Opportunistic exploitation of bandwidth resources through reinforcement learning

GLOBECOM - IEEE Global Telecommunications Conference

Volumn , Issue , 2009, Pages

  Hamdaoui, Bechir ^a   Venkatraman, Pavithra ^a   Guizani, Mohsen ^b  

^a OREGON STATE UNIVERSITY   (United States)

^b WESTERN MICHIGAN UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BANDWIDTH RESOURCE; COGNITIVE RADIO; CURRENT SPECTRA; ENABLING TECHNOLOGIES; EXPECTED SHORTAGE; INTELLIGENT COMMUNICATION; LEARNING TECHNIQUES; LICENSED USERS; MACHINE-LEARNING; OPERATING PARAMETERS; OPPORTUNISTIC SPECTRUM ACCESS; PRIOR KNOWLEDGE; SPECTRUM EFFICIENCY; SPECTRUM UTILIZATION; SURROUNDING ENVIRONMENT; TECHNOLOGICAL ADVANCES; WIRELESS TECHNOLOGIES;

COGNITIVE SYSTEMS; COMMUNICATION SYSTEMS; LEARNING ALGORITHMS; RADIO; REAL TIME SYSTEMS; REINFORCEMENT; SPECTROSCOPY;

RADIO SYSTEMS;

EID: 77951593594     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/GLOCOM.2009.5425693     Document Type: Conference Paper

References (22)

1. M. Vilimpoc and M. McHenry, "Dupont circle spectrum ulitzation during peak hours," in www.newamerica.net/files/archive/Doc- File- 183- 1.pdf, 2006.
2. M. McHenry, "Reports on spectrum occupancy measurements, shared spectrum company," in www.sharedspectrum.com/?section=nsf summary.
3. M. McHenry and D. McCloskey, "New york city spectrum occupancy measurements," Shared Spectrum Conference, September 2004.
4. "Second report and order and memorandum opinion and order," in http://hraunfoss.fcc.gov/edocs- public/attachmatch/FCC-08-260A1.pdf.
5. R. J. Lackey and D. W. Upmal, "Speakeasy: the military software radio," IEEE Communications Magazine, May 1995.
6. J. Mitolla III and G. Maguire, "Cognitive radio: making software radios more personal," IEEE Personal Communications, August 1999.
7. S. Haykin, "Cognitive radio: brain-empowered wireless communications," IEEE Journal on Selected Areas in Communications, February 2005.
8. A. Ghasemi and E. S. Sousa, "Interference aggregation in spectrum-sensing cognitive wireless networks," IEEE Journal of Selected Topics in Signal Processing, Februray 2008.
9. Z. Quan, S. Cui, and A. H. Sayed, "Optimal linear cooperation for spectrum sensing in cognitive radio networks," IEEE Journal of Selected Topics in Signal Processing, Februray 2008.
10. H. Su and X. Zhang, "Cross-layer based oppotrunitic MAC protocols for QoS provisionings over cognitive radio wireless networks," IEEE Journal on Selected Areas in Communications, January 2008.
11. C.-T. Chou, S. Shankar, H. Kim, and K. G. Shin, "What and how much to gain by spectrum agility," IEEE Journal on Selected Areas in Communications, April 2007.
12. S. Srinivasa and S. A. Jafar, "Cognitive radio networks: how much spectrum sharing is optimal?," in Proceedings of IEEE GLOBECOM, 2007.
13. Z. Ji and K. J. R. Liu, "Belief-assisted pricing for dynamic spectrum allocation in wireless networks with selfish users," in Proceedings of IEEE SECON, 2006.
14. Z. Ji and K. J. R. Liu, "Multi-stage pricing game for collusion-resistant dynamic spectrum allocation," IEEE Journal on Selected Areas in Communications, January 2008.
15. S. Delaere and P. Ballon, "Flexible spectrum management and the need for controlling entities for reconfigurable wireless systems," in Proceedings of IEEE DySPAN, 2007.
16. Y. T. Hou, Y. Shi, and H. D. Sherali, "Spectrum sharing for multi-hop networking with cognitive radios," IEEE Journal on Selected Areas in Communications, January 2008.
17. A. Ginsberg, J. D. Poston, and W. D. Horne, "Toward a cognitive radio architecture: intergrating knowledge representation with software defined radio technologies," in Proceedings of IEEE MILCOM, 2006.
18. S. Yarkan and H. Arslan, "Exploiting location awareness toward improved wireless system design in cognitive radio," IEEE Communications Magazine, January 2008.
19. Z. Han, C. Pandana, and K. J. R. Liu, "Distributive opportunistic spectrum access for cognitive radio using correlated equilibrium and no-regret learning," in Proceedings of IEEE WCNC, 2007.
20. H. Kim and K. G. Shin, "Efficient discovery of spectrum oppotunities with MAC-layer sensing in cognitive radio networks," IEEE Transactions on Mobile Computing, May 2008.
21. U. Berthold, M. Van Der Schaar, and F. K. Jondral, "Detection of spectral resources in cognitive radios using reinforcement learning," in Proceedings of IEEE DySPAN, 2008, pp. 1-5.
22. R. S. Sutton and A. G. Barto, Reinforcement Learning, The MIT Press, 1998.