
As the global transition toward net-zero emissions accelerates, hybrid wind–hydrogen energy systems are emerging as a key solution for transforming intermittent renewable resources into reliable, dispatchable power. This review highlights recent advances in electrical architectures, hydrogen production pathways, and AI-driven energy management strategies. By integrating high-efficiency power electronics, PEM electrolysis, digital twins, and intelligent control frameworks, next-generation wind–hydrogen systems can enhance operational flexibility, improve energy utilization, and support grid stability. The study also explores future innovations, including explainable AI, 6G-enabled optimization, and advanced generator technologies, while emphasizing the importance of hydrogen safety standards and certification frameworks. Together, these developments pave the way for resilient, grid-interactive, and sustainable energy ecosystems for a carbon-neutral future.
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