Raul Manuel Pereira Morais dos Santos Integrated Member

BIO

Name: Raul Manuel Pereira Morais dos Santos

Aggregation: Integrated Member

Scopus author ID: 7005147700

Orcid ID: 0000-0003-2440-9153

Ciência Vitae: 6112-C54C-DA21

Email: rmorais@utad.pt

Publications

Automatic Optimization of Deep Learning Training through Feature-Aware-Based Dataset Splitting
Shahrabadi S., Adão T., Peres E., Morais R., Magalhães L.G., Alves V., (2024) Automatic Optimization of Deep Learning Training through Feature-Aware-Based Dataset Splitting Algorithms 17 (106). ISSN: 19994893. doi: 10.3390/a17030106.

Comparative Analysis of TLS and UAV Sensors for Estimation of Grapevine Geometric Parameters
Ferreira L., Sousa J.J., Lourenço J.M., Peres E., Morais R., Pádua L., (2024) Comparative Analysis of TLS and UAV Sensors for Estimation of Grapevine Geometric Parameters Sensors 24 (5183). ISSN: 14248220. doi: 10.3390/s24165183.

Detection of Leak Areas in Vineyard Irrigation Systems Using UAV-Based Data
Pádua L., Marques P., Dinis L.T., Moutinho-Pereira J., Sousa J.J., Morais R., Peres E., (2024) Detection of Leak Areas in Vineyard Irrigation Systems Using UAV-Based Data Drones 8 (187). ISSN: 2504446X. doi: 10.3390/drones8050187.

Synthetic Aperture Radar in Vineyard Monitoring: Examples, Demonstrations, and Future Perspectives
Bakon M., Teixeira A.C., Pádua L., Morais R., Papco J., Kubica L., Rovnak M., Perissin D., Sousa J.J., (2024) Synthetic Aperture Radar in Vineyard Monitoring: Examples, Demonstrations, and Future Perspectives Remote Sensing 16 (2106). ISSN: 20724292. doi: 10.3390/rs16122106.

The impact of ground control points for the 3D study of grapevines in steep slope vineyards
Stolarski O., Lourenco J.M., Peres E., Morais R., Sousa J.J., Padua L., (2024) The impact of ground control points for the 3D study of grapevines in steep slope vineyards Procedia Computer Science 239 :2301-2307. ISSN: 18770509. doi: 10.1016/j.procs.2024.06.422.

Versatile method for grapevine row detection in challenging vineyard terrains using aerial imagery
Pádua L., Chojka A., Morais R., Peres E., Sousa J.J., (2024) Versatile method for grapevine row detection in challenging vineyard terrains using aerial imagery Computers and Electronics in Agriculture 226 (109372). doi: 10.1016/j.compag.2024.109372.

A deep learning approach for automatic counting of bedbugs and grape moth
Teixeira A.C., Morais R., Sousa J.J., Peres E., Cunha A., (2023) A deep learning approach for automatic counting of bedbugs and grape moth Procedia Computer Science 219 :145-152. ISSN: 18770509. doi: 10.1016/j.procs.2023.01.275.

A Systematic Review on Automatic Insect Detection Using Deep Learning
Teixeira A.C., Ribeiro J., Morais R., Sousa J.J., Cunha A., (2023) A Systematic Review on Automatic Insect Detection Using Deep Learning Agriculture (Switzerland) 13 (713). ISSN: 20770472. doi: 10.3390/agriculture13030713.

Can the Segmentation Improve the Grape Varieties’ Identification Through Images Acquired On-Field?
Carneiro G.A., Texeira A., Morais R., Sousa J.J., Cunha A., (2023) Can the Segmentation Improve the Grape Varieties’ Identification Through Images Acquired On-Field? Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 14116 LNAI :351-363. ISSN: 16113349. doi: 10.1007/978-3-031-49011-8_28.

Deep Learning Models for the Classification of Crops in Aerial Imagery: A Review
Teixeira I., Morais R., Sousa J.J., Cunha A., (2023) Deep Learning Models for the Classification of Crops in Aerial Imagery: A Review Agriculture (Switzerland) 13 (965). ISSN: 20770472. doi: 10.3390/agriculture13050965.

Evaluating YOLO Models for Grape Moth Detection in Insect Traps
Teixeira A.C., Carneiro G., Morais R., Sousa J.J., Cunha A., (2023) Evaluating YOLO Models for Grape Moth Detection in Insect Traps International Geoscience and Remote Sensing Symposium (IGARSS) 2023-July :3526-3529. doi: 10.1109/IGARSS52108.2023.10282249.

Segmentation as a Pre-processing for Automatic Grape Moths Detection
Teixeira A.C., Carneiro G.A., Morais R., Sousa J.J., Cunha A., (2023) Segmentation as a Pre-processing for Automatic Grape Moths Detection Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 14116 LNAI :388-398. ISSN: 16113349. doi: 10.1007/978-3-031-49011-8_31.

Using deep learning for automatic detection of insects in traps
Teixeira A.C., Morais R., Sousa J.J., Peres E., Cunha A., (2023) Using deep learning for automatic detection of insects in traps Procedia Computer Science 219 :153-160. ISSN: 18770509. doi: 10.1016/j.procs.2023.01.276.

