Personal identification

Full name

Pedro Marques

Citation names

• Marques, Pedro

Author identifiers

Ciência ID

201B-F209-7A99

ORCID iD

0000-0003-0240-5469

Knowledge fields

• Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics
• Agrarian Sciences - Agriculture, Forestry and Fisheries

Languages

Language	Speaking	Reading	Writing	Listening	Peer-review
Portuguese	Advanced (C1)	Advanced (C1)	Advanced (C1)	Advanced (C1)
English	Intermediate (B1)	Advanced (C1)	Intermediate (B1)	Advanced (C1)
Spanish; Castilian	Beginner (A1)	Beginner (A1)	Beginner (A1)	Intermediate (B1)

	Degree	Classification
2019/05/01 - 2023/05/01 Ongoing	Agricultural Production Chains – From Fork to Farm (Doutoramento) Universidade de Trás-os-Montes e Alto Douro, Portugal "Irrigation management in olive orchards with support of geomatics" (THESIS/DISSERTATION)
2015 - 2018 Concluded	Master in Computer Engineering (Mestrado) Universidade de Trás-os-Montes e Alto Douro, Portugal "Automatic Detection and Monitoring of Chestnut Trees Based on High-Resolution Aerial Images" (THESIS/DISSERTATION)	16
2010 - 2015 Concluded	Bachelor in Computer Engineering (Licenciatura) Universidade de Trás-os-Montes e Alto Douro, Portugal	13

Science

	Category Host institution	Employer
2018/03/01 - Current	Research Assistant (Research)	Universidade de Trás-os-Montes e Alto Douro, Portugal
2017/12 - 2018/02	Research Assistant (Research)	Universidade de Trás-os-Montes e Alto Douro, Portugal

Other Careers

	Category Host institution	Employer
2023/11/15 - Current	Técnico Superior (Técnico Superior)	Universidade de Trás-os-Montes e Alto Douro, Portugal

Contract

	Designation	Funders
2023/11/15 - Current	Vine&Wine Portugal C644866286-011 Technical development

Other

	Designation	Funders
2018 - 2019	SustentOlive: Improvement of Irrigation and Fertilization Practices in Olive Orchards in Trás-os-Montes region for the Sustainability of Olive Growing SustentOlive Research Fellow Universidade de Trás-os-Montes e Alto Douro, Portugal	Ongoing
2017 - 2018	Desenvolvimento de aplicação informática para reconhecimento ampelográfico das castas da videira IVDP/RS 0199 Research Fellow Universidade de Trás-os-Montes e Alto Douro, Portugal	Ongoing

