In an era of the urgent need for sustainable energy solutions, the pursuit of green or low-carbon hydrogen as a clean and versatile energy carrier has emerged as a beacon of hope. Hydrogen, due to its high energy density, zero-emission, and broad applications, is seen as a key player in decarbonizing sectors such as transportation, industry