Author

Anis Sakly

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Review Open access Jul 2026

Integrating AI with State Estimation for Fault Detection in Dynamic Systems: Methods, Challenges, and Opportunities

A comprehensive review of state estimation-based FDD approaches, with a particular focus on Artificial Intelligence (AI)-augmented Kalman filtering and hybrid frameworks that integrate Machine Learning (ML) models, including Neural Networks (NNs), Support Vector Machines (SVMs), and Gaussian Processes (GPs), with class...

S. Gargouri, Majdi Mansouri, Ahmed Anis Kahloul et al. · Energies · 0 citations

Review Open access 2026

Toward Intelligent Fault Diagnosis in Renewable Energy Systems: Integrating Data-Driven and Model-Based Approaches Under Variable Environmental Conditions

Renewable energy systems, including solar photovoltaic arrays and wind turbines, operate under highly variable environmental and operating conditions. Factors such as changing irradiance, temperature fluctuations, wind variability, and component aging make Fault Detection and Diagnosis (FDD) particularly challenging. T...

Marouane Marzouk, Majdi Mansouri, Ahmed Anis Kahloul et al. · IEEE Access · 1 citation