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Soufiane HAJAJ
Soufiane HAJAJ
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Evaluating the performance of machine learning and deep learning techniques to HyMap imagery for lithological mapping in a Semi-Arid Region: Case study from western anti-atlas …
S Hajaj, A El Harti, A Jellouli, AB Pour, S Mnissar Himyari, A Hamzaoui, ...
Minerals 13 (6), 766, 2023
212023
HyMap imagery for copper and manganese prospecting in the east of Ameln valley shear zone (Kerdous inlier, western Anti-Atlas, Morocco)
S Hajaj, A El Harti, A Jellouli, AB Pour, SM Himyari, A Hamzaoui, ...
Journal of Spatial Science 69 (1), 81-102, 2024
182024
A review on hyperspectral imagery application for lithological mapping and mineral prospecting: Machine learning techniques and future prospects
S Hajaj, A El Harti, AB Pour, A Jellouli, Z Adiri, M Hashim
Remote Sensing Applications: Society and Environment, 101218, 2024
172024
Assessment of hyperspectral, multispectral, radar, and digital elevation model data in structural lineaments mapping: A case study from Ameln valley shear zone, Western Anti …
S Hajaj, A El Harti, A Jellouli
Remote Sensing Applications: Society and Environment 27, 100819, 2022
162022
Landslide susceptibility mapping using multi-criteria decision-making (MCDM), statistical, and machine learning models in the Aube Department, France
A Jari, A Khaddari, S Hajaj, EM Bachaoui, S Mohammedi, A Jellouli, ...
Earth 4 (3), 698-713, 2023
122023
A comparative analysis of analytical hierarchy process and fuzzy logic modeling in flood susceptibility mapping in the Assaka Watershed, Morocco
A Khaddari, A Jari, S Chakiri, H El Hadi, A Labriki, S Hajaj, A El Harti, ...
Journal of Ecological Engineering 24 (8), 62-83, 2023
122023
ASTER data processing and fusion for alteration minerals and silicification detection: Implications for cupriferous mineralization exploration in the western Anti-Atlas, Morocco
S Hajaj, A El Harti, A Jellouli, AB Pour, SM Himyari, A Hamzaoui, ...
Artificial Intelligence in Geosciences 5, 100077, 2024
92024
Investigating machine learning and ensemble learning models in groundwater potential mapping in arid region: case study from Tan-Tan water-scarce region, Morocco
A Jari, EM Bachaoui, S Hajaj, A Khaddari, Y Khandouch, A El Harti, ...
Frontiers in Water 5, 1305998, 2023
62023
HyMap airborne imaging spectroscopy for mineral potential mapping of cupriferous mineralization in a semi-arid region based on pixel/sub-pixel hydrothermal alteration minerals …
S Hajaj, A El Harti, A Jellouli, A Beiranvand Pour, S Mnissar Himyari, ...
EGU General Assembly Conference Abstracts, EGU-1642, 2023
22023
Hydric Erosion Mapping Enhancement in Korifla Sub-Watershed (Central Morocco)
F Eddefli, M Tayebi, S Hajaj, A Khaddari, A Ouakil, A El Harti
Journal of Landscape Ecology, 2023
22023
Predicting and mapping soil saturated hydraulic conductivity in the Beni Moussa irrigated perimeter (Tadla Plain, Morocco) using Random Forest machine learning model
A Mouaddine, A Barakat, S Hajaj, H Mosaid, H Bouzekraoui, Z Bni, ...
Modeling Earth Systems and Environment 11 (2), 82, 2025
2025
Comparative analysis of SAR sensors for effective tectonic lineament mapping in semiarid region
M Chakouri, A Jellouli, S Hajaj, J El Hachimi, A Ouguinaz, A Aangri, ...
E3S Web of Conferences 607, 01002, 2025
2025
A new index for extracting built-up land features using Landsat satellite imagery
A Jellouli, M Chakouri, J El Hachimi, S Hajaj, A Jari, Z Adiri
E3S Web of Conferences 607, 03005, 2025
2025
Mapping Tree-Covered Forest Formations (Case Study: Beni-Mellal Forest): Evaluation Study of the Potential of the Mohammed VI-B Satellite Image
M chikh Essbiti, A El Ghmari, A El Harti, EM Bachaoui, M Namous, ...
E3S Web of Conferences 607, 04011, 2025
2025
Recurrent-spectral convolutional neural networks (RecSpecCNN) architecture for hyperspectral lithological classification optimization
S Hajaj, AE Harti, AB Pour, Y Khandouch, N Benaouiss, M Hashim, ...
Earth Science Informatics 18 (1), 125, 2025
2025
Hydrothermal Alteration Features Enhancement and Mapping Using High-Resolution Hyperspectral Data
S Hajaj, A El Harti, A Jellouli, S Mnissar Himyari, A Hamzaoui
Environmental Sciences Proceedings 29 (1), 77, 2024
2024
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