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Pedro Ferreira (pmf@ciencias.ulisboa.pt) is an Associate Professor of the Department of Informatics of the Faculty of Sciences of the University of Lisbon where he integrates the LASIGE research unit. His main research interests include machine learning, buildings energy management, and data-driven cyber-security. He is an experienced machine learning researcher and practitioner (in different application fields) with more than 70 peer-reviewed papers. In the buildings energy field he is the coordinator of the EU H2020 SATO project and the PI of the EU SMART2B project in LASIGE. He supervises several PhD and MSc students and participated in various other national and international research projects, including with industry (Unilever UK, EDP PT, REN PT, Autogrow NZ), and has been a member of organizing and programme committees in international conferences (e.g., PPSN, ECMLPKDD). He was recently in the organizing committee of the International Conference on Reliable Software Technologies - AdaEurope 2018, DCDS 2019-2023 workshops at DSN, MLCS 2019-2023 and MLBEM 2021-2022 workshops at ECMLPKDD, DIMVA 2020, and SafeComp 2020.
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Identification

Personal identification

Full name
Pedro Miguel Frazão Fernandes Ferreira
Gender
Male

Citation names

  • P. M. Ferreira
  • Pedro M. Ferreira

Author identifiers

Ciência ID
E81C-C56F-D050
ORCID iD
0000-0003-2369-0115
Google Scholar ID
_-nQkzsAAAAJ

Knowledge fields

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

Languages

Language Speaking Reading Writing Listening Peer-review
Portuguese (Mother tongue)
English Proficiency (C2) Proficiency (C2) Proficiency (C2) Proficiency (C2) Proficiency (C2)
French Upper intermediate (B2) Upper intermediate (B2) Upper intermediate (B2) Upper intermediate (B2) Elementary (A2)
Education
Degree Classification
2008/01
Concluded
 Engenharia Electrónica e Computação (Doutoramento)
Major in Sistemas de Controlo
Universidade do Algarve Faculdade de Ciências e Tecnologia, Portugal
"Application of computational intelligence methods to greenhouse environmental control" (THESIS/DISSERTATION)
 Aprovado por unânimidade
1996
Concluded
 Engenharia de Sistemas e Computação (Licenciatura)
Universidade do Algarve Faculdade de Ciências e Tecnologia, Portugal
"Design and Implementation of a real-time system for data acquisition and control of hydroponic greenhouses environment" (THESIS/DISSERTATION)
 15
Affiliation

Teaching in Higher Education

Category
Host institution 		Employer
2019/10/16 - Current Associate Professor (University Teacher) Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
2012/09/10 - 2019/10/15 Assistant Professor (University Teacher) Universidade de Lisboa Faculdade de Ciências, Portugal
2012 - 2012 Assistant Professor (University Teacher) Associated Laboratory for Energy Transports and Aeronautics, Portugal
2010 - 2011 Invited Assistant Professor (University Teacher) Associated Laboratory for Energy Transports and Aeronautics, Portugal

Others

Category
Host institution 		Employer
2013/01/01 - Current Membro Integrado (Integrated Member) Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
2014/09/01 - 2017/04/01 Coordenador da Licenciatura em Tecnologias de Informação Universidade de Lisboa Faculdade de Ciências, Portugal
2000/10/01 - 2014/10/01 PhD student (FCT Grant) Universidade do Algarve Faculdade de Ciências e Tecnologia, Portugal
2012/04/01 - 2012/08/31 Research Fellow (Asistant Researcher) Algarve STP - Parque de Ciência e Tecnologia do Algarve, Portugal
2011/04/01 - 2012/03/31 Assistant Professor, (in Portuguese, Professor Auxiliar Convidado) Universidade do Algarve Faculdade de Ciências e Tecnologia, Portugal
2008/11/01 - 2011/03/31 Research Fellow (in Portuguese: Investigador Auxiliar Convidado) Algarve STP - Parque de Ciência e Tecnologia do Algarve, Portugal
2007/04/16 - 2008/10/31 Marie Curie Research Fellow (FP7) Unilever R&D Port Sunlight, United Kingdom
2005/09/01 - 2006/08/31 Invited Teaching Assistant (in Portuguese: Assistente convidado) Partial time, 60% Universidade do Algarve - Escola Superior de Tecnologia, Portugal
2001/03/01 - 2002/09/30 1st. Trienial Teaching Assistant (in Portuguese: Equiparado a assistente do primeiro triénio) Partial time, 50% Universidade do Algarve - Escola Superior de Tecnologia, Portugal
1997/10/20 - 2000/09/30 1st. Triennial Teaching Assistant (in Portuguese: Equiparado a assistente do primeiro triénio) Universidade do Algarve - Escola Superior de Tecnologia, Portugal
1997/04/17 - 1997/10/19 Demonstrator (in Portuguese: Monitor) Universidade do Algarve - Unidade de Ciências Exatas e Humanas, Portugal
Projects

Grant

Designation Funders
2018/10/01 - 2021/09/30 uPVN: Redes Virtuais Programáveis, Centradas no Utilizador
PTDC/CCI-INF/30340/2017
LASIGE Laboratório de Sistemas Informáticos de Grande Escala, Portugal
 Fundação para a Ciência e a Tecnologia
Ongoing
2011/04 - 2014/08 Prediction of the electricity consumption profile using computational intelligence methods
115974
Provided by PTCRIS: 115974
 Fundação para a Ciência e a Tecnologia, I.P.
2009/05 - 2012/04 COMMIT-NRG - Computational intelligence methods in time-series analysis and forecasting with application to energy management systems
239451
Principal investigator
Algarve STP - Parque de Ciência e Tecnologia do Algarve, Portugal
 European Commission Seventh Framework Programme for Research and Technological Development
Concluded
2006/04 - 2010/10 BRIDGET - Biomimetic systems for increased competitiveness in the FMCG sector.
FP6-2004-MOBILITY-3
Post-doc Fellow
Unilever R&D Port Sunlight, United Kingdom
 European Commission Sixth Framework Programme
Concluded
2006 - 2007 Aplicação de técnicas de Soft-Computing à previsão de consumo de energia elétrica
UAlg01
Research Fellow
Universidade do Algarve Faculdade de Ciências e Tecnologia, Portugal
 REN - Rede Elétrica Nacional
Concluded

