TY - GEN
T1 - Cooperative Q-learning for multiple secondary users in dynamic spectrum access
AU - Venkatraman, Pavithra
AU - Hamdaoui, Bechir
PY - 2011
Y1 - 2011
N2 - In this paper, we present and evaluate learning schemes that allow multiple secondary users to locate and use spectrum opportunities effectively, thus improving efficiency of dynamic spectrum access (DSA) systems. Using simulations, we show that the proposed schemes achieve good performances in terms of throughput and fairness, and does so by interacting with and learning from the environment only, without requiring prediction models of the environment's dynamics and behaviors.
AB - In this paper, we present and evaluate learning schemes that allow multiple secondary users to locate and use spectrum opportunities effectively, thus improving efficiency of dynamic spectrum access (DSA) systems. Using simulations, we show that the proposed schemes achieve good performances in terms of throughput and fairness, and does so by interacting with and learning from the environment only, without requiring prediction models of the environment's dynamics and behaviors.
KW - Machine learning
KW - dynamic spectrum access
UR - http://www.scopus.com/inward/record.url?scp=80052461623&partnerID=8YFLogxK
U2 - 10.1109/IWCMC.2011.5982539
DO - 10.1109/IWCMC.2011.5982539
M3 - Conference contribution
AN - SCOPUS:80052461623
SN - 9781424495399
T3 - IWCMC 2011 - 7th International Wireless Communications and Mobile Computing Conference
SP - 238
EP - 242
BT - IWCMC 2011 - 7th International Wireless Communications and Mobile Computing Conference
T2 - 7th International Wireless Communications and Mobile Computing Conference, IWCMC 2011
Y2 - 4 July 2011 through 8 July 2011
ER -