Grapevine Varieties Identification Using Vision Transformers
Carneiro G.A., Padua L., Peres E., Morais R., Sousa J.J., Cunha A., (2022) Grapevine Varieties Identification Using Vision Transformers International Geoscience and Remote Sensing Symposium (IGARSS) 2022-July :5866-5869. doi: 10.1109/IGARSS46834.2022.9883286.

Segmentation as a Preprocessing Tool for Automatic Grapevine Classification
Carneiro G.A., Padua L., Peres E., Morais R., Sousa J.J., Cunha A., (2022) Segmentation as a Preprocessing Tool for Automatic Grapevine Classification International Geoscience and Remote Sensing Symposium (IGARSS) 2022-July :6053-6056. doi: 10.1109/IGARSS46834.2022.9884946.

UAV-Based Hyperspectral Monitoring Using Push-Broom and Snapshot Sensors: A Multisite Assessment for Precision Viticulture Applications
Sousa J.J., Toscano P., Matese A., Di Gennaro S.F., Berton A., Gatti M., Poni S., Pádua L., Hruška J., Morais R., Peres E., (2022) UAV-Based Hyperspectral Monitoring Using Push-Broom and Snapshot Sensors: A Multisite Assessment for Precision Viticulture Applications Sensors 22 (6574). doi: 10.3390/s22176574.

Using Deep Learning for Detection and Classification of Insects on Traps
Teixeira A.C., Ribeiro J., Neto A., Morais R., Sousa J.J., Cunha A., (2022) Using Deep Learning for Detection and Classification of Insects on Traps International Geoscience and Remote Sensing Symposium (IGARSS) 2022-July :5746-5749. doi: 10.1109/IGARSS46834.2022.9884452.

VineInspector: The Vineyard Assistant
Mendes J., Peres E., Neves Dos Santos F., Silva N., Silva R., Sousa J.J., Cortez I., Morais R., (2022) VineInspector: The Vineyard Assistant Agriculture (Switzerland) 12 (730). ISSN: 20770472. doi: 10.3390/agriculture12050730.

Vineyard classification using OBIA on UAV-based RGB and multispectral data: A case study in different wine regions
Pádua L., Matese A., Di Gennaro S.F., Morais R., Peres E., Sousa J.J., (2022) Vineyard classification using OBIA on UAV-based RGB and multispectral data: A case study in different wine regions Computers and Electronics in Agriculture 196 (106905). doi: 10.1016/j.compag.2022.106905.

Projects

LivingSoiLL - Healthy Soil to Permanent Crops Living Labs
Running

Coordinator  /  Cristina Carlos
Start date  /  2024/06 Funding  /  European Commission - Horizon Europe Reference  /  GA 101157502


I-ReWater - Gestão sustentável dos recursos hídricos na agricultura de regadio no espaço SUDOE
Running

UTAD/CITAB Coordinator  /  Anabela Silva
Start date  /  2024/01 Funding  /  INTERREG - SUDOE Reference  /  S1/2.5/E0136


MONTEVITIS - Integrating a Comprehensive European Approach for Climate Change Mitigation and Adaptation in Montenegro Viticulture
Running

UTAD/CITAB Coordinator  /  João Santos
Start date  /  2023/01 Funding  /  European Commission - Horizon Europe Reference  /  Grant Agreement n.º 101059461


SOIL O-LIVE - The Soil Biodiversity and Functionality of Mediterranean Olive Groves: A Holistic Analysis of the Influence of Land Management on Olive Oil Quality and Safety
Running

UTAD/CITAB Coordinator  /  Joaquim Sousa
Start date  /  2023/01 Funding  /  European Commission - Horizon Europe Reference  /  Grant Agreement n.º 101091255


AGROSERV -Integrated Services supporting a sustainable Agroecological transition
Running

Coordinator  /  Michel Boer UTAD/CITAB Coordinator  /  Mário Santos
Start date  /  2022/09 Funding  /  European Commission - Horizon Europe Reference  /  Grant Agreement n.º 101058020


Vine & Wine PT - Driving Sustainable Growth Through Smart Innovation
Running

Coordinator  /  Jorge Dias UTAD/CITAB Coordinator  /  Raul Santos
Start date  /  2021/11 Funding  /  IAPMEI - PRR - Recovery and Resilience Plan / Mobilising Agendas Reference  /  C644866286-00000011


DATI – Digital Agriculture Technologies for Irrigation efficiency
Running

Coordinator  /  Alessandro Matese UTAD/CITAB Coordinator  /  Joaquim Sousa
Start date  /  2021/06 Funding  /  PRIMA - Section II Reference  /  PRIMA/0007/2020


ADAPTACLIMA II - Adaptation to Climate Change in SUDOE
Concluded

UTAD/CITAB Coordinator  /  Ronaldo Gabriel
Start date  /  2012/11 Funding  /  INTERREG - SUDOE Reference  /  SUDOE "SOE3/P2/E477"


Patents

Device to determine the risk of occurrence of mildew in productive rows (116205)

Patent nº /  116205

Concession date / 2023-01-13