Contract

Designation Funders
2019 - Current ADMORPH - Towards Adaptively Morphing Embedded Systems
871259
Researcher
Universiteit van Amsterdam, Netherlands
 EU Framework Programme for Research and Innovation ICT Leadership in Enabling and Industrial Technologies
Ongoing
2018/10 - Current AQUAMON - Dependable Monitoring with Wireless Sensor Networks in Water Environments.
PTDC/CCI-COM/30142/2017
Researcher
FCiênciasID Associação para a Investigação e Desenvolvimento de Ciências, Portugal
 Fundação para a Ciência e a Tecnologia
Ongoing
2018/10 - Current User Centric Programmable Virtual Networks.
Reference PTDC/CCI-INF/30340/2017
Researcher
FCiênciasID Associação para a Investigação e Desenvolvimento de Ciências, Portugal
 Fundação para a Ciência e a Tecnologia
2018/09 - Current REDBOOK - Robust hardwarE-based Defences against Buffer Overflows and Other cybersecurity attacKs.
PTDC/EEI-HAC/31273/2017
Principal investigator
FCiênciasID Associação para a Investigação e Desenvolvimento de Ciências, Portugal
 Fundação para a Ciência e a Tecnologia
Ongoing
2020/10/01 - 2024/09/30 SATO - Self Assessment Towards Optimization of Building Energy
957128
Principal investigator
FCiênciasID Associação para a Investigação e Desenvolvimento de Ciências, Portugal

Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
European Comission
Ongoing
2021/09/01 - 2024/08/31 SMART2B - Smartness to existing Buildings
Grant agreement ID: 101023666
Local Principal Investigator
FCiênciasID Associação para a Investigação e Desenvolvimento de Ciências, Portugal

Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
European Comission
Ongoing
2019/01/01 - 2019/12/31 LABORATÓRIO DE SISTEMAS INFORMÁTICOS DE GRANDE-ESCALA
UID/CEC/00408/2019
Fundação da Faculdade de Ciências da Universidade de Lisboa, Portugal

FCiênciasID Associação para a Investigação e Desenvolvimento de Ciências, Portugal

Universidade de Lisboa Faculdade de Ciências, Portugal

LASIGE Laboratório de Sistemas Informáticos de Grande Escala, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2016/09 - 2019/08 DiSIEM - Diversity-enhancements for Security Information and Event Management
700692
Researcher
FCiênciasID Associação para a Investigação e Desenvolvimento de Ciências, Portugal
 EU Framework Programme for Research and Innovation Secure Societies
Concluded
2018/03 - 2018/10 Re:dy analytics challenge: “dynamic set-poit”.
re:dy
Principal investigator
FCiênciasID Associação para a Investigação e Desenvolvimento de Ciências, Portugal
 EDP
Concluded
2014/06 - 2015/06 Development, Implementation and Testing of Self-Powered Wireless Sensors for Environmental Control Applications.
QREN 38798
Principal investigator
Universidade de Lisboa Faculdade de Ciências, Portugal
 Comissão de Coordenação e Desenvolvimento Regional do Algarve
Concluded
2011/04 - 2014/08 Prediction of the electricity consumption profile using computational intelligence methods
PTDC/SEN-ENR/115974/2009
Principal investigator
Universidade do Algarve Faculdade de Ciências e Tecnologia, Portugal
 Fundação para a Ciência e a Tecnologia, I.P.
2007/10 - 2011/09 Intelligent use of energy in public buildings.
PTDC/ENR/73345/2006
Researcher
Universidade do Algarve Faculdade de Ciências e Tecnologia, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2009/01/01 - 2009/12/31 Implementation of Electricity Consumption Predictive Models
UAlg02
Principal investigator
Universidade do Algarve Faculdade de Ciências e Tecnologia, Portugal
 REN - Rede Elétrica Nacional
Concluded
2001/03 - 2005/07 Application of Soft-Computing techniques to the environmental control of vegetable production hydroponic greenhouses.
Praxis/FCT 33906/99
Researcher
Universidade do Algarve Faculdade de Ciências e Tecnologia, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
Outputs

