em Engenharia Informática (Mestrado integrado) | Universidade do Minho, Portugal |
2019/09 - 2020/02 | Sistemas Baseados em Similaridade | Mestrado Integrado em Engenharia Informática, Mestrado em Engenharia de Sistemas (Mestrado integrado) | Universidade do Minho, Portugal |
2019/02 - 2019/06 | Classificadores e Sistemas Conexionistas | Mestrado Integrado em Engenharia Informática (Mestrado integrado) | Universidade do Minho, Portugal |
2019/02 - 2019/06 | Sistemas Autónomos | Mestrado Integrado em Engenharia Informática (Mestrado integrado) | Universidade do Minho, Portugal |
2018/09 - 2019/02 | Sistemas Baseados em Similaridade | Mestrado Integrado em Engenharia Informática, Mestrado em Engenharia de Sistemas (Mestrado integrado) | Universidade do Minho, Portugal |
Journal scientific committee
Journal title (ISSN) | Publisher | |
---|---|---|
2022 - Current | Water Research (0043-1354) | ELSEVIER |
2022 - Current | Frontiers in Oncology | Frontiers |
2020 - Current | PeerJ (2167-8359) | PeerJ |
2019 - Current | Future Generation Computer Systems (0167-739X) | Elsevier |
2019 - Current | IEEE Sensors Journal (1558-1748) | Institute of Electrical and Electronics Engineers |
2019 - Current | Journal of Ambient Intelligence and Humanized Computing (1868-5145) | Springer-Verlag |
2018 - Current | IEEE Internet of Things Journal (2327-4662) | Institute of Electrical and Electronics Engineers |
Mentoring / Tutoring
Topic | Student name | |
---|---|---|
2020 - 2021 | Conception of single- and multi-player Bots using Deep Learning | Artur Ribeiro, Catarina Cruz, Paulo Lima e Pedro Medeiros |
2020 - 2021 | Deep Clustering for the Identification of Visual Features of Microglial Cells | Luís Maia, Diogo Barroso, Tiago Gonçalves e Raimundo Barros |
2019 - 2020 | Model for the Quantification of Running and Cycling Safety | João Palmeira, José Ramos e Rafael Silva |
2019 - 2020 | An Odyssey on Recurrent Neural Networks for Traffic Flow Forecasting | João Sá, Luís Peixoto e Tiago Silva |
2019 - 2020 | Gamificate: An Open Source Gamification Engine | Henrique Pereira e Pedro Moreira |
2018 - 2019 | A City's map from People's Feelings | Diogo Rodrigues, Luis Bouça e Hugo Gonçalves |
2018 - 2019 | Boredom Detection Using Mobile Phone Data | Carlos Campos, José Oliveira e Vitor Castro |
2018 - 2019 | Empowering the Citizen Sensor in Smart Cities | Daniel Vieira, Joel Morais e Miguel Cunha |
2017 - 2018 | A Multi-Agent System BlockChain for a Smart City | André Sousa Diogo, António Silva e José Carlos Faria |
Scientific expedition
Activity description | Institution / Organization | |
---|---|---|
2019/08 - 2019/09 | Research stay no âmbito do projecto RiseWise - RISE Women with disabilities In Social Engagement. | Universidad Complutense de Madrid, Spain |
Distinctions
Award
2021 | Empreender@Braga - Pre-acceleration Program
Startup Braga, Portugal
Câmara Municipal de Braga, Portugal |
2020 | IBM Award of Scientific Excellence |
2020 | Best Application Paper
International Conference on Distributed Computing and Artificial Intelligence, Italy
|
2014 | Academic Merit Award
Ministério da Ciência, Tecnologia e Ensino Superior, Portugal
|
Other distinction
2021 | Diploma of Recognition of Pedagogical Merit
Universidade do Minho, Portugal
|
2021 | Startup Braga - Programa de Incubação
Startup Braga, Portugal
|