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Bruno Miguel Almeida Cunha. Completed the Doutoramento in Informática in 2021/02 by Universidade de Trás-os-Montes e Alto Douro, Mestrado in Master in Computer Science - Knowledge-based and Decision Support Technologies in 2015 by Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto and Licenciatura in Engenharia Informática in 2013 by Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto. Is Assistant Professor in Universidade Portucalense Infante Dom Henrique and Invited Assistant Professor in Universidade do Porto Faculdade de Ciências. Published 6 articles in journals. Has 6 section(s) of books and 3 book(s). Organized 5 event(s). Participated in 13 event(s). Supervised 1 MSc dissertation(s) e co-supervised 3. Supervised 6 work(s) of course completion of LSc/BSc. Has received 1 awards and/or honors. Participates and/or participated as Principal investigator in 1 project(s) and Researcher in 1 project(s). Works in the area(s) of Engineering and Technology with emphasis on Electrotechnical Engineering, Electronics and Informatics. In his curriculum Ciência Vitae the most frequent terms in the context of scientific, technological and artistic-cultural output are: Mechanical Engineering - Industrial Management; Job Shop Scheduling; Machine Learning; Optimization; Reinforcement Learning; Simulation; .
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Identification

Personal identification

Full name
Bruno Miguel Almeida Cunha

Citation names

  • CUNHA, BRUNO

Author identifiers

Ciência ID
581D-067C-6E6C
ORCID iD
0000-0002-8661-3080
Google Scholar ID
nORyaXwAAAAJ
Scopus Author Id
56404142800

Languages

Language Speaking Reading Writing Listening Peer-review
English Proficiency (C2) Proficiency (C2) Proficiency (C2) Proficiency (C2)
Spanish; Castilian Intermediate (B1) Intermediate (B1) Beginner (A1) Intermediate (B1)
Education
Degree Classification
2017/09 - 2021/02
Concluded
 Informática (Doutoramento)
Universidade de Trás-os-Montes e Alto Douro, Portugal
"Otimizacão de planos de escalonamento com aprendizagem automática" (THESIS/DISSERTATION)
 Excelente
2017
Concluded
 LxMLS: Machine Learning School (Outros)
Universidade de Lisboa Instituto Superior Técnico, Portugal
"LxMLS: Machine Learning School" (THESIS/DISSERTATION)
 n.a.
2015
Concluded
 Master in Computer Science - Knowledge-based and Decision Support Technologies (Mestrado)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
"Scalable Intelligence for Scheduling Systems" (THESIS/DISSERTATION)
2013
Concluded
 Engenharia Informática (Licenciatura)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
Affiliation

Science

Category
Host institution 		Employer
2021/09 - 2024 Auxiliary Researcher (Research) Instituto Politécnico do Porto, Portugal
Instituto Politécnico do Porto Centro de Investigação em Reabilitação, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2024 - Current Assistant Professor (University Teacher) Universidade Portucalense Infante Dom Henrique, Portugal
2024 - Current Invited Assistant Professor (University Teacher) Universidade do Porto Faculdade de Ciências, Portugal
2018/09 - 2023 Invited Assistant (Polytechnic Teacher) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2021/01 - 2021/08 Invited Assistant (University Teacher) Universidade Fernando Pessoa, Portugal
Universidade Fernando Pessoa Faculdade de Ciência e Tecnologia, Portugal

Others

Category
Host institution 		Employer
2015/09/01 - 2021/08 Software Engineer/Investigador SISCOG, Portugal
2015/02/01 - 2015/08/01 Web Developer Instituto Politécnico do Porto, Portugal
2013/09/16 - 2014/09/30 Bolseiro no projeto ADSyS Grupo de Investigação em Engenharia do Conhecimento e Apoio à Decisão, Portugal
2013/01/01 - 2013/07/31 Gestor/Web Developer: Coordenador de equipa multinacional de desenvolvimento no projecto europeu MUTW. Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
Projects