Publications

Book
  1. Cabrita, C.L.; Ruano, A.E.; Ferreira, P.M.; Kóczy, L.T.. Exploiting the functional training approach in takagi-sugeno neuro-fuzzy systems. 2013.
    10.1007/978-3-642-33941-7-48
  2. Ferreira, P.M.; Ruano, A.E.. Evolutionary multiobjective neural network models identification: Evolving task-optimised models. 2011.
    10.1007/978-3-642-11739-8_2
  3. Ruano, A.E.; Crispim, E.M.; Frazão, P.M.. MOGA design of neural network predictors of inside temperature in public buildings. 2009.
    10.1007/978-3-642-00448-3_3
  4. Ruano, A.E.; Ferreira, P.M.; Fonseca, C.M.. An overview of nonlinear identification and control with neural networks. 2005.
    10.1049/PBCE070E_ch2
  5. Ferreira, P.M.; Ruano, A.E.B.; Faria, E.A.. Design and implementation of a real-time data acquisition system for the identification of dynamic temperature models in a hydroponic greenhouse. 2000.
Book chapter
  1. Jasiunas, Zygimantas; Ferreira, Pedro M.; Cecílio, José. "Building Appliances Energy Performance Assessment". In Machine Learning and Principles and Practice of Knowledge Discovery in Databases. ECML PKDD 2021. Communications in Computer and Information Science., 511-524. Springer International Publishing, 2021.
    Published • 10.1007/978-3-030-93733-1_38
  2. Apolónia, Frederico; Ferreira, Pedro M.; Cecílio, José. "Buildings Occupancy Estimation: Preliminary Results Using Bluetooth Signals and Artificial Neural Networks". In Machine Learning and Principles and Practice of Knowledge Discovery in Databases. ECML PKDD 2021. Communications in Computer and Information Science., 567-579. Springer International Publishing, 2021.
    Published • 10.1007/978-3-030-93733-1_42
  3. Khosravani, H.; Ruano, A.; Ferreira, P. M.. "A New Convex Hull, Sliding Window Based Online Adaptation Method for Fixed-Structure Radial Basis Function Neural Networks". In Trends in Mathematics and Computational Intelligence, 103-112. Springer International Publishing, 2018.
    Published • 10.1007/978-3-030-00485-9_12
Conference paper
  1. Martins, Inês; Cecílio, José; Ferreira, Pedro M.; Oliveira, Alan. "Comparative Analysis of Cybersecurity Datasets in Industrial Control Systems". 2024.
    Published • 10.1109/metroind4.0iot61288.2024.10584175
  2. Dionisio, Nuno; Alves, Fernando; Ferreira, Pedro M.; Bessani, Alysson. "Towards end-to-end Cyberthreat Detection from Twitter using Multi-Task Learning". 2020.
    10.1109/ijcnn48605.2020.9207159
  3. Medeiros, Iberia; Gashi, Ilir; Kamp, Michael; Ferreira, Pedro. "Second International Workshop on Data-Centric Dependability and Security (DCDS)". 2020.
    10.1109/dsn-w50199.2020.00007
  4. Alves, Fernando; Andongabo, Ambrose; Gashi, Ilir; Ferreira, Pedro M.; Bessani, Alysson. "Follow the Blue Bird: A Study on Threat Data Published on Twitter". Paper presented in ESORICS 2020, 2020.
    Published • 10.1007/978-3-030-58951-6_11
  5. António Casimiro; Carlos Nascimento; Pedro M. Ferreira. "A Methodology to Automate the Selection of LPWA Technologies in WSN Applications". Paper presented in 11º Simpósio de Informática (INFORUM 2019), Guimarães, 2019.
  6. Dionisio, Nuno; Alves, Fernando; Ferreira, Pedro M.; Bessani, Alysson. "Cyberthreat Detection from Twitter using Deep Neural Networks". Paper presented in International Joint Conference on Neural Networks, budapest, 2019.
    Published • 10.1109/ijcnn.2019.8852475
  7. Alves, Fernando; Ferreira, Pedro Miguel; Bessani, Alysson. "Design of a Classification Model for a Twitter-Based Streaming Threat Monitor". Portland, 2019.
    Published • 10.1109/dsn-w.2019.00010
  8. António Casimiro; J. Cecílio; Pedro M. Ferreira; Anabela Oliveira; Paula Freire; Marta Rodrigues; Luís Almeida. "AQUAMON–a dependable monitoring platform based on wireless sensor networks for water environments". Paper presented in 38th International Conference on Computer Safety, Reliability and Security, 2019.
    Published
  9. Ruano, A. E.; Pedro M. Ferreira; Duarte, H.; Sergio Silva; Ruano, M. G.. "Self-Powered Wireless Sensor Network Designed for Energy Saving in HVAC Systems". Paper presented in The 2016 International Conference on Wireless Networks, Las Vegas, 2016.
    Published
  10. Ferreira, P.M.. "Unsupervised entropy-based selection of data sets for improved model fitting". 2016.
    10.1109/IJCNN.2016.7727625
  11. Ruano, A.E.; Silva, S.; Pesteh, S.; Ferreira, P.M.; Duarte, H.; Mestre, G.; Khosravani, H.; Horta, R.. "Improving a neural networks based HVAC predictive control approach". 2015.
    10.1109/WISP.2015.7139168
  12. Ruano, A.E.; Mestre, G.; Duarte, H.; Silva, S.; Pesteh, S.; Khosravani, H.; Ferreira, P.M.; Horta, R.. "A neural-network based intelligent weather station". 2015.
    10.1109/WISP.2015.7139169
  13. Ruano, A.E.; Ferreira, P.M.; Ferreira, Pedro. "Neural network based HVAC predictive control". 2014.
