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Biografia

Victor Lobo licenciou-se em Engenharia Eletrotécnica e de Computadores no Instituto Superior Técnico (IST-UTL). Fez o Mestrado e o Doutoramento em Engenharia Informática na Faculdade de Ciências e Tecnologia da NOVA e fez a Agregação NOVA Information Management School (NOVA IMS) . Leciona da Escola Naval desde 1989, onde é atualmente professor Catedrátco. É professor convidado na NOVA IMS desde 2003. Tem mais de 150 artigos científicos publicados em revistas e atas de conferências. O seu trabalho tem incidido sobre a utilização de Inteligência Artificial, e Aprendizagem Máquina, em contreto redes neuronais com auto-organização, em diversos campos, que vão desde análise de sinais bio médicos e hidrofónicos a dados georreferenciados, sociodemográficos, económicos, e ambientais. Tem trabalhado também em robótica, principalmente com veículos autónomos.

Publicações Cientificas

Crisóstomo, J., Bação, F., & Lobo, V. (2025)

Machine learning methods for detecting smart contracts vulnerabilities within Ethereum blockchain: A review. Expert Systems with Applications, 268, 1-16. Article 126353. https://doi.org/10.1016/j.eswa.2024.126353

Marques, M. M., Duarte, F., & Lobo, V. (2025)

CBRN Emergency Management System. In Á. Rocha, & A. Vaseashta (Eds.), Developments and Advances in Defense and Security: Proceedings of MICRADS 2024 (pp. 319-330). (Smart Innovation, Systems and Technologies; Vol. 423). Springer Nature. https://doi.org/10.1007/978-981-96-0235-3_26

Mentzingen, H., Antonio, N., & Lobo, V. (2024)

Joining metadata and textual features to advise administrative courts decisions: a cascading classifier approach. Artificial Intelligence and Law, 32(1), 201-230. https://doi.org/10.1007/s10506-023-09348-9

Moura, R., Pessanha Santos, N., Vala, A., Mendes, L., Simões, P., de Castro Neto, M., & Lobo, V. (2024)

Fisheries Inspection in Portuguese Waters from 2015 to 2023. Scientific Data, 11(1). https://doi.org/10.1038/s41597-024-03088-4

Santos, N. P., Moura, R., Antunes, T. L., & Lobo, V. (2024)

Revolutionizing Ocean Cleanup: A Portuguese Case Study with Unmanned Vehicles Fighting Spills. Environments - MDPI, 11(10), 1-19. Article 224. https://doi.org/10.3390/environments11100224

Santos, N. P., Moura, R., Silva, C. S. D., Lamas, L., Lobo, V., & Neto, M. D. C. (2024)

Long-term in situ Eulerian Sea surface temperature records along the Portuguese Coast. Data in brief, 54, 1-8. Article 110287. https://doi.org/10.1016/j.dib.2024.110287

Santos, N. P., Moura, R., Torgal, G. S., Lobo, V., & Neto, M. D. C. (2024)

Side-scan sonar imaging data of underwater vehicles for mine detection. Data in brief, 53, 1-8. Article 110132. https://doi.org/10.1016/j.dib.2024.110132, https://doi.org/10.6084/m9.figshare.24574879

Dias, A. R., Santos, N. P., & Lobo, V. (2024)

Acoustic Technology for Maritime Surveillance: Insights from Experimental Exercises. In OCEANS 2024 - Singapore Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/OCEANS51537.2024.10682280

Gomes, R. F. M., Fernandes, P. C., & Lobo, V. (2024)

Development of an Autonomous Surface System for Permanent and Persistent Monitoring of Vehicles in the Water Column. In L. Marques, C. Santos, J. L. Lima, D. Tardioli, & M. Ferre (Eds.), Robot 2023: Sixth Iberian Robotics Conference: Advances in Robotics, Volume 2 (Vol. 2, pp. 186-197). (Lecture Notes in Networks and Systems; Vol. 978). Springer Nature Switzerland AG. https://doi.org/10.1007/978-3-031-59167-9_16

Santos, N. P., Moura, R., Antunes, T. L., & Lobo, V. (2024)

Unmanned Vehicles: A Promising Solution to Addressing Sea Pollution. In OCEANS 2024 - Singapore Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/OCEANS51537.2024.10682272

Moura, R., Pessanha Santos, N., Rocha, A., Lobo, V.; Neto, M. C. (2023). Georeferenced dataset of maritime piracy in the Gulf of Guinea from 2010 to 2021. Scientific Data 10, 876 (2023)

Georeferenced dataset of maritime piracy in the Gulf of Guinea from 2010 to 2021. Scientific Data 10, 876 (2023). https://doi.org/10.1038/s41597-023-02706-x