Grant

Designation Funders
2018/09 - 2021/01 Critical Skills for Electronic Engineers of 2020 (CRETE)
2018-1-EL01-KA203-047794
 European Commission
2013/08 - 2014/10 ADSyS - Adaptive Decision Support System for Interactive Scheduling with MetaCognition and User Modelling Experience
info:eu-repo/grantAgreement/FCT/5876-PPCDTI/109956/PT
 Universidade do Algarve Faculdade de Ciências e Tecnologia
Concluded
2013/01 - 2013/07 MUTW - Multinational Undergraduate Team Work
503440-1-LLP-1-2009-1-PT-ERASMUS-ECDEM
 European Education and Culture Executive Agency

Contract

Designation Funders
2021/09/01 - 2024 SmartHealth
NORTE-01-0145-FEDER-000045
Principal investigator
Porto Research, Technology & Innovation Center, Portugal
 Fundação para a Ciência e a Tecnologia
Ongoing
2020 - 2021 AI4RealAg : Soluções de Inteligência Artificial e Data Science para a implementação e democratização da agricultura digital
POCI-01-0247-FEDER-069670
Researcher
SISCOG, Portugal
Ongoing
Outputs

Publications

Book
  1. CUNHA, BRUNO; FONSECA, XAVIER; Queirós, Ricardo. Corresponding author: Queirós, Ricardo. Exploring the Convergence of Computer and Medical Science Through Cloud Healthcare. IGI Global. 2022.
    Published • 10.4018/978-1-6684-5260-8
  2. Madureira, A.; Pereira, I.; Cunha, B.. Specification of an architecture for self-organizing scheduling systems. 2017.
    10.1007/978-3-319-53480-0_76
  3. Pereira, I.; Madureira, A.; Cunha, B.. Metaheuristics parameter tuning using racing and case-based reasoning in scheduling systems. 2017.
    10.1007/978-3-319-53480-0_90
Book chapter
  1. Bruno Cunha; Ana Madureira; Lucas Gonçalves. "A Review on Artificial Intelligence Applications for Multiple Sclerosis Evaluation and Diagnosis". 373-381. Springer Nature Switzerland, 2023.
    10.1007/978-3-031-27499-2_35
  2. Bruno Cunha; Lucas Gonçalves. "An IoMT Architecture for Patient Rehabilitation Based on Low-Cost Hardware and Interoperability Standards". 2022.
    10.4018/978-1-6684-5260-8.ch003
  3. Bruno Cunha; Ana Madureira; Benjamim Fonseca. "Solving the Job Shop Scheduling Problem with Reinforcement Learning: A Statistical Analysis". 2021.
    10.1007/978-3-030-71187-0_55
  4. Bruno Cunha; Ana Madureira; Benjamim Fonseca. "Development of a Reinforcement Learning System to Solve the Job Shop Problem". 2021.
    10.1007/978-3-030-71187-0_43
  5. Duarte Coelho; Ana Madureira; Ivo Pereira; Bruno Cunha. "A Machine Learning Approach to Contact Databases’ Importation for Spam Prevention". 1-10. Springer International Publishing, 2020.
    10.1007/978-3-030-14347-3_1
  6. "Deep Reinforcement Learning as a Job Shop Scheduling Solver: A Literature Review". 350-359. Springer International Publishing, 2020.
    10.1007/978-3-030-14347-3_34
Conference paper
  1. Cunha, B.; Madureira, A.; Pereira, J.P.; Pereira, I.. "Evaluating the effectiveness of Bayesian and Neural Networks for Adaptive Schedulling Systems". 2017.
    10.1109/SSCI.2016.7849997
  2. Cunha, B.; Madureira, A.; Pereira, J.P.. "User modelling in scheduling system with artificial neural networks". 2015.
    10.1109/CISTI.2015.7170449
  3. Gomes, S.; Madureira, A.; Cunha, B.. "Selection constructive based hyper-heuristic for dynamic scheduling". 2015.
    10.1109/CISTI.2015.7170370
  4. Madureira, A.; Santos, J.M.; Gomes, S.; Cunha, B.; Pereira, J.P.; Pereira, I.. "Manufacturing rush orders rescheduling: A supervised learning approach". 2014.
    10.1109/NaBIC.2014.6921895
  5. Madureira, A.; Cunha, B.; Pereira, J.P.; Pereira, I.; Gomes, S.. "An architecture for user modeling on Intelligent and Adaptive Scheduling Systems". 2014.
    10.1109/NaBIC.2014.6921861
  6. Madureira, A.; Cunha, B.; Pereira, I.. "Cooperation Mechanism for Distributed resource scheduling through artificial bee colony based self-organized scheduling system". 2014.