    10.3182/20140824-6-ZA-1003.01051
  14. Ferreira, P.M.; Cuambe, I.D.; Ruano, A.E.; Pestana, R.. "Forecasting the Portuguese electricity consumption using least-squares support vector machines". 2013.
    10.3182/20130902-3-CN-3020.00138
  15. Ruano, A.E.; Madureira, G.; Barros, O.; Khosravani, H.R.; Ruano, M.G.; Ferreira, P.M.. "A support vector machine seismic detector for early-warning applications". 2013.
    10.3182/20130902-3-CN-3020.00082
  16. Khosravani, H.R.; Ruano, A.E.; Ferreira, P.M.. "A simple algorithm for convex hull determination in high dimensions". 2013.
    10.1109/WISP.2013.6657492
  17. Ferreira, P.M.; Silva, S.M.; Ruano, A.E.. "Energy savings in HVAC systems using discrete model-based predictive control". 2012.
    10.1109/IJCNN.2012.6252538
  18. Ruano, A.E.; Cabrita, C.L.; Ferreira, P.M.; Kóczy, L.T.. "Exploiting the functional training approach in B-splines". 2012.
    10.3182/20120403-3-DE-3010.00070
  19. Cabrita, C.L.; Ruano, A.E.; Ferreira, P.M.; Kóczy, L.T.. "Extending the functional training approach for B-splines". 2012.
    10.1109/IJCNN.2012.6252741
  20. Ferreira, P.M.; Silva, S.M.; Ruano, A.E.. "Model based predictive control of HVAC systems for human thermal comfort and energy consumption minimisation". 2012.
    10.3182/20120403-3-DE-3010.00085
  21. Ferreira, P.M.; Silva, S.M.; Ruano, A.E.; Négrier, A.T.; Conceição, E.Z.E.. "Neural network PMV estimation for model-based predictive control of HVAC systems". 2012.
    10.1109/IJCNN.2012.6252365
  22. Cabrita, C.L.; Ruano, A.E.; Ferreira, P.M.. "Exploiting the functional training approach in radial basis function networks". 2011.
    10.1109/WISP.2011.6051694
  23. Gomes, J.M.; Ferreira, P.M.; Ruano, A.E.. "Implementation of an intelligent sensor for measurement and prediction of solar radiation and atmospheric temperature". 2011.
    10.1109/WISP.2011.6051713
  24. Ruano, A.E.; Cabrita, C.L.; Ferreira, P.M.. "Towards a more analytical training of neural networks and neuro-fuzzy systems". 2011.
    10.1109/WISP.2011.6051695
  25. Ferreira, P.M.; Ruano, A.E.; Pestana, R.. "Towards online operation of a RBF neural network model to forecast the Portuguese electricity consumption". 2011.
    10.1109/WISP.2011.6051697
  26. Ruano, A.E.; Ferreira, P.M.; Mendes, H.. "MOGA design of temperature and relative humidity models for predictive thermal comfort". 2010.
  27. Ferreira, P.M.; Martins, I.A.C.; Ruano, A.E.. "Cloud and clear sky pixel classification in ground-based all-sky hemispherical digital images". 2010.
  28. Ferreira, P.M.; Ruano, A.E.; Pestana, R.. "Improving the identification of RBF predictive models to forecast the Portuguese electricity consumption ?". 2010.
  29. Igor Martins; Pedro M. Ferreira; Ruano, A. E.. "Estimation and Prediction of Cloudiness from Ground-Based All-Sky Hemispherical Digital Images". Paper presented in 9th Portuguese Conference on Automatic Control, Controlo 2010, Coimbra, 2010.
    Published
  30. Ferreira, P.M.; Ruano, A.E.; Pestana, R.; Kóczy, L.T.. "Evolving RBF predictive models to forecast the Portuguese electricity consumption". 2009.
    10.3182/20090921-3-TR-3005.00073
  31. Ferreira, P.M.; Ruano, A.E.. "Application of computational intelligence methods to greenhouse environmental modelling". 2008.
    10.1109/IJCNN.2008.4634310
  32. Ferreira, P.; Ruano, A.. "Discrete model based greenhouse environmental control using the branch & bound algorithm". 2008.
    10.3182/20080706-5-KR-1001.3461
  33. Pedro M. Ferreira; Ruano, A. E.. "MODEL BASED PREDICTIVE CONTROL OF GREENHOUSE AIR TEMPERATURE AND RELATIVE HUMIDITY". Paper presented in 8th Portuguese Conference on Automatic Control, Controlo 2008, Vila Real, 2008.
    Published
  34. Ribeiro, L.; Ruano, A.E.B.; Ruano, M.G.; Ferreira, P.; Várkonyi-Kóczy, A.R.. "Improving the diagnosis of ischemic CVA's through CT scan with neural networks". 2007.
    10.1109/SOFA.2007.4318302
  35. Ribeiro, L.; Ruano, A.E.; Ruano, G.M.; Ferreira, P.M.. "Neural networks assisted diagnosis of ischemic CVA's through CT scan". 2007.
    10.1109/WISP.2007.4447507
  36. Ferreira, P.M.; Ruano, A.E.. "On-line sliding-window Levenberg-Marquardt methods for neural network models". 2007.
    10.1109/WISP.2007.4447542
  37. Crispim, E.M.; Ferreira, P.M.; Ruano, A.E.. "Solar radiation prediction using RBF Neural Networks and cloudiness indices". 2006.
  38. Pedro M. Ferreira; Ruano, A. E.. "Soft-computing methods in greenhouse environmental and crop modelling". Paper presented in 5th Conference of the European Federation for Information Technology in Agriculture, Food and Environment / 3rd World Congress on Computers in Agriculture and Natural Resources, Vila Real, 2005.
    Published
  39. Ferreira, P.M.; Ruano, A.E.; Fonseca, C.M.. "Evolutionary multiobjective design of radial basis function networks for greenhouse environmental control". 2005.
