Mapping Wireless Networks into Digital Reality through Joint Vertical and Horizontal Learning

arXiv:2404.14497v1 Announce Type: cross
Abstract: In recent years, the complexity of 5G and beyond wireless networks has escalated, prompting a need for innovative frameworks to facilitate flexible management and efficient deployment. The concept of digital twins (DTs) has emerged as a solution to enable real-time monitoring, predictive configurations, and decision-making processes. While existing works primarily focus on leveraging DTs to optimize wireless networks, a detailed mapping methodology for creating virtual representations of network infrastructure and properties is still lacking. In …

abstract arxiv beyond complexity concept cs.lg cs.ni deployment digital digital twins eess.sp frameworks management mapping monitoring networks predictive prompting reality real-time solution through twins type wireless