    10.1109/CEC.2014.6900574
  7. Madureira, A.; Gomes, S.; Cunha, B.; Pereira, J.P.; Santos, J.M.; Pereira, I.. "Prototype of an Adaptive Decision Support System for Interactive Scheduling with MetaCognition and User Modeling Experience". 2014.
    10.1109/NaBIC.2014.6921869
  8. Madureira, A.; Cunha, B.; Pereira, J.P.; Gomes, S.; Pereira, I.; Santos, J.M.; Abraham, A.. "Using personas for supporting user modeling on scheduling systems". 2003.
    10.1109/HIS.2014.7086212
Journal article
  1. Bruno Pereira; Bruno Cunha; Paula Viana; Maria Lopes; Ana Melo; Andreia Sousa. "A Machine Learning App for Monitoring Physical Therapy at Home". Sensors (2023): https://doi.org/10.3390/s24010158.
    10.3390/s24010158
  2. Maria Lopes; Ana S. C. Melo; Bruno Cunha; Andreia S. P. Sousa. "Smartphone-Based Video Analysis for Guiding Shoulder Therapeutic Exercises: Concurrent Validity for Movement Quality Control". Applied Sciences (2023): https://doi.org/10.3390/app132212282.
    10.3390/app132212282
  3. Bruno Cunha; Ricardo Ferreira; Andreia S. P. Sousa. "Home-Based Rehabilitation of the Shoulder Using Auxiliary Systems and Artificial Intelligence: An Overview". Sensors (2023): https://doi.org/10.3390/s23167100.
    10.3390/s23167100
  4. Ana S. C. Melo; Janet L. Taylor; Ricardo Ferreira; Bruno Cunha; Manuel Ascenção; Mathieu Fernandes; Vítor Sousa; et al. "Differences in Trapezius Muscle H-Reflex between Asymptomatic Subjects and Symptomatic Shoulder Pain Subjects". Sensors (2023): https://doi.org/10.3390/s23094217.
    10.3390/s23094217
  5. Bruno Cunha; Ana Madureira; Benjamim Fonseca; João Matos. "Intelligent Scheduling with Reinforcement Learning". Applied Sciences 11 8 (2021): 3710-3710. https://doi.org/10.3390/app11083710.
    10.3390/app11083710
  6. CUNHA, BRUNO. "Reinforcement Learning Environment for Job Shop Scheduling Problems". International Journal of Computer Information Systems and Industrial Management Applications 12 (2020): 231-238. https://www.mirlabs.net/ijcisim/regular_papers_2020/IJCISIM_21.pdf.
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2020/12/12 Development of a reinforcement learning system to solve the job shop problem ISDA 2020: 20th International Conference on Intelligent Systems Design and Applications
(Portugal)
2020/12/12 Solving the Job Shop Scheduling Problem with Reinforcement Learning: a statistical analysis ISDA 2020: 20th International Conference on Intelligent Systems Design and Applications
2018/12/14 Deep Reinforcement Learning as a Job Shop Scheduling Solver: A Literature Review HIS 2018: 18th International Conference on Hybrid Intelligent Systems
(Portugal)
2016/12/15 Specification of an architecture for self-organizing scheduling systems ISDA 2016: 6th The International Conference on Intelligent Systems Design and Applications
(Portugal)
2016/12/08 Evaluating the effectiveness of Bayesian and Neural Networks for Adaptive Schedulling System IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2016)
IEEE (Atenas, Greece)
2015/06/17 User Modelling in Scheduling System with Artificial Neural Networks CISTI'2015: 10th Iberian Conference on Information Systems and Technologies
(Aveiro, Portugal)
2015/06/17 Selection Constructive based Hyper-heuristic for Dynamic Scheduling CISTI'2015: 10th Iberian Conference on Information Systems and Technologies
(Aveiro, Portugal)
2014/07/30 An Architecture for User Modeling on Intelligent and Adaptive Scheduling Systems NaBIC 2014: 6th World Congress on Nature and Biologically Inspired Computing
(Porto, Portugal)
2014/07/30 Manufacturing Rush Orders Rescheduling: a Supervised Learning Approach NaBIC 2014: 6th World Congress on Nature and Biologically Inspired Computing
(Porto, Portugal)