  40. M. Kazheunikau; Pedro M. Ferreira; Ruano, A. E.. "Neuro-Fuzzy Modeling of Plant Growth in a Hydroponic Greenhouse". Paper presented in 6th Portuguese Conference on Automatic Control, Controlo 2004, Faro, 2004.
    Published
  41. Pedro M. Ferreira; Ruano, A. E.. "Predicting solar radiation with RBF neural networks". Paper presented in 6th Portuguese Conference on Automatic Control, Controlo 2004, Faro, 2004.
    Published
  42. Ferreira, P.M.; Ruano, A.E.; Fonseca, C.M.. "Genetic assisted selection of RBF model structures for greenhouse inside air temperature prediction". 2003.
  43. Ruano, A.E.; Ferreira, P.M.; Cabrita, C.; Matos, S.. "Training neural networks and neuro-fuzzy systems: A unified view". 2002.
  44. Ferreira, P.M.; Ruano, A.E.. "Choice of RBF model structure for predicting greenhouse inside air temperature". 2002.
  45. Pedro M. Ferreira; Faria, E.A.; Ruano, A. E.. "COMPARISON OF ON-LINE LEARNING ALGORITHMS FOR RBF MODELS IN GREENHOUSE ENVIRONMENTAL CONTROL PROBLEMS". Paper presented in 4th Portuguese Conference on Automatic Control, Controlo 2004, Guimarães, 2000.
    Published
  46. Ferreira, P.M.; Ruano, A.E.. "Exploiting the separability of linear and nonlinear parameters in radial basis function networks". 2000.
    10.1109/ASSPCC.2000.882493
  47. Pedro M. Ferreira; Faria, E.A.; Ruano, A. E.. "Neural network models in greenhouse environmental control". Paper presented in 6th International Conference on Engineering Applications of Neural Networks, 2000.
    Published
  48. Pedro M. Ferreira; Faria, E.A.; Ruano, A. E.. "Real-Time Data Acquisition System for the Identification of Dynamic Temperature Models in a Hydroponic Greenhouse". Paper presented in 3rd Portuguese Conference on Automatic Control, Controlo 98, Coimbra, 1998.
    Published
Edited book
  1. Pedro M. Ferreira. International Workshops of ECML PKDD 2022, Grenoble, France, September 19–23, 2022, Proceedings, Part I. Springer Nature Switzerland. 2023.
    Published • 10.1007/978-3-031-23618-1 • Editor
  2. Pedro M. Ferreira. Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Springer International Publishing. 2021.
    10.1007/978-3-030-93736-2 • Editor
  3. Pedro M. Ferreira. ECML PKDD 2020 Workshops. Springer International Publishing. 2020.
    Published • 10.1007/978-3-030-65965-3 • Editor
  4. Pedro M. Ferreira. Computer Safety, Reliability, and Security. Springer International Publishing. 2020.
    10.1007/978-3-030-54549-9
  5. Pedro M. Ferreira. Computer Safety, Reliability, and Security. SAFECOMP 2020 Workshops. Springer International Publishing. 2020.
    10.1007/978-3-030-55583-2
  6. Pedro M. Ferreira; Medeiros, Ibéria. ECML PKDD 2020 Workshops. Springer International Publishing. 2020.
    10.1007/978-3-030-65965-3
  7. Pedro M. Ferreira. Reliable Software Technologies – Ada-Europe 2018. Springer International Publishing. 2018.
    10.1007/978-3-319-92432-8
Journal article
  1. Lineros, Miriam López; Luna, Antonio Madueño; Ferreira, Pedro M.; Ruano, Antonio E.. "Optimized Design of Neural Networks for a River Water Level Prediction System". Sensors 21 19 (2021): 6504. http://dx.doi.org/10.3390/s21196504.
    Open access • Published • 10.3390/s21196504
  2. Alves, Fernando; Bettini, Aurélien; Ferreira, Pedro M.; Bessani, Alysson. "Processing tweets for cybersecurity threat awareness". Information Systems 95 (2021): 101586. http://dx.doi.org/10.1016/j.is.2020.101586.
    10.1016/j.is.2020.101586
  3. José Cecílio; Pedro M. Ferreira; António Casimiro. "Evaluation of LoRa Technology in Flooding Prevention Scenarios". Sensors 20 14 (2020): 4034-4034. https://doi.org/10.3390/s20144034.
    10.3390/s20144034
  4. Ruano, António; Silva, Sérgio; Duarte, Helder; Ferreira, P.M.. "Wireless Sensors and IoT Platform for Intelligent HVAC Control". Applied Sciences 8 3 (2018): 370. http://dx.doi.org/10.3390/app8030370.
    Published • 10.3390/app8030370
  5. Khosravani, H.; Ruano, A.; Ferreira, P.M.. "A New Convex Hull, Sliding Window Based Online Adaptation Method". IFAC-PapersOnLine 51 10 (2018): 211-216. http://dx.doi.org/10.1016/j.ifacol.2018.06.264.
    10.1016/j.ifacol.2018.06.264
  6. Khosravani, H.; Ruano, A.; Ferreira, P.M.. "A Comparison of Four Data Selection Methods for Artificial Neural Networks and Support Vector Machines". IFAC-PapersOnLine 50 1 (2017): 11227-11232. http://www.scopus.com/inward/record.url?eid=2-s2.0-85031800807&partnerID=MN8TOARS.
    10.1016/j.ifacol.2017.08.1577
  7. Khosravani, H.R.; Castilla, M.D.M.; Berenguel, M.; Ruano, A.E.; Ferreira, P.M.. "A comparison of energy consumption prediction models based on neural networks of a bioclimatic building". Energies 9 1 (2016): http://www.scopus.com/inward/record.url?eid=2-s2.0-84956665708&partnerID=MN8TOARS.
    10.3390/en9010057