Santos, N. P., Lobo, V., Bernardino, A. (2023)

Fixed-Wing Unmanned Aerial Vehicle 3D-Model-Based Tracking for Autonomous Landing. Drones, Vol. 7 (4), April 2023, 243. https://doi.org/10.3390/drones7040243

Antunes, T. L., Santos, N. P., Moura, R., & Lobo, V. (2023)

Sea Pollution: Analysis and Monitoring using Unmanned Vehicles. In 2023 IEEE Underwater Technology (UT) (pp. 1-8). IEEE. https://doi.org/10.1109/UT49729.2023.10103429

Crisóstomo, J., Lobo, V., & Bação, F. (2023)

Detecting Fraudulent Wallets in Ethereum Blockchain Combining Supervised and Unsupervised Techniques: Using Autoencoders and XGboost. In J. M. Machado, P. Vieira, A. Abelha, L. Vigneri, J. Prieto, H. Peixoto, & D. Arroyo (Eds.), Blockchain and Applications, 5th  International Congress: BLOCKCHAIN 2023 (pp. 224-233). (Lecture Notes in Networks and Systems; Vol. 778). Springer, Cham. https://doi.org/10.1007/978-3-031-45155-3_23

Dias, A. R., Santos, N. P., & Lobo, V. (2023)

Implementation of a Passive Acoustic Barrier for Surveillance. In OCEANS 2023 - Limerick (pp. 1-6). IEEE Computer Society. https://doi.org/10.1109/OCEANSLimerick52467.2023.10244682

Principe, V. A., de Souza Vale, R. G., de Castro, J. B. P., Carvano, L. M., Henriques, R. A. P., Lobo, V. J. D. A. E. S., & de Alkmim Moreira Nunes, R. (2022)

A computational literature review of football performance analysis through probabilistic topic modeling. Artificial Intelligence Review, 55(2). [Advanced online publication on 4 April 2021]. https://doi.org/10.1007/s10462-021-09998-8

Barros, E., Lobo, V., & Correia, A. (2022)

Holistic View on Detecting DDoS Attacks Using Machine Learning. In V. Lobo, & A. Correia (Eds.), Applications of Machine Learning and Deep Learning for Privacy and Cybersecurity (pp. 118-134). IGI Global. https://doi.org/10.4018/978-1-7998-9430-8.ch006

Lobo, V., & Correia, A. (Eds.) (2022)

Applications of Machine Learning and Deep Learning for Privacy and Cybersecurity. IGI Global.

Barreto, M., Gatta, M., & Lobo, V. (2022)

Construção e teste de um sistema para trabalhos de acústica submarina em tanque anecóico. In I. H. (Ed.), Atas das 7.as Jornadas de Engenharia Hidrográfica / 2. as Jornadas Luso-Espanholas de Hidrografia (pp. 339-342). Instituto Hidrográfico. https://jornadas.hidrografico.pt/recursos/files/documentos/2022/7JEH-Livro_Atas.pdf

Barreto, M., Gatta, M., & Lobo, V. (2022)

Resposta acústica de artes de pesca para captura de lula e ocultação à sondagem por golfinhos. In I. H. (Ed.), Atas das 7.as Jornadas de Engenharia Hidrográfica / 2. as Jornadas Luso-Espanholas de Hidrografia (pp. 38-40). Instituto Hidrográfico. https://jornadas.hidrografico.pt/recursos/files/documentos/2022/7JEH-Livro_Atas.pdf

Ndindabahizi, I., Vanhay, J., Lauwens, B., Lobo, V., & Gallant, J. (2022)

A Novel Method for Tank Gun Error Budget Analysis. In T. G. Manning, & F. C. Rickert (Eds.), 32nd  International Symposium on Ballistics (Vol. 2, pp. 950-960). Destech Publications. https://doi.org/10.12783/ballistics22/36125

Santos, R., Moura, R., & Lobo, V. (2022)

Application of Kohonen Maps in Predicting and Characterizing VAT Fraud in a Sub-Saharan African Country. In J. Faigl, M. Olteanu, & J. Drchal (Eds.), Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization: Dedicated to the Memory of Teuvo Kohonen / Proceedings of the 14th  International Workshop, WSOM+ 2022, Prague, Czechia, July 6-7, 2022 (pp. 74-86). (Lecture Notes in Networks and Systems; Vol. 533). Springer, Cham. https://doi.org/10.1007/978-3-031-15444-7_8

Marques, M. M., Lobo, V., Aguiar, A. P., Silva, J. E., de Sousa, J. B., Nunes, M. D. F., Ribeiro, R. A., Bernardino, A., Cruz, G., & Marques, J. S. (2021)

