Multi-Agent Hybrid SAC for Joint SS-DSA in CRNs

arXiv:2404.14319v1 Announce Type: cross
Abstract: Opportunistic spectrum access has the potential to increase the efficiency of spectrum utilization in cognitive radio networks (CRNs). In CRNs, both spectrum sensing and resource allocation (SSRA) are critical to maximizing system throughput while minimizing collisions of secondary users with the primary network. However, many works in dynamic spectrum access do not consider the impact of imperfect sensing information such as mis-detected channels, which the additional information available in joint SSRA can help remediate. In …

abstract access agent arxiv cognitive cs.lg cs.sy dsa eess.sy efficiency however hybrid multi-agent network networks radio sensing spectrum type