Publications

Book chapter	Pádua, Luís; Guimarães, Nathalie; Adão, Telmo; Marques, Pedro; Peres, Emanuel; Sousa, António; Sousa, Joaquim J.. "Classification of an Agrosilvopastoral System Using RGB Imagery from an Unmanned Aerial Vehicle". In Progress in Artificial Intelligence, 248-257. Springer International Publishing, 2019. 10.1007/978-3-030-30241-2_22 Marques, Pedro; Pádua, Luís; Adão, Telmo; Hru¿ka, Joná¿; Sousa, José; Peres, Emanuel; Sousa, Joaquim J.; Morais, Raul; Sousa, António. "Grapevine Varieties Classification Using Machine Learning". In Progress in Artificial Intelligence, 186-199. Springer International Publishing, 2019. 10.1007/978-3-030-30241-2_17
Conference abstract	Marques, Pedro; Pádua, L; Sousa, J. J.; Fernandes-Silva, Anabela. "Uso de imagens aéreas de veículos aéreos não tripulados na avaliação do stresse hídrico em oliveiras: Uma abordagem para agricultura sustentável face ao aquecimento global". Paper presented in VII Jornadas de Engenharia Agronómica, 2023. Fernandes-Silva, Anabela ; Marques, Pedro. "Vegetation indices as a tool to assess water status and biochemical parameters in olive trees". Paper presented in International Conference on Water Energy Food and Sustainability, 2023. Marques, Pedro; Barreales, D.; Ribeiro, A.; Sousa, J. J.; Fernandes-Silva, Anabela. "Fertilização e rega deficitária no olival: impacto na refletância espectral foliar com recurso a veículos aéreos não tripulados". Paper presented in VI Jornadas de Engenharia Agronómica, 2022. Marques, Pedro; Carvalho, Rosa; Fernandes-Silva, Anabela. "Relationships between leaf pigment content and vegetation indices of olive tree leaves". Paper presented in 1st International Electronic Conference on Agronomy session Precision and Digital Agriculture, 2021. Fernandes-Silva, Anabela ; Marques, Pedro; Brito, Thyago; Canas, Luís. "Olive Phenology and Heat Requirement for Different Olive Cultivars in a Hot Dry Region of Portugal". Paper presented in 1st International Electronic Conference on Agronomy session Precision and Digital Agriculture, 2021. Marques, Pedro; Canas, Luís; Fernandes-Silva, Anabela. "Variação da refletância espectral de oliveiras em resposta à rega deficitária das variedades cv. Cobrançosa, Madural e Verdeal Transmontana". Paper presented in VIII Congresso Nacional de Rega e Drenagem, 2020. Marques, Pedro; Pádua, L; Sousa, J. J.; Fernandes-Silva, Anabela. "Estimativa do índice de área foliar em olivais a partir de dados multiespectrais de veículos aéreos não tripulados". Paper presented in II Simpósio Ibérico de Engenharia Hortícola, 2020. Marques, Pedro; Canas, Luís; Mateus, Eduarda; Fernandes-Silva, Anabela. "Leaf water status assessment of olive by vegetation indices". Paper presented in International Congress Digital Agro-food & Forestry (r)evolution, 2019. Marques, Pedro; Pádua, L; Sousa, J. J.; Fernandes-Silva, Anabela. "Irrigation system assessment in olive orchards by thermal infrared imagery". Paper presented in International Congress Digital Agro-food & Forestry (r)evolution, 2019. Marques, Pedro; Pádua, L; Reis, Margarida; Fernandes-Silva, Anabela ; Sousa, J. J.. "Extração Automática de Parâmetros de Olival Através de Dados de Alta Resolução Adquiridos por Veículos Aéreos Não Tripulados". Paper presented in Conferência Nacional de Cartografia e Geodesia – 9ª edição, 2018. Pádua, L; Adão, Telmo; Hruska, Jonas; Marques, Pedro; Sousa, José; Peres, Emanuel; Sousa, J. J.. "Deteção Automática de Vinha e Extração de Parâmetros Individuais das Plantas por Imagem Aérea de Alta Resolução". Paper presented in Conferência Nacional de Cartografia e Geodesia – 9ª edição, 2018. Hruska, Jonas; Pádua, L; Adão, Telmo; Marques, Pedro; Morais, Raul; Peres, Emanuel; Sousa, J. J.. "Addressing