An unmanned aircraft system for maritime operations: The automatic detection subsystem. Marine Technology Society Journal, 55(1), 38-49. https://doi.org/10.4031/MTSJ.55.1.4

Marques, M., Elvas, F., Nunes, I. L., Lobo, V., & Correia, A. (2019)

Augmented Reality in the Context of Naval Operations. In T. Ahram , R. Taiar , & W. Karwowski (Eds.), Human Systems Engineering and Design - Proceedings of the 1st  International Conference on Human Systems Engineering and Design IHSED2018: Future Trends and Applications (pp. 307-313). (Advances in Intelligent Systems and Computing; Vol. 876). Cham: Springer Verlag. https://doi.org/10.1007/978-3-030-02053-8_47

Vairinhos, V., Parreira, R., Lampreia, S., Lobo, V., & Galindo, P. (2018)

Vibration analysis based on HJ-biplots. International Journal of Prognostics and Health Management, 9(2), [030].

Bernardo, I., Henriques, R., & Lobo, V. (2018)

Social market: Stock market and twitter correlation. In Intelligent Decision Technologies 2017: Proceedings of the 9th  KES International Conference on Intelligent Decision Technologies, KES-IDT 2017 (pp. 341-356) (advanced online publication on 26 May 2017). (Smart Innovation, Systems and Technologies; Vol. 73). DOI: 10.1007/978-3-319-59424-8_32

Vitor Principe, Luiz Octáio Gavião, Roberto Henriques, Victor Lobo, Gilson Brito Alves Lima and Annibal Parracho Sant’anna (2017)

Multicriteria Analysis of Football Match Performances: Composition Of Probabilistic Preferences Applied To The English Premier League 2015/2016. Pesquisa Operacional, 37 (2), 333-363. DOI: 10.1590/0101-7438.2017.037.02.0333

Fernandes, L., Henriques, R., & Lobo, V. (2014)

Selection of instances in Condition Based Monitoring: the case of aircraft engines. Paper presented at the Maintenance Performance Measurement and Management (MPMM) Conference 2014, Coimbra.

João, P., & Lobo, V. (2014)

How to detect a small cluster in big data? In Atas da 14ª Conferência da Associação Portuguesa de Sistemas de Informação: Os Sistemas de Informação na Saúde (Vol. 14, pp. 162-173). (Atas da Conferencia da Associacao Portuguesa de Sistemas de Informacao). Fundação Luis de Molina. DOI: 10.18803/capsi.v14.162-173

Gorricha, J., Lobo, V., & Costa, A. C. (2013)

A framework for exploratory analysis of extreme weather events using geostatistical procedures and 3D self-organizing maps. International Journal on Advances in Intelligent Systems, 6(1-2), 16-26.

Pinto, A., Lobo, V., Bação, F., & Bacelar-Nicolau, H. (2013)

Self-perception of Health Status and Socio-Economic Differences in the Use of Health Services. In J. Lita da Silva, F. Caeiro, I. Natário & C. A. Braumann (Eds.), Advances in Regression, Survival Analysis, Extreme Values, Markov Processes and Other Statistical Applications (pp. 355-362): Springer Berlin Heidelberg.

Pinto, A., Rodrigues, T., Mendes, J., Bação, F., & Lobo, V. (2013)

Medication and Polymedication in Portugal. In P. E. Oliveira, M. da Graça Temido, C. Henriques & M. Vichi (Eds.), Recent Developments in Modeling and Applications in Statistics (pp. 59-68): Springer Berlin Heidelberg.

Oliveira, P. M., Lobo, V., & Ieee. (2013)

Using integro-differential operators on low cost underwater autonomous vehicles. Paper presented at the 2013 Oceans - San Diego

Vairinhos, V. M., Lobo, V., & Villardon, P. G. (2013)

Data analysis with intersection graphs. Paper presented at the 2013 International Conference on Computational Science, Amsterdam.

Gorricha, J., & Lobo, V. (2012)

Improvements on the visualization of clusters in geo-referenced data using Self-Organizing Maps. Computers & Geosciences, 43, 177-186. doi: 10.1016/j.cageo.2011.10.008

Henriques, R., Bacao, F., & Lobo, V. (2012)

Exploratory geospatial data analysis using the GeoSOM suite. Computers Environment and Urban Systems, 36(3), 218-232. doi: 10.1016/j.compenvurbsys.2011.11.003

Henriques, R., Lobo, V., & Bação, F. (2012)

Spatial Clustering Using Hierarchical SOM. In M. Johnsson (Ed.), Applications of Self-Organizing Maps: InTech.

Martins, P. T., Lobo, V. S., & Ieee. (2011)

Real-Time Decision Support System for Managing Ship Stability under damage 2011 Ieee - Oceans Spain. New York: Ieee.

