Applications of reinforcement learning to cognitive radio networks

2010 IEEE International Conference on Communications Workshops, ICC 2010

Volumn , Issue , 2010, Pages

  Yau, Kok Lim Alvin ^a   Komisarczuk, Peter ^a   Teal, Paul D ^a  

^a VICTORIA UNIVERSITY OF WELLINGTON   (New Zealand)

Author keywords

[No Author keywords available]

Indexed keywords

APPLICATION SCHEME; COGNITION CYCLE; COGNITIVE RADIO; COGNITIVE RADIO NETWORK; CONGESTION CONTROL; CONTEXT- AWARENESS; DYNAMIC CHANNEL SELECTIONS; KEY ELEMENTS; MULTI-AGENT APPROACH; OPERATING ENVIRONMENT; OPTIMAL ACTIONS; PERFORMANCE ENHANCEMENTS; SINGLE-AGENT; SPECTRUM AVAILABILITY; TOPOLOGY MANAGEMENT;

MULTI AGENT SYSTEMS; RADIO BROADCASTING; RADIO TRANSMISSION; REINFORCEMENT LEARNING; SCHEDULING;

REINFORCEMENT;

EID: 77954930789     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCW.2010.5503970     Document Type: Conference Paper

References (22)

1. J. Mitalo and G. Q. Maguire, "Cognitive radio: making software radios more personal," IEEE Psnl. Comm., v6, p. 13-18, Aug. 1999.
2. R. S. Sutton and A. G. Barto, Reinforcement learning: an introduction. Cambridge MA, MIT Press, 1998.
3. K.-L. A. Yau, P. Komisarczuk, and P. D. Teal, "A Context-aware and Intelligent Dynamic Channel Selection Scheme for Cognitive Radio Networks," Conf. Cog. Rad. Ontd. Wls. Nwk. & Comm. Jun. 2009.
4. K.-L. A. Yau, P. Komisarczuk, and P. D. Teal, "Performance analysis of reinforcement learning for achieving context awareness and intelligence in cognitive radio networks," Ws Wls Lcl Nwk, Oct. 2009.
5. th AusCTW'10, Feb. 2010.
6. K.-L. A. Yau, P. Komisarczuk, and P. D. Teal, "Achieving efficient and optimal joint action in distributed cognitive radio networks using payoff propagation," Intl. Comf. Comm., ICC'10, May 2010.
7. N. Nie, and C. Comaniciu, "Adaptive channel allocation spectrum etiquette for cognitive radio networks," DySPAN, pp. 269-278, 2005.
8. nd CROWNCOM, pp. 336-341, Jul. 2007.
9. Z. Han, C. Pandana, and K. J. R. Liu, "Distributive opportunistic spectrum access for cognitive radio using correlated equilibrium and no-regret learning," Wls. Comm. & Nwk. Conf, pp. 11-15, Mar. 2007.
10. Z. Ji, and K. J. R. Liu, "Dynamic spectrum sharing: a game theoretical overview," IEEE Com. Mg, 45(5), pp. 88-94, May 2007.
11. S. Subramani, T. Basar, S. Armour, D. Kaleshi, and Z. Fan, "Noncooperative equilibrium solutions for spectrum access in distributed cognitive radio networks," DySPAN, pp. 1-5, Oct. 2008.
12. H. N. Pham, J. Xiang, Y. Zhang, and T. Skeie, "QoS-aware channel selection in cognitive radio networks: a game-theoretic approach," Global Telecommunications Conf., pp. 1-7, Dec. 2008.
13. H. Qin, H. Wang, and H. Zhou, "A selfish game-theoretic approach for cognitive radio networks with dynamic spectrum sharing," Intl. Conf. on Comp. Sc. & Software Eng., pp. 1105-1109, Dec. 2008.
14. X. Gong, W. Yuan, W. Liu, W. Cheng, and S. Wang, "A cooperative relay scheme for secondary communication in cognitive radio networks," Global Telecommunications Conf., pp. 1-6, Dec. 2008.
15. M. Maskery, V. Krishnamurthy, and Q. Zhao, "Decentralized dynamic spectrum access for cognitive radios: cooperative design of a non-cooperative game," IEEE T. Cm., 57(2), pp. 459-469, Feb. 2009.
16. H.-P. Shiang, and M. V. D. Schaar, "Queuing-based dynamic channel selection for heterogeneous multimedia applications over cognitive radio networks," IEEE Trans. on Mm, 10(5), pp. 896-909, Aug. 2008.
17. D. Niyato, and E. Hossain, "Competitive spectrum sharing in cognitive radio networks: a dynamic game approach," IEEE Trans. on Wireless Comm., 7(7), pp. 2651-2660, Jul. 2008.
18. J. R. Kok, and N. Vlassis "Collaborative Multiagent Reinforcement Learning," J. Mach. Learn. Research 7, pp. 1789-1828, Sep. 2006.
19. S. Kapetanakis, D. Kudenko, and M. J. A. Strens, "Reinforcement learning approaches to coordination in cooperative multi-agent systems," Adptv. Ag. and Multi-ag. Sys, LNCS, Springer Berlin, 2003.
20. 2net: A Cross-Layer Quality of Service (QoS) Architecture for Cognitive Wireless Ad Hoc Networks," Aust. Tel. Nwk. & App. Conf., Dec. 2008.
21. X. Fu, H. Schulzrinne, A. Bader, D. Hogrefe, C. Kappler, G. Karagiannis, H. Tschofenig, and S. V. d. Bosch, "NSIS: a new extensible IP signaling protocol suite," IEEE Comm. Mag., 43(10), p. 133-141, Oct. 2005.
22. Cognitive Radio Networks (CRnet) Research, Victoria University, NZ, http://ecs.victoria.ac.nz/Groups/DSRG/CognitiveRadioResearch.