9 papers
Deep Learning for Soil Moisture Estimation: Fusing Satellite Data with Optimally-Lagged Meteorological Features
Adrian Canovas-Rodriguez, Aurora González Vidal, Antonio F. Skarmeta
Accurate soil moisture estimation in semi-arid agricultural regions requires integrating remote sensing and meteorological information while accounting for the delayed response of…
Attention mechanisms and transfer learning for robust peach leaf damage classification under domain shift
Adrián Cánovas-Rodriguez, Miguel A. González-Illán, Maria Fernanda GarcÃa-Cruz +5
Artificial intelligence provides a practical framework for crop damage assessment from imagery data, supporting early decision-making in agricultural management. In peach orchards,…
Chlorophyll-a Mapping and Prediction in the Mar Menor Lagoon Using C2RCC-Processed Sentinel 2 Imagery
Antonio MartÃnez-Ibarra, Aurora González-Vidal, Adrián Cánovas-RodrÃguez +1
The Mar Menor, Europe's largest hypersaline coastal lagoon, located in southeastern Spain, has undergone severe eutrophication crises, with devastating impacts on biodiversity and…
Security, Privacy and System-Level Resillience of 6G End-to-End System: Hexa-X-II Perspective
Pawani Porambage, Diego Lopez, Antonio Pastor +15
The sixth generation (6G) of mobile networks are being developed to overcome limitations in previous generations and meet emerging user demands. As a European project, the Smart Ne…
FLAegis: A Two-Layer Defense Framework for Federated Learning Against Poisoning Attacks
Enrique Mármol Campos, Aurora González Vidal, José Luis Hernández Ramos +1
Federated Learning (FL) has become a powerful technique for training Machine Learning (ML) models in a decentralized manner, preserving the privacy of the training datasets involve…
On Automating Security Policies with Contemporary LLMs
Pablo Fernández Saura, K. R. Jayaram, Vatche Isahagian +2
The complexity of modern computing environments and the growing sophistication of cyber threats necessitate a more robust, adaptive, and automated approach to security enforcement.…