The burgeoning field of photovoltaic technology is experiencing a remarkable surge in innovation, with novel graphene integration rapidly emerging as a promising avenue for boosting solar cell efficiency. These two-dimensional materials, celebrated for their exceptional electronic properties and mechanical durability, offer a multitude of possibili