  8. Ruano, A.E.; Pesteh, S.; Silva, S.; Duarte, H.; Mestre, G.; Ferreira, P.M.; Khosravani, H.R.; Horta, R.. "The IMBPC HVAC system: A complete MBPC solution for existing HVAC systems". Energy and Buildings 120 (2016): 145-158. http://www.scopus.com/inward/record.url?eid=2-s2.0-84962850859&partnerID=MN8TOARS.
    10.1016/j.enbuild.2016.03.043
  9. Khosravani, H.R.; Ruano, A.E.; Ferreira, P.M.. "A convex hull-based data selection method for data driven models". Applied Soft Computing Journal 47 (2016): 515-533. http://www.scopus.com/inward/record.url?eid=2-s2.0-84976381591&partnerID=MN8TOARS.
    10.1016/j.asoc.2016.06.014
  10. Ruano, A.; Pesteh, S.; Silva, S.; Duarte, H.; Mestre, G.; Ferreira, P.M.; Khosravani, H.; Horta, R.. "PVM-based intelligent predictive control of HVAC systems". IFAC-PapersOnLine 49 5 (2016): 371-376. http://www.scopus.com/inward/record.url?eid=2-s2.0-84991063623&partnerID=MN8TOARS.
    10.1016/j.ifacol.2016.07.141
  11. Ruano, A.; Khosravani, H.R.; Ferreira, P.M.. "A randomized approximation convex hull algorith m for high dimensions". IFAC-PapersOnLine 28 10 (2015): 123-128. http://www.scopus.com/inward/record.url?eid=2-s2.0-84992504864&partnerID=MN8TOARS.
    10.1016/j.ifacol.2015.08.119
  12. Mestre, G.; Ruano, A.; Duarte, H.; Silva, S.; Khosravani, H.; Pesteh, S.; Ferreira, P.M.; Horta, R.. "An intelligent weather station". Sensors (Switzerland) 15 12 (2015): 31005-31022. http://www.scopus.com/inward/record.url?eid=2-s2.0-84949844544&partnerID=MN8TOARS.
    10.3390/s151229841
  13. Ruano, A.E.; Madureira, G.; Barros, O.; Khosravani, H.R.; Ruano, M.G.; Ferreira, P.M.. "Seismic detection using support vector machines". Neurocomputing 135 (2014): 273-283. http://www.scopus.com/inward/record.url?eid=2-s2.0-84897913656&partnerID=MN8TOARS.
    10.1016/j.neucom.2013.12.020
  14. Ferreira, P.M.; Gomes, J.M.; Martins, I.A.C.; Ruano, A.E.. "A neural network based intelligent predictive sensor for cloudiness, solar radiation and air temperature". Sensors (Switzerland) 12 11 (2012): 15750-15777. http://www.scopus.com/inward/record.url?eid=2-s2.0-84870550647&partnerID=MN8TOARS.
    10.3390/s121115750
  15. Ferreira, P.M.; Ruano, A.E.; Silva, S.; Conceição, E.Z.E.. "Neural networks based predictive control for thermal comfort and energy savings in public buildings". Energy and Buildings 55 (2012): 238-251. http://www.scopus.com/inward/record.url?eid=2-s2.0-84870577828&partnerID=MN8TOARS.
    10.1016/j.enbuild.2012.08.002
  16. Vousdoukas, M.I.; Ferreira, P.M.; Almeida, L.P.; Dodet, G.; Psaros, F.; Andriolo, U.; Taborda, R.; et al. "Performance of intertidal topography video monitoring of a meso-tidal reflective beach in South Portugal". Ocean Dynamics 61 10 (2011): 1521-1540. http://www.scopus.com/inward/record.url?eid=2-s2.0-81155152745&partnerID=MN8TOARS.
    10.1007/s10236-011-0440-5
  17. Ferreira, P.M.; Ruano, A.E.. "Online sliding-window methods for process model adaptation". IEEE Transactions on Instrumentation and Measurement 58 9 (2009): 3012-3020. http://www.scopus.com/inward/record.url?eid=2-s2.0-69249241725&partnerID=MN8TOARS.
    10.1109/TIM.2009.2016818
  18. Crispim, E.M.; Ferreira, P.M.; Ruano, A.E.. "Prediction of the solar radiation evolution using computational intelligence techniques and cloudiness indices". International Journal of Innovative Computing, Information and Control 4 5 (2008): 1121-1133. http://www.scopus.com/inward/record.url?eid=2-s2.0-48249092641&partnerID=MN8TOARS.
  19. Ferreira, P.M.; Faria, E.A.; Ruano, A.E.. "Neural network models in greenhouse air temperature prediction". Neurocomputing 43 (2002): 51-75. http://www.scopus.com/inward/record.url?eid=2-s2.0-0036138323&partnerID=MN8TOARS.
    10.1016/S0925-2312(01)00620-8
  20. Pedro M. Ferreira; Ruano, A.E.. "Predicting the Greenhouse Inside Air Temperature with RBF Neural Networks". IFAC Proceedings Volumes 34 11 (2001): 67-72. http://dx.doi.org/10.1016/s1474-6670(17)34108-3.
    10.1016/s1474-6670(17)34108-3
  21. Pedro M. Ferreira; Faria, E.A.; Ruano, A. E.. "Application of Radial Basis Function Neural Networks to a Greenhouse Inside Air Temperature Model". IFAC Proceedings Volumes 33 19 (2000): 137-142. http://dx.doi.org/10.1016/s1474-6670(17)40902-5.
    10.1016/s1474-6670(17)40902-5
Preprint
  1. Aniakor, Miracle; Cogo, Vinicius; Pedro M. Ferreira. Corresponding author: Aniakor, Miracle. "A Survey on Semantic Modeling for Building Energy Management". 2024. https://arxiv.org/abs/2404.11716.
  2. Luís Sousa; Cecílio, José; Pedro M. Ferreira; Oliveira, Alan. "Reconfigurable and Scalable Honeynet for Cyber-Physical Systems". 2024. https://arxiv.org/abs/2404.04385.
Working paper
  1. Samaneh Shafee; Bessani, Alysson Neves; Pedro M. Ferreira. Corresponding author: Pedro M. Ferreira. 2024. "Evaluation of LLM Chatbots for OSINT-based Cyberthreat Awareness". https://arxiv.org/abs/2401.15127.
    10.1016/j.eswa.2024.125509
Activities

