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Miguel Barão é professor auxiliar do Departamento de Informática da Universidade de Évora. É doutorado em Engenharia Electrotécnica e de Computadores na área de Controlo e Robótica pelo Instituto Superior Técnico. Orientou um doutoramento e nove mestrados, participou em diversos projectos de investigação, tendo sido coordenador de um deles. Tem várias publicações em revistas científicas e conferências internacionais conceituadas. Os seus interesses de investigação enquadram-se genericamente nas áreas de sistemas dinâmicos e inteligência artificial, com ênfase em problemas com incerteza.
Identification

Personal identification

Full name
Miguel Barão

Citation names

  • Barão, Miguel José Simões
  • Barão, Miguel

Author identifiers

Ciência ID
7F17-37D3-3628
ORCID iD
0000-0003-0660-0384

Websites

Knowledge fields

  • Exact Sciences - Computer and Information Sciences

Languages

Language Speaking Reading Writing Listening Peer-review
English Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
French Beginner (A1) Intermediate (B1) Beginner (A1) Intermediate (B1)
Portuguese Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
German Beginner (A1) Beginner (A1) Beginner (A1) Beginner (A1)
Education
Degree Classification
2008
Concluded
 Engenharia Electrotécnica e de Computadores - Controlo e Robótica (Doutoramento)
Universidade de Lisboa Instituto Superior Técnico, Portugal
"Métodos de Controlo Probabilístico" (THESIS/DISSERTATION)
 Aprovado
2000
Concluded
 Engenharia Electrotécnica e de Computadores - Controlo e Robótica (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
"Dinâmica e Controlo Não Linear de um Campo de Colectores Solares" (THESIS/DISSERTATION)
 Aprovado
1996
Concluded
 Engenharia Electrotécnica e de Computadores - Controlo e Robótica (Licenciatura)
Universidade de Lisboa Instituto Superior Técnico, Portugal
"Sistema de Navegação para Veículos Autónomos" (THESIS/DISSERTATION)
 15
Affiliation

Teaching in Higher Education

Category
Host institution 		Employer
2008/09/01 - Current Assistant Professor (University Teacher) Universidade de Évora, Portugal
2001/03/01 - 2008/09/01 Assistant (University Teacher) Universidade de Évora, Portugal
1999/03/01 - 2001/02/01 Assistant (Polytechnic Teacher) Instituto Politécnico de Setúbal Escola Superior de Tecnologia de Setúbal, Portugal
Projects

Grant

Designation Funders
2013/04 - 2015/07 Distributed Optimization and Control of Large Scale Water Delivery Systems
grant.Provided by PTCRIS: 127562
 Fundação para a Ciência e a Tecnologia
2010/01 - 2013/08 ARGUS - Activity Recognition and Object Tracking Based on Multiple Models
grant.Provided by PTCRIS: 98550
 Fundação para a Ciência e a Tecnologia
2011/01 - 2013/06 PROBCONTROL - Probabilistically Coordinated Control with Limited Communications
grant.Provided by PTCRIS: 115038
 Fundação para a Ciência e a Tecnologia
2010/01 - 2012/12 AQUANET - Decentralised and Reconfigurable Control for Water delivery Multipurpose Canal Systems
grant.Provided by PTCRIS: 102102
 Fundação para a Ciência e a Tecnologia
2009/01 - 2012/03 Nanoelectronics for Safe, Fuel Efficient and Environment Friendly Automotive Solutions (SE2A)
grant.Provided by PTCRIS: 109580
 Fundação para a Ciência e a Tecnologia
2007/09 - 2010/12 DynaMo - Dynamical modeling, control and optimization of metabolic networks
grant.Provided by PTCRIS: 69530
 Fundação para a Ciência e a Tecnologia