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2023/03/01 - Current Nano Lab Accenture - Metapedia
Supervisor
 Engenharia Informática (Degree)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2023/03/01 - Current Desenvolvimento de Repositório de Dados na Cloud e Ferramentas de Dashboarding
Supervisor
 Engenharia Informática
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2023/03/01 - Current Criação de uma Web API
Supervisor
 Engenharia Informática
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2023/03/01 - Current Implementação de Web App
Supervisor
 Engenharia Informática (Degree)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2023/03/01 - Current Reformulação visual de sistema de gestão de contactos
Supervisor
 Engenharia Informática (Degree)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2023/02 - Current Machine learning para reabilitação do ombro
Supervisor
 Engenharia de Telecomunicações e Informática (Degree)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2022/11 - Current Machine Learning para saúde digital
Supervisor
 Engenharia Informática (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2021 - 2022 bolseiro de investigação no projeto SmartHealth, integrado no Centro de investigação em reabilitação (CIR)
Supervisor
Instituto Politécnico do Porto Centro de Investigação em Reabilitação, Portugal
2021 - 2022 bolseiro de investigação no projeto SmartHealth, integrado no Porto Research, Technology & Innovation Center (PORTIC)
Supervisor
Instituto Politécnico do Porto, Portugal
2019 - 2020 Web scraping with AI
Co-supervisor
 Engenharia Informática (Master)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2019 - 2020 Development of multi-tenant applications in PHP
Co-supervisor
 Engenharia Informática (Master)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2019 - 2019 Construção de uma Solução Ótica Baseada em Marcadores para Reconhecimento de Marcha
Supervisor
 Engenharia Informática (Degree)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2019 - 2019 Interactive Mirror
Supervisor
 Engenharia Informática (Degree)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2017 - 2018 Previsão de assistências em estádios de futebol
Co-supervisor
 Engenharia Informática (Master)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal

Event organisation

Event name
Type of event (Role) 		Institution / Organization
2021/12/16 - 2021/12/18 Comissão de Programa da Conferência IBICA 2021: 12th International Conference on Innovations in Bio-Inspired Computing and Applications (2021/12/16 - 2021/12/18) (2021)
Conference (Member of the Scientific Committee)
2021/12/13 - 2021/12/15 Comissão de Programa da Conferência ISDA 2021: 21st International Conference on Intelligent Systems Design and Applications (2021/12/13 - 2021/12/15) (2021/12/13 - 2021/12/15)
Conference (Member of the Scientific Committee)
2016/12/14 - 2016/12/16 Cooperação na Organização da Conferência ISDA 2016: 6th The International Conference on Intelligent Systems Design and Applications (2016/12/14 - 2016/12/16) (2016/12/14 - 2016/12/16)
Conference (Co-organisor)
2014/07/30 - 2014/08/01 Cooperação na Organização da Conferência CASoN 2014: 6th International Conference on Computational Aspects of Social Networks (2014/07/30 - 2014/08/01) (2014/07/30 - 2014/08/01)
Conference (Co-organisor)
2014/07/30 - 2014/08/01 Cooperação na Organização da Conferência NaBIC 2014: 6th World Congress on Nature and Biologically Inspired Computing (2014/07/30 - 2014/08/01) (2014/07/30 - 2014/08/01)
Conference (Co-organisor)