Anomalies on Grapevines Leaves: Comparing Unsupervised Clustering, Classification-based Neural Networks and Vegetation Indices Using RGB Images". Paper presented in Conferência Nacional de Cartografia e Geodesia – 9ª edição, 2018. Pádua, L; Marques, Pedro; Sousa, J. J.; Martins, Luís. "Chestnut health monitoring by high resolution aerial imagery acquired by unmanned aerial vehicles". Paper presented in III Simpósio Nacional da Castanha, 2018. Pádua, L; Adão, Telmo; Marques, Pedro; Hruska, Jonas; Peres, Emanuel; Sousa, António; Morais, Raul; Sousa, J. J.. "Extração de parâmetros de biomassa na vinha através de séries temporais adquiridas por VANT". Paper presented in III Jornadas de Engenharia Agronómica, 2018. Marques, Pedro; Pádua, Luís; Hruška, Jonáš; Adão, Telmo; Peres, Emanuel; Sousa, António; Sousa, Joaquim J.. "Deteção e Monitorização Automática de Castanheiros com base em Imagens Aéreas de Alta Resolução". Paper presented in III Jornadas de Engenharia Agronómica, Vila Real, 2018. Published Adão, Telmo; Pádua, Luís; Hruška, Jonáš; Marques, Pedro; Peres, Emanuel; Sousa, Joaquim J.; Sousa, António; Morais, Raul. "Método piloto para deteção de parcelas de vinha na Região do Douro através de imagens aéreas de alta resolução". Paper presented in III Jornadas de Engenharia Agronómica, Vila Real, 2018. Published Pádua, Luís. "Extração de parâmetros de biomassa na vinha através de séries temporais adquiridas por VANT". Paper presented in III Jornadas de Engenharia Agronómica, Vila Real, 2018. Published Hruška, Jonáš; Pádua, Luís; Adão, Telmo; Marques, Pedro; Lourenço, José Martinho; Peres, Emanuel; Sousa, António; Morais, Raul; Sousa, Joaquim J.. "The need of GCPs for multi-temporal analysis in agricultural applications". Paper presented in III Jornadas de Engenharia Agronómica, Vila Real, 2018. Published Pádua, Luís; Marques, Pedro; Sousa, J. J.; Luis Martins. "Monitorização da fitossanidade de castanheiros com imagens aéreas de alta resolução obtidas com veículos aéreos não tripulado". Paper presented in III SIMPÓSIO NACIONAL DA CASTANHA, Bragança, 2018. Published Marques, Pedro; Pádua, Luís; Adão, Telmo; Hruška, Jonáš; Sousa, Joaquim J.; Peres, Emanuel; Martins, Luís; Sousa, António. "Automatic chestnut trees monitoring by aerial photographs obtained by unnamed aerial vehicle". Paper presented in Small Unmanned Aerial Systems for Environmental Research – 5th Edition, Vila Real, 2017. Published Hruska, Jonas; Pádua, Luís; Adão, Telmo; Marques, Pedro; Morais, Raul; Peres, Emanuel; Sousa, J. J.. "Addressing anomalies on grapevines leaves: comparing unsupervised clustering, classification-based neural networks and vegetation indices using rgb images". Paper presented in IX CONFERÊNCIA NACIONAL DE CARTOGRAFIA E GEODESIA, Amadora, 2017. Published
Conference paper	Fernandes-Silva, Anabela ; Marques, Pedro. Corresponding author: Fernandes-Silva, Anabela. "Dynamic of radial sap flux density in olive trees submitted to different water deficit conditions". Paper presented in Xth International Symposium on Irrigation of Horticultural Crops, Stellenbosch, 2023. In press Marques, Pedro; Pádua, L; Sousa, J. J.; Fernandes-Silva, Anabela. "Assessment of UAV thermal imagery to monitor water stress in olive trees". Paper presented in 31st International Horticultural Congress, Angers, 2022. Published Marques, Pedro; Padua, Luis; Fernandes-Silva, Anabela; Sausa, Joaquim J.. "UAV Flight Configuration Impact on the Estimation of Dendrometric Parameters in Olive Trees". 2022. 10.1109/igarss46834.2022.9884250 Brito, Thyago; Fragoso, Rui; Marques, Pedro; Fernandes-Silva, Anabela; Aranha, José. "LCA of Soybean Supply Chain Produced in the State of Pará, Located in the Brazilian Amazon Biome". 