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2023/02/01 - Current Semantically-enriched autonomous container estimation for computational workflows
Co-supervisor
Universidade de Lisboa Faculdade de Ciências, Portugal
2021/10/01 - Current Time series based real-life energy assessment of household appliances
Supervisor of Zygimantas Jasiunas
 Informática (PhD)
Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
2021/10/01 - Current Neuro evolution-based data quality framework for regularly sampled sensor data
Supervisor of Adriano Mão de Ferro
 Informática (PhD)
Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
2021/10/01 - Current Context-Aware Machine Learning-Based Predictive Framework for Buildings Energy Management
Supervisor of Miracle Aniakor
 Informática (PhD)
Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
2021/10/01 - Current Deep Reinforcement Learning for Predictive Control of Building Energy Management Systems
Supervisor of Nuno Dionísio
 Informática (PhD)
Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
2021/07/01 - Current AML-Robust Network Intrusion Detection based on diversity and Machine Learning
Co-supervisor of Allan Espindola
 Informática (PhD)
Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
2021/04/01 - Current Improving the Accuracy and Robustness of ML-based Open Source Cyber Threat Intelligence
Supervisor of Samaneh Shaffie
 Informática (PhD)
Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
2019 - Current Robust Deep Learning based CyberThreat Intelligence PhD in Informatics
Co-supervisor
 PhD in Informatics (PhD)
Universidade de Lisboa Faculdade de Ciências, Portugal
2019 - Current Deep neural networks for text stream clustering
Supervisor
 Mestrado em Informatica (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2019 - Current Deteção de Acessos Anómalos a Bases de Dados Críticas
Supervisor
 Mestrado em Informatica
Universidade de Lisboa Faculdade de Ciências, Portugal
2019 - Current Deteção e Análise de Anomalias Comportamentais de Segurança em Utilizadores
Supervisor
 Mestrado em Informatica (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2019 - Current App de recolha de dados para mapeamento ecológico de espaços verdes
Co-supervisor
 Mestrado em Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2019 - Current Machine learning to predict ecological features in satellite Earth observation data
Co-supervisor
 Mestrado em Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2019 - Current Implementation of Solutions for Data Dependability in Wireless Sensor Networks
Co-supervisor
 Mestrado em Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2019 - Current QRadarUBA: Deteção e Análise de Anomalias Comportamentais de Segurança em Utilizadores
Supervisor
2018 - Current Evaluation of WSN technology for dependable monitoring in water environments
Co-supervisor
 Mestrado em Engenharia Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2018 - Current Indicators of Compromise Trustworthiness Assessement
Co-supervisor
 Mestrado em Engenharia Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2018 - Current Máquinas virtuais para dispositivos IoT
Co-supervisor
 Mestrado em Engenharia Informática (Master)
2018 - Current Automatic Detection of Anomalous User Access Patterns to Sensitive Data
Co-supervisor
 Mestrado em Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2017 - Current OSINT-Based Data-Driven Cybersecurity Discovery
Co-supervisor
 PhD in Informatics (PhD)
Universidade de Lisboa Faculdade de Ciências, Portugal
2021/10/01 - 2023/06/02 Agile Cybersecurity Application Performance Monitoring
Supervisor
 Mestrado em Segurança Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2020/10/01 - 2021/11/30 Data quality and dependability of IoT platform for buildings energy assessment
Supervisor
Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
2020/10/01 - 2021/10/31 Platform architecture and data management for cloud-based buildings energy self-assessment and optimization
Supervisor of André Alexandre Oliveira Gil
Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
2020/10/01 - 2021/10/31 Avaliação de ciber ameaças descobertas por OSINT
Co-supervisor of Francisco Contreras Leão Gomes
Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
2020/10/01 - 2021/09/30 A database for appliances real-life energy performance and consumption assessment
Supervisor of Alexandre Santos Nascimento
Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
2020/10/01 - 2021/09/30 Buildings occupancy assessment
Supervisor
Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
2020/09/01 - 2021/09/30 RoboScout: Automação de processo proativo de pesquisa, análise e tomada de decisão, com base em “Open-Source Intelligence” (“OSINT Scouting”), na cibersegurança de grandes organizações
Supervisor of Bruno Rafael Vilares Teixeira
Universidade de Lisboa Faculdade de Ciências, Portugal
2020/10/01 - 2021/07/31 Integration of heterogeneous building IoT platforms and smart systems
Supervisor
Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
2020/10/01 - 2021/07/31 Building appliances energy performance assessment
Supervisor
Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal
2018/02/01 - 2019/01/31 Previsão da produção eólica do ponto de vista do Operador da Rede de Distribuição
Supervisor of José Carlos Moniz Sousa
Universidade de Lisboa Faculdade de Ciências, Portugal
2017 - 2018 Previsão da produção eólica do ponto de vista do Operador da Rede de Distribuição
Supervisor
 Mestrado Integrado em Engenharia da Energia e Ambiente (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2017 - 2018 Improving Cyberthreat Discovery in Open Source Intelligence using Deep Learning Techniques
Co-supervisor
 Mestrado em Segurança Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2017 - 2018 Estratégia de Resposta a Incidentes para um SOC (Centro de Operações de Segurança)
Supervisor
 Mestrado em Segurança Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2016 - 2017 Artificial Neural Network Models: Data Selection And Model Online Adaptation
Co-supervisor
 PhD in Informatics (PhD)
Universidade do Algarve Faculdade de Ciências e Tecnologia, Portugal
2016 - 2017 Cyberthreat Discovery in Open Source Intelligence using Deep Learning Techniques
Supervisor
 Mestrado em Engenharia Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2016 - 2017 Implementação distribuída de algoritmos evolutivos
Supervisor
 Mestrado em Engenharia Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2016 - 2017 Aplicação de controlo preditivo a um sistema de arrefecimento de uma sala de aula (ventilação natural e mecânica): componente experimental
Supervisor
 Mestrado Integrado em Engenharia da Energia e do Ambiente (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2015 - 2016 Previsão de consumos de eletricidade e gás em Portugal - Análise, Adaptação e Evolução
Supervisor
 Mestrado em Gestão de Informação (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2015 - 2016 Aprendizagem Automática em larga Escala nas Redes Sociais para Descoberta de Ameaças de Segurança
Supervisor
 Mestrado em Segurança Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2015 - 2016 Utilização da estratégia Pair Programming no ensino da programação de sistemas de comunicação com recurso a sockets
Supervisor
 Mestrado em Ensino de Informática (Master)
Universidade de Lisboa Instituto da Educação, Portugal
2014 - 2015 Advanced Persistent Threats
Supervisor
 Mestrado em Segurança Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2014 - 2015 GIS Solutions For Energy & Utilities
Supervisor
 Mestrado em Engenharia Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2014 - 2015 Criar Histórias em Rede: Uma forma de consolidar Conceitos de Programação de Sistemas de Comunicação
Supervisor
 Mestrado em Ensino de Informática (Master)
Universidade de Lisboa Instituto da Educação, Portugal
2013 - 2014 Sistema de Administração do Inqnet
Supervisor
 Mestrado em Engenharia Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2012 - 2013 Desenvolvimento de Solução Multi-Canal para Instituição Financeira de Seguros
Supervisor
 Mestrado em Engenharia Informática (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2011 - 2012 Instrumentação e Controlo para Regulação de pH em Sistemas de Cultivo de Organismos Aquáticos
Supervisor
 Mestrado integrado em Engenharia Eletrónica e Telecomunicações (Master)
2011 - 2012 Electricity Load Demand Forecasting in Portugal Using Least-Squares Support Vector Machines
Supervisor
 Mestrado em Engenharia Informática (Master)
Universidade do Algarve, Portugal
2010 - 2011 Implementation of an intelligent sensor for measurement and prediction of solar radiation and atmospheric temperature
Supervisor
 Mestrado integrado em Engenharia Eletrónica e Telecomunicações (Master)
Universidade do Algarve, Portugal
2009 - 2010 Neural models project for solar radiation and atmospheric temperature forecast
Supervisor
 Mestrado integrado em Engenharia Eletrónica e Telecomunicações (Master)
Universidade do Algarve, Portugal

