Author

M. Kermani

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Review Open access Jul 2026

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

State estimation is a fundamental component of model-based Fault Detection and Diagnosis (FDD) in dynamic systems, underpinning real-time monitoring, predictive maintenance, and safety-critical operations across industries such as aerospace, power systems, robotics, and autonomous vehicles. Traditional estimators, incl...

Sahar 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