2021. 10.3390/iecag2021-10072 Marques, Pedro; Carvalho, Rosa; Fernandes-Silva, Anabela. "How good are vegetation indices to assess water status and biochemical parameters in olive tree?". 2021. Published Anabela Fernandes-Silva; Pedro Marques; Thyago Brito; Luis Canas; Rebeca Cruz; Susana Casal. "Olive Oil Composition of Cv. Cobrançosa Is Affected by Regulated and Sustained Deficit Irrigation". Paper presented in The 1st International Electronic Conference on Agronomy, 2021. Published • 10.3390/IECAG2021-09735 Marques, Pedro; Canas, Luís; Fernandes-Silva, Anabela. "Leaf reflectance response to deficit irrigation in olive trees". 2021. Fernandes-Silva, Anabela ; Canas, Luís; Brito, Thyago; Marques, Pedro. "Regulated and sustained deficit irrigation: impacts on yield components of olive trees". 2021. Marques, Pedro; Padua, Luis; Brito, Thyago; Sousa, Joaquim J.; Fernandes-Silva, Anabela. "Monitoring of Olive Trees Temperatures under Different Irrigation Strategies by UAV Thermal Infrared Imagery". 2020. 10.1109/igarss39084.2020.9323624 Padua, Luis; Marques, Pedro; Martins, Luis; Sousa, Antonio; Peres, Emanuel; Sousa, Joaquim J.. "Estimation of Leaf Area Index in Chestnut Trees using Multispectral Data from an Unmanned Aerial Vehicle". 2020. 10.1109/igarss39084.2020.9324614 Padua, Luis; Adao, Telmo; Hruska, Jonas; Guimaraes, Nathalie; Marques, Pedro; Peres, Emanuel; Sousa, Joaquim J.. "Vineyard Classification Using Machine Learning Techniques Applied to RGB-UAV Imagery". Paper presented in IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium, 2020. 10.1109/igarss39084.2020.9324380 Hruška, Jonáš; Adão, Telmo; Pádua, Luís; Marques, Pedro; Peres, Emanuel; Sousa, António; Morais, Raul; Sousa, Joaquim João. "Deep Learning-Based Methodological Approach for Vineyard Early Disease Detection Using Hyperspectral Data". Paper presented in IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, Valencia, 2018. Published • 10.1109/igarss.2018.8519136 Adão, Telmo; Pádua, Luís; Hruška, Jonáš; Marques, Pedro; Peres, Emanuel; Sousa, Joaquim João. "A pilot digital image processing approach for detecting vineyard parcels in Douro region through high-resolution aerial imagery". Paper presented in the International Conference, Prague, Czech Republic, 2018. Published • 10.1145/3220228.3220237 Pádua, Luís; Marques, Pedro; Adáo, Telmo; Hruška, Jonáš; Peres, Emanuel; Morais, Raul; Sousa, António; Sousa, Joaquim J.. "UAS-based imagery and photogrammetric processing for tree height and crown diameter extraction". Paper presented in the International Conference, Prague, Czech Republic, 2018. 10.1145/3220228.3220241 Pádua, Luís; Adão, Telmo; Hruska, Jonas; Marques, Pedro; José Sousa; Peres, Emanuel; Sousa, J. J.. "Deteção automática de vinha e extração de parâmetros individuais das plantas por imagem aérea de alta resolução". Paper presented in IX CONFERÊNCIA NACIONAL DE CARTOGRAFIA E GEODESIA, Amadora, 2018. Published Pádua, Luís; Adão, Telmo; Hru¿ka, Joná¿; Marques, Pedro; Sousa, António; Morais, Raul; Lourenço, José Martinho; Sousa, Joaquim J.; Peres, Emanuel. "UAS-based photogrammetry of cultural heritage sites: a case study addressing Chapel of Espírito Santo and photogrammetric software comparison". Paper presented in International Conference on Geoinformatics and Data Analysis, Praga, 2018. Published Hru¿ka, Joná¿; Adão, Telmo; Pádua, Luís; Marques, Pedro; Cunha, António; Peres, Emanuel; Sousa, António; Morais, Raul; Sousa, Joaquim J.. "Machine learning classification methods in hyperspectral data processing for agricultural applications". Paper presented in International Conference on Geoinformatics and Data Analysis, Praga, 2018. Published Luís Pádua; Telmo Adão; Jonáš Hruška; Pedro Marques; António Sousa; Raul Morais; José Martinho Lourenço; Joaquim J. Sousa; Emanuel Peres. "UAS-based photogrammetry of cultural heritage sites". 2018. 10.1145/3220228.3220243
