Browsing Faculty Contributions by Author "Saad, H."
Now showing items 1-5 of 5
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A cooperative Q-learning approach for distributed resource allocation in multi-user femtocell networks
Saad H.; Mohamed A.; El Batt T. ( Institute of Electrical and Electronics Engineers Inc. , 2016 , Conference Paper)This paper studies distributed interference management for femtocells that share the same frequency band with macrocells. We propose a multi-agent learning technique based on distributed Q-learning, called subcarrier-based ... -
A cooperative Q-learning approach for online power allocation in femtocell networks
Saad H.; Mohamed A.; Elbatt T. ( IEEE , 2013 , Conference Paper)In this paper, we address the problem of distributed interference management of cognitive femtocells that share the same frequency range with macrocells using distributed multiagent Q-learning. We formulate and solve three ... -
Cooperative Q-learning techniques for distributed online power allocation in femtocell networks
Saad, H.; Mohamed, A.; ElBatt, T. ( John Wiley & Sons, Ltd. , 2015 , Article)In this paper, we address the problem of distributed interference management of femtocells that share the same frequency band with macrocells using distributed multi-agent Q-learning. We formulate and solve two problems ... -
Distributed cooperative q-learning for power allocation in cognitive femtocell networks
Saad H.; Mohamed A.; Elbatt T. ( IEEE , 2012 , Conference Paper)In this paper, we propose a distributed reinforcement learning (RL) technique called distributed power control using Q-learning (DPC-Q) to manage the interference caused by the femtocells on macro-users in the downlink. ... -
Optimal cooperative cognitive relaying and spectrum access for an energy harvesting cognitive radio: Reinforcement learning approach
El Shane A.; Khattab T.; Saad H.; Mohamed A. ( Institute of Electrical and Electronics Engineers Inc. , 2015 , Conference Paper)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 ...