Fault Detection in Mobile Networks Using Diffusion Models

arXiv:2404.09240v1 Announce Type: new
Abstract: In today's hyper-connected world, ensuring the reliability of telecom networks becomes increasingly crucial. Telecom networks encompass numerous underlying and intertwined software and hardware components, each providing different functionalities. To ensure the stability of telecom networks, telecom software, and hardware vendors developed several methods to detect any aberrant behavior in telecom networks and enable instant feedback and alerts. These approaches, although powerful, struggle to generalize due to the unsteady nature of the software-intensive embedded system and …

abstract arxiv components cs.lg cs.ni detection diffusion diffusion models hardware mobile networks reliability software stability telecom type vendors world