Contract

Designation Funders
2018/07/01 - 2022/06/30 Núcleo de investigação em inteligência artificial em agricultura
ALT20-03-0247-FEDER-036981
Researcher
Universidade de Évora, Portugal
Concluded
2017/03/01 - 2020/10/31 Audit-F - Audit Furnace
ALT20-03-0247-FEDER-017980
Researcher
Universidade de Évora, Portugal
 Agência Nacional de Inovação SA
Concluded
2016/07/01 - 2019/06/30 SPARSIS - Sparse Modeling and Estimation of Motion Fields
PTDC/EEIPRO/0426/2014
Researcher
Fundação para a Ciência e a Tecnologia
Concluded
2010/01/01 - 2012/12/31 HIVCONTROL - Controlo baseado na modelação dinâmica da infecção HIV-1 para a terapia
PTDC/EEA-CRO/100128/2008
Researcher
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
Outputs

Publications

Book chapter
  1. Marques, Jorge S.; Lemos, João M.; Figueiredo, Mário A. T.; Nascimento, Jacinto C.; Barão, Miguel; Marques, Jorge; Figueiredo, Mário; Nascimento, Jacinto. "Trajectory Analysis Using Switched Motion Fields: A Parametric Approach". In Pattern Recognition and Image Analysis, 420-427. Berlin, Heidelberg: Springer Berlin Heidelberg, 2011.
    Published • 10.1007/978-3-642-21257-4_52
Conference paper
  1. Santos, D.; Rato, L.; Gonçalves, T.; Barão, M.; Costa, S.; Malico, I.; Canhoto, P.. "Composite SVR Based Modelling of an Industrial Furnace". 2020.
    10.1007/978-3-030-39237-6_11
  2. Li, Hongjun; Barão, Miguel; Rato, Luis. "Mapping dynamic environments using Markov random field models". 2018.
    https://doi.org/10.23919/IConAC.2018.8749092
  3. Barão, Miguel; Marques, Jorge S.. "Gaussian Random Vector Fields in Trajectory Modelling". Paper presented in 19th Irish Machine Vision and Image Processing conference, Maynooth, 2017.
    Published
  4. Barao, M.. "Optimization on discrete probability spaces and applications to probabilistic control design". 2014.
  5. Barão, Miguel. "An algorithm for cooperative probabilistic control design". Paper presented in Mediterranean Conference on Control and Automation (MED), Barcelona, 2012.
    Published • 10.1109/MED.2012.6265640
  6. Simao, Tiago; Barao, Miguel; Marques, Jorge S.. "Recursive Bayesian identification of nonlinear autonomous systems". Paper presented in 2012 20th Mediterranean Conference on Control & Automation (MED 2012), Barcelona, Spain, 2012.
    Published • 10.1109/MED.2012.6265640
  7. Jorge, Tiago R.; Lemos, João M.; Barão, Miguel. "Optimal Control for Vehicle Cruise Speed Transfer". Paper presented in Artificial Intelligence and Applications / Modelling, Identification, and Control, Innsbruck, Austria, 2011.
    Published • 10.2316/P.2011.718-073
  8. Barão, Miguel; Marques, Jorge S.; Barão, M.; Marques, J.S.. "Offline Bayesian Identification of Jump Markov Nonlinear Systems". Paper presented in 18th IFAC World Congress, Milão, 2011.
    Published • 10.3182/20110828-6-IT-1002.01974
  9. Jorge, Tiago R.; Lemos, João M.; Barão, Miguel; Alberto Bemporad; Bemporad, Alberto. "Hybrid Dynamic Optimization for Cruise Speed Control". Paper presented in 18th IFAC World Congress, Milão, 2011.
    Published
  10. Joao, Lemos,; Barão, Miguel. "Nonlinear and Adaptive Control of a HIV-1 Infection Model". Paper presented in World Congress, Milão, 2011.
