In the realm of Nanotechnology, PSO is particularly useful for optimizing the design and functionality of nanomaterials and nanodevices. Due to the high complexity and numerous variables involved in nano-scale systems, traditional optimization methods can be inefficient. PSO offers a robust alternative that can handle the intricate and multi-dimensional nature of nanotechnological challenges.