Henriques, R., Bacao, F., & Lobo, V. (2009)

Carto-SOM: cartogram creation using self-organizing maps. International Journal of Geographical Information Science, 23(4), 483-511.

Vairinhos, V. M., Lobo, V., & Parreira, R. R. (2009)

Introdução à Análise de Dados de manutenção

Correia, F., Vazao, T., & Lobo, V. J. (2009)

Models for pheromone evaluation in Ant Systems for Mobile Ad-hoc networks. In M. Eltoweissy, N. Wakamiya, P. Lorenz & M. M. Freire (Eds.), 2009 First International Conference on Emerging Network Intelligence (pp. 85-90). New York: IEEE.

Henriques, R., Bação, F., & Lobo, V. (2009)

Cartograms, Self-Organizing Maps, and Magnification Control. Paper presented at the Advances in Self-Organizing Maps 7th  International Workshop, WSOM 2009, St. Augustine, USA.

Henriques, R., Bacao, F., & Lobo, V. (2009)

GeoSOM Suite: A Tool for Spatial Clustering. In O. Gervasi, D. Taniar, B. Murgante, A. Lagana, Y. Mun & M. L. Gavrilova (Eds.), Computational Science and Its Applications - Iccsa 2009, Pt I (Vol. 5592, pp. 453-466). Berlin: Springer-Verlag Berlin.

Henriques, R., Bacao, F., & Lobo, V. (2009)

UAV path planning based on event density detection. In S. Dragicevic, D. Roman & V. Tanasescu (Eds.), International Conference on Advanced Geographic Information Systems and Web Services: Geows 2009, Proceedings (pp. 112-116). Los Alamitos: IEEE Computer Soc.

Lobo, V. (2009)

Application of Self-Organizing Maps to the Maritime Environment. In V. V. Popovich, M. Schrenk, C. Claramunt & K. V. Korolenko (Eds.), Information Fusion and Geographic Information Systems, Proceedings (pp. 19-36). Berlin: Springer-Verlag Berlin.

Gorricha, J., & Lobo, V. (2009)

Visualização de Clusters em Dados Georreferenciados: uma abordagem com recurso ao Self-Organizing Map 3D. Paper presented at the JOCLAD 2009, Faro, Portugal.

Martins, P. T., & Lobo, V. (2009)

A tool for automatic routing of auxiliary circuits in ships. Paper presented at the XI Seminário Luso-Espanhol de Economia Empresarial, Faro, Portugal.

Martins, P. T., Lobo, V., & Vairinhos, V. (2009)

Optimizing a container-ship stowage plan using genetic algorithms. Paper presented at the JOCLAD 2009, Faro, Portugal.

Pinto, A., Lobo, V., Bação, F., & Bacelar-Nicolau, H. (2009)

A auto-percepção do estado de saúde e as diferenças sócio-económicas na utilização dos serviços de saúde, ao nível da NUTS II. Paper presented at the XVII Congresso da Sociedade Portuguesa de Estatística, Sesimbra, Portugal.

Silva, A. R., Lobo, V., & Vairinhos, V. (2009)

Modelação de equações estruturais (SEM) para avaliar e monitorizar o Estado de Condição de um sistema mecânico. Paper presented at the JOCLAD 2009, Faro, Portugal.

Bação, F., Lobo, V., & Painho, M. (2008)

Applications of Different Self-Organizing Map Variants to Geographical Information Science Problems Self-Organising Maps, Applications in Geographical Information Science. West Sussex: John Wiley & Sons.

Fincke, T., Lobo, V., & Bação, F. (2008)

Visualizing self-organizing maps with GIS. Paper presented at the GI Days 2008, Munster.

Parreira, R., Vairinhos, V. M., & Lobo, V. (2008)

Detecção e identificação de avarias em motores rotativos usando sensores de baixo custo. Paper presented at the XV Jornadas de Classificação e Análise de Dados, Setúbal.

Vairinhos, V. M., Lobo, V., & Galindo, M. P. (2008)

Data Analysis with Intersection Graphs. Paper presented at the XV Jornadas de Classificação e Análise de Dados, Setúbal.

Vairinhos, V. M., Parreira, R., & Lobo, V. (2008)

Detecção de Tendências na Intensidade das Avarias com base nos registos históricos das intervenções. Paper presented at the Jornadas Técnicas “O Sector Marítimo Português “, Lisboa.

Vairinhos, V., Lobo, V., & Galindo, M. P. (2008)

Intersection Graph - Based representation of Contingency Tables. Paper presented at the XV Jornadas de Classificação e Análise de Dados, Setúbal.