    Published • 10.3182/20110828-6-IT-1002.03573
  11. Barão, Miguel José Simões; Marques, Jorge S.; Lemos, João M.. "An Improved EM-method for the Estimation of Transition Probabilities in Multiple Model Switching Systems". Paper presented in 8th IFAC Symposium on Nonlinear Control Systems, Bolonha, 2010.
    Published • 10.3182/20100901-3-IT-2016.00243
  12. Lemos, João M.; Barão, Miguel José Simões; Jorge, Tiago R.; Lemos, J.M.; Barão, M.S.; Jorge, T.R.. "Optimal Cruise Control with Reduced Complexity Models". Paper presented in 6th IFAC symposium Advances in Automotive Control, Munique, 2010.
    Published • 10.3182/20100712-3-DE-2013.00030
  13. Barão, Miguel José Simões. "Optimization on Discrete Probability Spaces and Applications to Probabilistic Control Design". Paper presented in European Control Conference, Budapeste, 2009.
    Published
  14. Barão, Miguel José Simões; Barão, M.. "Probabilistic Control Design using an Information Geometric Framework". Paper presented in 1st IFAC Workshop on Distributed Estimation and Control in Networked Systems, Veneza, 2009.
    Published • 10.3182/20090924-3-IT-4005.0052
  15. Barao, Miguel; Lemos, Joao M.. "An efficient Kullback-Leibler optimization algorithm for probabilistic control design". Paper presented in 16th Mediterranean Conference on Control and Automation (MED 2008), Ajaccio, 2008.
    Published • 10.1109/MED.2008.4602101
  16. Barao, M.; Lemos, João M.. "Nonlinear control of HIV-1 infection with a singular perturbation model". Paper presented in Modeling and Control in Biomedical Systems, Paris, 2006.
    Published • 10.3182/20060920-3-FR-2912.00061
  17. Lemos, J.M.; Barão, M.S.; Lemos, João M.; Barão, Miguel. "Nonlinear and adaptive control of a HIV-1 infection model". 2006.
    Published • 10.3182/20110828-6-IT-1002.03573
  18. Jorge, T.R.; Lemos, J.M.; Barão, M.S.; Bemporad, A.. "Hybrid dynamic optimization for cruise speeed control". 2006.
    Published • 10.3182/20110828-6-IT-1002.01146
  19. Igreja, J.M.; Lemos, J.M.; Baräo, M.; Silva, R.N.. "Adaptive nonlinear control of a distributed collector solar field". 2003.
  20. Silva, R.N.; Rato, L.M.; Barao, L.M.; Lemos, J.M.. "A physical model based approach to distributed collector solar field control". Paper presented in 2002 American Control Conference, Anchorage, AK, USA, 2002.
    Published • 10.1109/ACC.2002.1024523
Journal article
  1. Hongjun Li; Miguel Barão; Luís Rato; Shengjun Wen. "HMM-Based Dynamic Mapping with Gaussian Random Fields". Electronics (2022): https://doi.org/10.3390/electronics11050722.
    10.3390/electronics11050722
  2. Kashyap Raiyani; Teresa Gonçalves; Luís Rato; Miguel Barão. "Mahalanobis distance based accuracy prediction models for Sentinel-2 Image Scene Classification". International Journal of Remote Sensing (2022): https://doi.org/10.1080/01431161.2021.2013575.
    10.1080/01431161.2021.2013575
  3. Nascimento, J.C.; Barão, M.; Marques, J.S.; Lemos, J.M.. "An information geometric framework for the optimization on a discrete probability spaces: Application to human trajectory classification". Neurocomputing Part A (2015): 155-162. http://www.scopus.com/inward/record.url?eid=2-s2.0-84912121646&partnerID=MN8TOARS.