Event participation

Activity description
Type of event 		Event name
Institution / Organization
2021/12/15 - 2021/12/17 Moderador de Sessão da Conferência NaBIC 2021: 13th World Congress on Nature and Biologically Inspired Computing NaBIC 2020: 13th World Congress on Nature and Biologically Inspired Computing
2020/12/12 - 2020/12/15 Moderador de Sessão da Conferência ISDA 2020: 20th International Conference on Intelligent Systems Design and Applications ISDA 2020: 20th International Conference on Intelligent Systems Design and Applications
2020/11/26 - 2020/11/27 Participação no evento "Porto RH Meeting"
Conference
 Porto RH Meeting
2018/12/13 - 2018/12/15 HIS 2018: 18th International Conference on Hybrid Intelligent Systems
Conference
 HIS 2018: 18th International Conference on Hybrid Intelligent Systems
2018/10/06 - 2018/10/06 Participação na conferência internacional "DSPT Day"
Conference
 DSPT Day
Universidade do Porto Faculdade de Engenharia, Portugal
2018/05/18 - 2018/05/18 Participação na conferência "Porto Tech Hub"
Conference
 Porto Tech Hub
2016/12/14 - 2016/12/16 ISDA 2016: 6th The International Conference on Intelligent Systems Design and Applications ISDA 2016: 6th The International Conference on Intelligent Systems Design and Applications
2014/12/14 - 2016/12/16 14th International Conference on Hybrid Intelligent Systems (HIS) 14th International Conference on Hybrid Intelligent Systems
2016/12/06 - 2016/12/09 IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2016)
Conference
 IEEE Symposium Series on Computational Intelligence
2015/01/06 - 2015/07/01 Participação no QTDEI - "Inteligência Artificial Séc. XXI: Que desafios?"
Round table
 QTDEI - "Inteligência Artificial Séc. XXI: Que desafios?"
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2015/06/17 - 2015/06/17 CISTI'2015: 10th Iberian Conference on Information Systems and Technologies
Conference
 CISTI'2015: 10th Iberian Conference on Information Systems and Technologies
2014/07/30 - 2014/08/01 NaBIC 2014: 6th World Congress on Nature and Biologically Inspired Computing
Conference
 NaBIC 2014: 6th World Congress on Nature and Biologically Inspired Computing
2014/07/30 - 2014/08/01 CASoN 2014: 6th International Conference on Computational Aspects of Social Networks
Conference
 CASoN 2014: 6th International Conference on Computational Aspects of Social Networks

Jury of academic degree

Topic
Role 		Candidate name (Type of degree)
Institution / Organization
2022/01 Send Frequency Prediction on Email Marketing
(Thesis) Arguer
 Carolina Tomé de Araújo (Master)
Universidade Fernando Pessoa, Portugal
2022 Estimativa do Peso de Corvinas e Deteção de Períodos de Alimentação
(Thesis) Main arguer
 João Leal Madureira Dias (Master)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal

Ad Hoc journal article review

Journal title (ISSN) Publisher
2020 - Current Applied Sciences MDPI
2017 - Current IEEE Transactions on Neural Networks and Learning Systems IEEE

Course / Discipline taught

Academic session Degree Subject (Type) Institution / Organization
2023/03 - Current Análise de Dados Engenharia Informática (Licenciatura) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2022/09 - 2033/02 Princípios da Computação Engenharia Informática (Licenciatura) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2022/02 - 2022/09 Linguagens e Programação Engenharia Informática Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2021/02 - 2021/09 Linguagens e Programação Engenharia Informática Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2021/01 - 2021/07 Algoritmos e Estruturas de Dados II Engenharia Informática Universidade Fernando Pessoa Faculdade de Ciência e Tecnologia, Portugal

Universidade Fernando Pessoa, Portugal
2020/09 - 2021/02 Princípios da Computação Engenharia Informática (Licenciatura) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2020/02 - 2020/09 Linguagens e Programação Engenharia Informática Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2019/09 - 2020/02 Princípios da Computação Engenharia Informática (Licenciatura) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2019/02 - 2019/09 Linguagens e Programação Engenharia Informática Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2018/09 - 2019/02 Sistemas Gráficos e Interação Engenharia Informática Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal

Journal scientific committee

Journal title (ISSN) Publisher
2020 - Current Applied Sciences MDPI
2017 - Current IEEE Transactions on Neural Networks and Learning Systems IEEE
Distinctions

Award

2014 Bolsa de estudo por mérito
Direção-Geral do Ensino Superior , Portugal