With the rapid development of wireless communication technology, the low utilization of
spectrum resources and the high demand for spectrum have always been an urgent and …

Internet of Things (IoTs) era is expected to empower all aspects of Intelligent Transportation
System (ITS) to improve transport safety and reduce road accidents. US Federal …

With the development of Internet of Things (IoT), the demands for communication spectrum
have increased rapidly, resulting in the shortage of limited spectrum resources. Cognitive …

With the development of wireless communication and Internet of Things (IoT), there are
massive wireless devices that need to share the limited spectrum resources. Dynamic …

Future-generation wireless networks should accommodate surging growth in mobile data
traffic and support an increasingly high density of wireless devices. Consequently, as the …

This paper proposes an improved dynamic spectrum access algorithm based on
reinforcement Learning in cognitive radio networks. Q-learning algorithm is used as the core …

The main challenge with Vehicular Ad-Hoc Networks (VANETs) for assisting Intelligent
Transportation Services (ITSs) is ensuring effective data delivery under various network …

Efficient use of spectral resources is critical in wireless networks and has been extensively
studied in recent years. Dynamic spectrum access (DSA) is one of the key techniques on …

Cognitive radio technology can effectively improve spectrum efficiency in wireless networks
and is also applicable to vehicle small‐cell networks. In this paper, we consider the problem …

This paper addresses the problem of distributed dynamic spectrum access in a cognitive
radio (CR) environment utilizing deep recurrent reinforcement learning. Specifically, the …