    10.1016/j.neucom.2014.08.074
  4. Nascimento, J.C.; Barao, M.; Marques, J.S.; Lemos, J.M.; Nascimento, Jacinto; Barão, Miguel; Marques, Jorge S; Lemos, João M. "Information geometric algorithm for estimating switching probabilities in space-varying HMM". IEEE Transactions on Image Processing 23 12 (2014): 5263-5273. http://www.scopus.com/inward/record.url?eid=2-s2.0-84908691609&partnerID=MN8TOARS.
    10.1109/TIP.2014.2363614
  5. Barão, M.. "Optimizing mixtures of dependency trees with application to distributed probabilistic control". 2013 21st Mediterranean Conference on Control and Automation, MED 2013 - Conference Proceedings 1 (2013): 1490-1494. http://www.scopus.com/inward/record.url?eid=2-s2.0-84885237482&partnerID=MN8TOARS.
    Published • 10.1109/MED.2013.6608918
  6. Nascimento, Jacinto C.; Barão, Miguel; Marques, Jorge S.; Lemos, João M.. "Efficient Optimization Algorithm for Space-Variant Mixture of Vector Fields". Pattern Recognition and Image Analysis 7887 (2013): 79-88. http://hdl.handle.net/10174/10646.
    Published • 10.1007/978-3-642-38628-2_9
  7. Marques, Jorge S.; Barão, Miguel; Lemos, João M.. "Alignment of velocity fields for video surveillance". Pattern Recognition Letters 33 12 (2012): 1632-1637. http://hdl.handle.net/10174/8042.
    Published • 10.1016/j.patrec.2012.05.005
  8. Lemos, J.M.; Barão, M.S.; Lemos, João M.; Barão, Miguel José Simões. "A control lyapunov function approach to adaptive control of HIV-1 infection". Archives of Control Sciences 22 3 (2012): 273-284. http://www.scopus.com/inward/record.url?eid=2-s2.0-84867787854&partnerID=MN8TOARS.
    Published • 10.2478/v10170-011-0024-0
  9. Barão, M.; Marques, J.S.; Lemos, J.M.. "An improved EM-method for the estimation of transition probabilities in multiple model switching systems". IFAC Proceedings Volumes (IFAC-PapersOnline) (2010): 374-378. http://www.scopus.com/inward/record.url?eid=2-s2.0-80051727530&partnerID=MN8TOARS.
    10.3182/20100901-3-IT-2016.00243
  10. Barão, Miguel; Barão, M.; Lemos, J.M.; BARAO, M; LEMOS, J. "Nonlinear control of HIV-1 infection with a singular perturbation model". Biomedical Signal Processing and Control 2 3 (2007): 248-257. http://hdl.handle.net/10174/1491.
    Published • 10.1016/j.bspc.2007.07.011
  11. Barão, M.; Lemos, J.M.; Silva, R.N.. "Reduced complexity adaptive nonlinear control of a distributed collector solar field". Journal of Process Control 12 1 (2002): 131-141.
    Published • 10.1016/S0959-1524(01)00003-8
Thesis / Dissertation
  1. Lemos, João M.; Barão, Miguel José Simões. "A control Lyapunov function approach to Adaptive Control of HIV-1 Infection". Degree, 2012. http://www.degruyter.com/view/j/acsc.2012.22.issue-3/v10170-011-0024-0/v10170-011-0024-0.xml.
    10.2478/v10170-011-0024-0
  2. Jorge, Tiago R.; Lemos, João M.; Barão, Miguel. "Optimal Control for Vehicle Cruise Speed Transfer". Degree, 2011. http://hdl.handle.net/10174/4513.
    10.2316/P.2011.718-073
  3. Barão, Miguel. "Métodos de Controlo Probabilístico". PhD, 2008. http://hdl.handle.net/10174/1486.

