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N. Bizon

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Review Open access Sep 2026

Artificial Intelligence-Driven Fuzzy Logic Control for Electrical Machines: A Systematic Review, Comparative Analysis, and Future Perspectives

The rapid development of artificial intelligence (AI) has created new opportunities for improving the performance, robustness, and efficiency of electrical machine drive systems. Among AI-based approaches, fuzzy logic control (FLC) has attracted considerable attention because of its ability to handle nonlinear dynamics...

Habib Benbouhenni, N. Bizon, A. Tulbure · 0 citations
Open access Sep 2026

Enhanced Control of 1.5 MW DFIG Generators in MRWT Systems Using GA‐Based PI‐ST‐SMC: Comparative Assessment With ST‐SMC

This paper proposes a novel genetic algorithm‐based proportional–integral super‐twisting sliding mode control (GA‐PI‐ST‐SMC) strategy for the rotor‐side converter of a 1.5 MW doubly‐fed induction generator (DFIG) operating in marine renewable wind turbine (MRWT) systems. The proposed approach integrates the strong ro...

Habib Benbouhenni, N. Bizon, Z. Elbarbary et al. · 0 citations
Review Open access Oct 2026

Digital-Twin Technology Across Manufacturing, Healthcare, Smart Cities, and Energy Systems: A Systematic Review and Experimental Validation

Digital-twin (DT) technology has evolved into a fundamental paradigm for integrating physical assets, processes, and systems with their dynamic digital counterparts, enabling real-time monitoring, simulation, prediction, optimization, and intelligent decision-making. This study presents a systematic review of 230 peer-...

Yehya Aniba, Habib Benbouhenni, Abderrahim Sakouchi et al. · 0 citations
Open access Sep 2026

Ant Colony Optimization-Tuned Adaptive Backstepping Control for Power Regulation in Multi-Machine Wind Turbine Systems with Five-Phase Permanent Magnet Synchronous Generators

This study proposes a hybrid ant colony optimization–backstepping control (ACO-BC) strategy for a multi-machine wind energy conversion system based on five-phase permanent magnet synchronous generators (PMSGs). The proposed strategy is developed to enhance the dynamic response, power regulation, robustness, and power q...

Abderrahim Sakouchi, Habib Benbouhenni, Belkacem Selma et al. · 0 citations
Open access Oct 2026

Experimental Validation of a Hybrid PI–SO-SMC Approach for Zero-Sequence Circulating Current Suppression in Parallel Inverters

This paper presents an experimental investigation of a dual-inverter induction motor (IM) drive system for zero-sequence circulating current (ZSCC) suppression using a novel hybrid PI–SO-SMC strategy. The proposed method combines a proportional–integral (PI) regulator and a second-order sliding mode controller (SO-SMC)...

Elyazid Zaidi, Habib Benbouhenni, A. Mabrek et al. · 0 citations
Open access Sep 2026

Robust Integral Backstepping Speed Control for TSR-Based MPPT in Variable-Speed PMSG Wind Energy Conversion Systems

Efficient maximum power extraction in variable-speed wind energy conversion systems (WECSs) remains challenging because of nonlinear turbine dynamics, continuously varying wind conditions, measurement disturbances, and mechanical-parameter uncertainties. This study presents a robust nonlinear integral backstepping cont...

Abdelkrim Adila, Khedidja Kendouci, N. Bouchetata et al. · 0 citations
Open access 2026

XEAD-AgriSec: An Explainable Edge Anomaly Detection Framework for Cybersecurity in AI-Powered Agricultural IoT Systems

This paper proposes XEAD-AgriSec, an eXplainable Edge Anomaly Detection framework that protects the physical sensor layer of agricultural IoT systems through a fog-computing-centric architecture and integrates SHapley Additive exPlanations and Local Interpretable Model-agnostic Explanations to produce agricultural-doma...

Yassine Boukhali, S. Drǎguşin, N. Bizon et al. · 0 citations
#federated learning Review Open access Sep 2026

Artificial Intelligence-Enabled Battery Energy Storage Systems for Renewable Energy: A Comprehensive Review of Technologies, Applications, Challenges, and Future Directions

The rapid growth of renewable energy sources, particularly solar and wind power, has increased the demand for efficient and reliable battery energy storage systems (BESSs) to address intermittency, enhance grid stability, and improve energy management. In recent years, artificial intelligence (AI) has emerged as a tran...

Habib Benbouhenni, N. Bizon · 0 citations
Open access Aug 2026

Optimal Frequency Control in Isolated Microgrids Integrating Renewable Energy and PHEVs Using a Modified Ziegler–Nichols-Based Multistage PID Controller

Maintaining frequency stability in islanded microgrids (MGs) has become increasingly challenging due to the growing penetration of renewable energy sources, particularly photovoltaic systems, wind turbine generators (WTGs), and plug-in hybrid electric vehicles (PHEVs). The intermittent nature of renewable generation an...

B. Alouache, M. Helaimi, Habib Benbouhenni et al. · 0 citations
Open access Aug 2026

A Hierarchical FFT–ANFIS Algorithm for Detection, Localization, and Severity Assessment of Inter-Turn Short-Circuit Faults in Doubly Fed Induction Generators

Early and reliable diagnosis of inter-turn short-circuit (ITSC) faults is critical to maintaining the reliability, availability, and safe operation of doubly fed induction generators (DFIGs) used in wind energy conversion systems (WECSs). Incipient winding faults are particularly challenging to identify because their e...

M. Abid, S. Laribi, M'hamed Larbi et al. · 0 citations

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