Event organisation

Event name
Type of event (Role) 		Institution / Organization
2019/09/20 - 2019/09/20 MLCS 2019 - Workshop on Machine Learning for CyberSecurity. Workshop co-organised in co-location with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD 2019). Website: http://mlcs.lasige.di.fc.ul.pt/ (2019/09/20 - 2019/09/20)
Workshop (Member of the Organising Committee)
 FCiênciasID Associação para a Investigação e Desenvolvimento de Ciências, Portugal

Università degli Studi di Bari Aldo Moro Dipartimento di Informatica, Italy

Universidade de Lisboa Laboratório de Sistemas Informáticos de Grande Escala, Portugal

Università degli Studi Cagliari PRA Lab, Italy

Universität Bonn Fraunhofer Institute for Intelligent Analysis and Information Systems IAIS, Germany

Universität Bonn Fraunhofer Center for Machine Learning, Germany
2019/09/20 - 2019/09/20 MLCS 2019. 2019 Workshop on Machine Learning for CyberSecurity - Invited Talk by Mario Fritz: Towards Trustworthy AI (2019/09/20)
Workshop (Other)
2019/07/14 - 2019/07/19 IJCNN 2019. 2019 International Joint Conference on Neural Networks. Session: Applications of deep networks (2019/07/14 - 2019/07/19)
Conference (Other)
2019/06/24 - 2019/06/24 DCDS 2019 - Workshop on Data-Centric Dependability and Security. Workshop co-organised in co-location with the The 49th IEEE/IFIP International Conference on Dependable Systems and Networks (DSN 2019). Website: http://dcds.lasige.di.fc.ul.pt/ (2019/06/24 - 2019/06/24)
Workshop (Member of the Organising Committee)
 Universidade de Lisboa Faculdade de Ciências, Portugal

City University of London, United Kingdom

Universität Bonn Fraunhofer Institute for Intelligent Analysis and Information Systems IAIS, Germany
2018/06/18 - 2018/06/22 Ada-Europe 2018. 23rd International Conference on Reliable Software Technologies (2018/06/18 - 2018/06/22)
Conference (Member of the Organising Committee)
2016/09/08 - 2016/09/09 INForum 2016. 8º Simpósio Nacional de Informática. Conference Session Organization: Session on Embedded and Real-time Systems (2016/09/08 - 2016/09/09)
Symposium (Other)
2010/03/29 - 2010/03/31 CMTEE2010. IFAC Conference on Control Methodologies and Technology for Energy Efficiency (2010/03/29 - 2010/03/31)
Conference (Member of the Organising Committee)
2004/06/07 - 2004/06/09 CONTROLO2004. 6th Portuguese Conference on Automatic Control (2004/06/07 - 2004/06/09)
Conference (Member of the Organising Committee)
2003/04/08 - 2003/04/11 EMO2003. 2nd International Conference on Evolutionary Multi-Criterion Optimisation (2003/04/08 - 2003/04/11)
Conference (Member of the Organising Committee)
2003/04/08 - 2003/04/11 ICONS2003. IFAC International Conference on Intelligent Control Systems and Signal Processing (2003/04/08 - 2003/04/11)
Conference (Member of the Organising Committee)
2003/04/08 - 2003/04/11 INForum 2017. 9º Simposio Nacional de Informática. Conference Session Organization: Session on Embedded and Real-time Systems (2003/04/08 - 2003/04/11)
Symposium (Other)

Jury of academic degree

Topic
Role 		Candidate name (Type of degree)
Institution / Organization
2024/02/19 Evolving Robust and Readable Land Cover Models for Improved Forest
(Thesis) Arguer
 João Eduardo Silva Pombinho Batista (PhD)
Universidade de Lisboa Faculdade de Ciências, Portugal
2023/02/03 ZeroDays v2 Sistema de Gestão de Ameaças de Cibersegurança Dia-Zero (Exploits e Software Malicioso Dia-Zero)
(Thesis) Main arguer
 Tomás Rafael Martins Ferreira (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2022/03/24 RoboPHISH2: RPA e Crowdvoting na Deteção e Mitigação de Ataques de Phishing
(Thesis) Main arguer
 Luís Carlos da Silva Correia (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2022/02/07 Localização de equipamentos de apoio logístico através de Machine Learning com suporte IoT e tecnologias de cloud
(Thesis) Main arguer
 Humberto Carlos Moreira Simões de Oliveira (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2022/01/05 PoirotDBv2: Deteção, qualificação, avaliação e resposta rápida a incidentes de acesso ilícito ou exfiltração ilícita de informação crítica
(Thesis) Main arguer
 Ivo Rafael Gonçalves Pascoal (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2021/09/13 Previsão de curto tempo da produção eólica nacional
(Thesis) Main arguer
 João Cravinho Santos (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2020/12/04 Security for constrained IoT devices
(Thesis) Main arguer
 Sérgio Daniel Rocha Pinto (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2020/04/02 Vulnerabilities Detection at Runtime and Continuous Auditing
(Thesis) Arguer
 Bruno Octavio Horta Lourenço (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2019/11/26 A dependability framework for WSN-based aquatic monitoring systems
(Thesis) Arguer
 Gonçalo João Vitorino de Jesus (PhD)
Universidade de Lisboa Faculdade de Ciências, Portugal
2019 Neural Computing for Industrial Data Processing Guodong Wang (PhD)
Technische Universität Wien Universitätsarchiv, Austria
2019 Generating software tests to check for flaws and functionalities Francisco João Guimarães Coimbra de Almeida Araújo (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2019 Smart E-Tickets: Buying Authentic and Trustworthy Tickets with Blockchain Daniel Filipe Martiniano dos Santos (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2019 A low-cost infrared-based sensor to measure the filling level of a waste bin Anande Hasmukhalal Premgi (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2018 Continuous Security Assessment Pedro Miguel da Costa Santos (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2016 Learning Adaptation Models Under Non-Determinism Francisco Miguel Caramelo Duarte (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2015 Photovoltaic Power Forecast Modelling with Artificial Neural Networks João André Martinho Bolas Soares (Master)
Universidade do Algarve Faculdade de Ciências e Tecnologia, Portugal
2013 Self-Motivated Agents That Learn Gustavo Manuel Costa Martins (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2013 Resilient Event Collection in Siem Systems Pedro da Silva Dias Rodrigues (Master)
Universidade de Lisboa Faculdade de Ciências, Portugal
2012 Colaborar em Rede: Uma Estratégia para a Consolidação de Conceitos de Redes de Comunicaçãoo Maria João Duarte Pereira (Master)
Universidade de Lisboa Instituto da Educação, Portugal

Other jury / evaluation

Activity description Institution / Organization
2021/07/27 - 2021/10/12 Júri de concurso externo para recrutamento de um investigador auxiliar na área científica de sistemas de informação Laboratório Nacional de Engenharia Civil, Portugal
Distinctions

Award

2016 1º Lugar no EDP re:dy challenge 2016
EDP, Portugal
2011 Terceiro lugar ex aequo (126 candidatos). Concurso de ideias de negócio: ideias em caixa.
Caixa Geral de Depositos, Portugal

Universidade do Algarve, Portugal