Other

Other output
  1. Simulation of a Billet Heating Furnace. This work presents the method developed in the scope of the “Audit Furnace” project to support the manufacturing industry in understanding the energy efficiencies of its furnaces and to identify strategies for the continuous improvement of its processes. A digital representation to support the development, calibration, and training of a physical-based reduced-order model for industrial furnaces is. 2019. Cavaleiro Costa, Sérgio; Malico, Isabel; Santos, Daniel; Barão, Miguel; Gonçalves, Teresa; Rato, Luís; Canhoto, Paulo; et al. http://hdl.handle.net/10174/26758.
  2. Clustering of Gaussian Random Vector Fields in Multiple Trajectory Modelling. This paper concerns the estimation of multiple dynamical models from a set of observed trajectories. It proposes vector valued gaussian random fields, representing dynamical models and their vector fields, combined with a modified k- means clustering algorithm to assign observed trajectories to models. The assignment is done according to a likelihood function obtained from applying the random fiel. 2018. Barão, Miguel; Marques, Jorge Salvador. https://ieeexplore.ieee.org/document/8514541.
    https://doi.org/10.1109/CONTROLO.2018.8514541
  3. Gaussian random field-based log odds occupancy mapping. This paper focuses on mapping problem with known robot pose in static environments and proposes a Gaussian random field-based log odds occupancy mapping (GRF-LOOM). In this method, occupancy probability is regarded as an unknown parameter and the dependence between parameters are considered. Given measurements and the dependence, the parameters of not only observed space but also unobserved space. 2018. Li, Hongjun; Barão, Miguel; Rato, Luís. https://doi.org/10.1109/AQTR.2018.8402727.
    https://doi.org/10.1109/AQTR.2018.8402727
  4. Online learning occupancy grid maps for mobile robots. Robot mapping is the basic work for robot navigation and path planning. Static map is also important to deal with dynamic environment. Occupancy grid maps are used to represent the environment. This paper focuses on the dependence between grid cells. We assume that if one point of the map is free, then the neighbors are likely to be free. This knowledge is encoded in a Markov random field (MRF) th. 2017. Li, Hongjun; Barão, Miguel; Rato, Luis. http://www.vjsonline.org/conference-proceedings/1503433742.
  5. Interactive Air Traffic Control automation in oceanic airspace. Air traffic controllers workload limits impose upper bounds to the amount of traffic manageable in a given air sector for a given time frame. Air Traf- fic Control (ATC) automation methods open the possibility of reducing this workload by shifting to the machine the tasks of (1) detecting poten- tial conflicts, and of (2) proposing to the controller ATC instructions that prevent such conflicts. We. 2013. Freitas, Francisco; Barão, Miguel; Ventura, Rodrigo. http://hdl.handle.net/10174/10645.
Activities

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2012/11/07 - 2021/01/20 Simulação de Sistemas Dinâmicos em Python
Supervisor
 Engenharia Informática (Master)
Universidade de Évora Departamento de Informática, Portugal
2016 - 2019/12 Mapping in uncertain environments for mobile robots
Supervisor
 Informática (PhD)
Universidade de Évora Instituto de Investigação e Formação Avançada, Portugal
2019 - 2019 Temple - Uma linguagem de Programação para o Ensino de Programação
Co-supervisor
 Engenharia Informática (Master)
Universidade de Évora Escola de Ciências e Tecnologia, Portugal
2016 - 2016 Reconstrução 3D a partir de imagens Stereo
Supervisor
 Engenharia Informática (Master)
Universidade de Évora Escola de Ciências e Tecnologia, Portugal
2013/06/11 - 2014/06/11 Modelos estatísticos para predição da trajectória de aeronaves comerciais
Co-supervisor
 Engenharia Aerospacial (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2013/05/08 - 2014/05/08 Distributed control for mobile robot team coordination
Co-supervisor
 Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2013/05/01 - 2014/05/01 Automatic Air Traffic Control: Application to Approach
Co-supervisor
 Engenharia Aerospacial (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2012 - 2013/10 Optimal Air Traffic Control automation: application to oceanic control
Co-supervisor
 Engenharia Aeroespacial (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2013 - 2013 A Serious Game para Reabilitação Cardíaca
Supervisor
 Engenharia Informática (Master)
Universidade de Évora Escola de Ciências e Tecnologia, Portugal
2010/11/11 - 2012/10/01 Simulador para a arquitectura MIPS32
Supervisor
 Engenharia Informática (Master)
Universidade de Évora Departamento de Informática, Portugal