Title :
Optimal cooperative cognitive relaying and spectrum access for an energy harvesting cognitive radio: Reinforcement learning approach
Author :
El Shafie, Ahmed ; Khattab, Tamer ; Saad, Hussien ; Mohamed, Amr
Author_Institution :
Wireless Intell. Networks Center (WINC), Nile Univ., Giza, Egypt
Abstract :
In this paper, we consider a cognitive setting under the context of cooperative communications, where the cognitive radio (CR) user is assumed to be a self-organized relay for the network. The CR user and the primary user (PU) are assumed to be energy harvesters. The CR user cooperatively relays some of the undelivered packets of the PU. Specifically, the CR user stores a fraction of the undelivered primary packets in a relaying queue (buffer). It manages the flow of the undelivered primary packets to its relaying queue using the appropriate actions over time slots. Moreover, it has the decision of choosing the used queue for channel accessing at idle time slots (slots where the PU´s queue is empty). It is assumed that one data packet transmission dissipates one energy packet. The optimal policy changes according to the primary and CR users arrival rates to the data and energy queues as well as the channels connectivity. The CR user saves energy for the PU by taking the responsibility of relaying the undelivered primary packets. It optimally organizes its own energy packets to maximize its payoff as time progresses.
Keywords :
cognitive radio; cooperative communication; data communication; energy harvesting; learning (artificial intelligence); multi-access systems; optimisation; queueing theory; relay networks (telecommunication); telecommunication power management; CR user; channel accessing; channel connectivity; cognitive radio user; cognitive setting; cooperative communications; data packet transmission; energy harvesters; energy harvesting cognitive radio; energy packet; optimal cooperative cognitive relaying; primary packets; primary user; reinforcement learning approach; relaying queue; self-organized relay; spectrum access; Computer numerical control; Conferences; Decision support systems; Handheld computers; Indexes; Integrated circuits; Markov processes; Cognitive radio; Markov modulated Bernoulli processes; Q-learning; energy harvesting; optimal policy; reinforcement learning;
Conference_Titel :
Computing, Networking and Communications (ICNC), 2015 International Conference on
Conference_Location :
Garden Grove, CA
DOI :
10.1109/ICCNC.2015.7069344