Journal article	Marques, Pedro; Pádua, L; Sousa, J. J.; Fernandes-Silva, Anabela . Corresponding author: Fernandes-Silva, Anabela. "Assessing the Water Status and Leaf Pigment Content of Olive Trees: Evaluating the Potential and Feasibility of Unmanned Aerial Vehicle Multispectral and Thermal Data for Estimation Purposes". Remote Sensing 15 19 (2023): 4777. https://doi.org/10.3390/rs15194777. Open access • Published • 10.3390/rs15194777 Pádua, Luís; Pamela M. Chiroque-Solano; Marques, Pedro; Sousa, J. J.; Emanuel Peres. Corresponding author: Pádua, Luís. "Mapping the Leaf Area Index of Castanea sativa Miller Using UAV-Based Multispectral and Geometrical Data". Drones 6 12 (2022): 422. https://doi.org/10.3390/drones6120422. Open access • Published • 10.3390/drones6120422 Marques, Pedro; Carvalho, Rosa; Fernandes-Silva, Anabela . Corresponding author: Fernandes-Silva, Anabela. "Preliminary Assessment of the Relationship between Pigments in Olive Leaves and Vegetation Indices". Proceedings of the Latvian Academy of Sciences. Section B. Natural, Exact, and Applied Sciences. 76 4 (2022): 517-525. http://dx.doi.org/10.2478/prolas-2022-0080. Published • 10.2478/prolas-2022-0080 Pádua, Luís; Marques, Pedro; Martins, Luís; Sousa, António; Peres, Emanuel; Sousa, Joaquim J.. "Monitoring of Chestnut Trees Using Machine Learning Techniques Applied to UAV-Based Multispectral Data". Remote Sensing 12 18 (2020): 3032. http://dx.doi.org/10.3390/rs12183032. 10.3390/rs12183032 Nathalie Guimarães; Luís Pádua; Pedro Marques; Nuno Silva; Emanuel Peres; Joaquim J. Sousa. "Forestry Remote Sensing from Unmanned Aerial Vehicles: A Review Focusing on the Data, Processing and Potentialities". Remote Sensing 12 6 (2020): 1046-1046. https://doi.org/10.3390/rs12061046. 10.3390/rs12061046 Luís Pádua; Pedro Marques; Telmo Adão; Nathalie Guimarães; António Sousa; Emanuel Peres; Joaquim João Sousa. "Vineyard Variability Analysis through UAV-Based Vigour Maps to Assess Climate Change Impacts". Agronomy (2019): https://doi.org/10.3390/agronomy9100581. 10.3390/agronomy9100581 Adão, Telmo; Pádua, Luís; Marques, Pedro; Sousa, Joaquim João; Peres, Emanuel; Magalhães, Luís. "Procedural Modeling of Buildings Composed of Arbitrarily-Shaped Floor-Plans: Background, Progress, Contributions and Challenges of a Methodology Oriented to Cultural Heritage". Computers 8 2 (2019): 38. http://dx.doi.org/10.3390/computers8020038. 10.3390/computers8020038 Marques, Pedro; Pádua, Luís; Adão, Telmo; Hruška, Jonáš; Peres, Emanuel; Sousa, António; Sousa, Joaquim J.. "UAV-Based Automatic Detection and Monitoring of Chestnut Trees". Remote Sensing 11 7 (2019): 855. http://dx.doi.org/10.3390/rs11070855. Open access • Published • 10.3390/rs11070855 Pádua, Luís; Marques, Pedro; Hruška, Jonáš; Adão, Telmo; Bessa, José; Sousa, António; Peres, Emanuel; Morais, Raul; Sousa, Joaquim João. "Vineyard properties extraction combining UAS-based RGB imagery with elevation data". International Journal of Remote Sensing 39 15-16 (2018): 5377-54. Published • 10.1080/01431161.2018.1471548 Pádua, Luís; Marques, Pedro; Hruška, Jonáš; Adão, Telmo; Peres, Emanuel; Morais, Raul; Sousa, Joaquim João. "Multi-Temporal Vineyard Monitoring through UAV-Based RGB Imagery". Remote Sensing 10 12 (2018): 1907-19. Published • 10.3390/rs10121907
Thesis / Dissertation	Marques, Pedro Miguel Mota. "Deteção e monitorização automática de castanheiros com base em imagens aéreas de alta resolução". Master, 2018. http://hdl.handle.net/10348/8736.