Nature

Communication resource allocation method in vehicular networks based on federated multi-agent deep reinforcement learning

In highly dynamic vehicular networking scenarios, when Vehicle-to-Infrastructure links and Vehicle-to-Vehicle links share spectrum resources, the traditional distributed resource allocation method ...
Nature

A cognitive internet of things resource allocation method based on multi-agent reinforcement learning algorithm

This paper addresses the challenges of inter-vehicle communication, taking into consideration the stochastic nature of primary user spectrum occupancy, the highly dynamic fluctuation of channel states ...