Amirkabir University of Technology AUT Journal of Electrical Engineering 2588-2910 Articles in Press 2026 03 10 Innovative Wind Energy System Featuring ANN-Controlled Pitch Regulation for Efficient Grid Integration 6009 10.22060/eej.2026.24404.5701 EN Tappeta Amar Kiran Associate Professor, Department of Electrical and Electronics Engineering, Godavari Institute of Engineering and Technology (A), Rajahmundry 0000-0002-3021-1453 Dondapati Ravi Kishore Professor, Department of Electrical and Electronics Engineering, Godavari Global University, Rajahmundry 0000-0002-2567-2888 Appana Naga Pavani UG Scholar, Department of Electrical and Electronics Engineering, Godavari Institute of Engineering and Technology (A), Rajahmundry Baswa Uma Maheswari UG Scholar, Department of Electrical and Electronics Engineering, Godavari Institute of Engineering and Technology (A), Rajahmundry Chappa Sravani Kumari UG Scholar, Department of Electrical and Electronics Engineering, Godavari Institute of Engineering and Technology (A), Rajahmundry Journal Article 2025 07 17 WECS are dynamic and intricate, considered by uncertainties and external disturbances. This research introduces an innovative pitch control strategy designed to improve energy stabilization and extraction predominantly for WT affected by unmodeled system dynamics to ensure stable operation under high wind speeds. For optimizing power capture, the ANN controller adapts dynamically to changing wind conditions by regulating the turbine blade’s pitch angle. For grid integration, a PWM rectifier transforms the variable-frequency AC power from the turbine into DC power. The simulations are conducted in MATLAB/Simulink tool to evaluate the control framework. It reveals that the superior performance of the ANN controller in reducing mechanical loads on turbines and platforms and maximizing power generation. Thus, it achieving reduced power and speed fluctuations, minimal overshoot and enhances the dynamic behaviour of WT. https://eej.aut.ac.ir/article_6009_37d7902cb2d3de686e497e31624d82e0.pdf