Mining spectrum usage data: A large-scale spectrum measurement study

Proceedings of the Annual International Conference on Mobile Computing and Networking, MOBICOM

Volumn , Issue , 2009, Pages 13-24

  Chen, Dawei ^a   Yin, Sixing ^b   Zhang, Qian ^a   Liu, Mingyan ^c   Li, Shufang ^b  

^a HONG KONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Hong Kong)

^b BEIJING UNIVERSITY OF POSTS AND TELECOMMUNICATIONS   (China)

^c UNIVERSITY OF MICHIGAN   (United States)

Author keywords

Channel vacancy duration; FPM 2D; Frequent pattern mining; Service congestion rate; Spatial correlation; Spectral correlation; Spectrum measurement; Spectrum usage prediction; Temporal correlation

Indexed keywords

FREQUENT PATTERN MINING; SPATIAL CORRELATIONS; SPECTRAL CORRELATION; SPECTRUM USAGE; TEMPORAL CORRELATIONS;

CLUSTER ANALYSIS; COMPUTER SCIENCE; CORRELATION METHODS; DISCRIMINANT ANALYSIS; MINING; MOBILE COMPUTING; SPECTROSCOPY; VACANCIES; WIRELESS NETWORKS; WIRELESS TELECOMMUNICATION SYSTEMS;

REGRESSION ANALYSIS;

EID: 70450237074     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1614320.1614323     Document Type: Conference Paper

References (17)

1. R. Chiang, G. Rowe, and K. Sowerby. A Quantitative Analysis of Spectral Occupancy Measurements for Cognitive Radio. Vehicular Technology Conference, 2007. VTC2007-Spring. IEEE 65th, pages 3016-3020, April 2007.
2. G. Cong, K.-L. Tan, A. Tung, and F. Pan. Mining frequent closed patterns in microarray data. Data Mining, 2004. ICDM '04. Fourth IEEE International Conference on, pages 363-366, Nov. 2004.
3. W. Gardner and S. CA. Cyclostationarity in communications and signal processing. IEEE press New York, 1994.
4. J. Han, H. Cheng, D. Xin, and X. Yan. Frequent pattern mining: current status and future directions. Data Mining and Knowledge Discovery, 15(1):55-86, 2007.
5. S. Haykin. Cognitive Radio: Brain-Empowered Wireless Communications. IEEE Journal on Selected Areas o f C om municati ons (JSAC), 23(2):201-220, February 2005.
6. O. Holland, P. Cordier, M. Muck, L. Mazet, C. Klock, and T. Renk. Spectrum Power Measurements in 2G and 3G Cellular Phone Bands During the 2006 Football World Cup in Germany. New Frontiers in Dynamic Spectrum Access Networks, 2007. DySPAN 2007, 2nd IEEE International Symposium on, pages 575-578, April 2007.
7. M. Islam, C. Koh, S. Oh, X. Qing, Y. Lai, C. Wang, Y.-C. Liang, B. Toh, F. Chin, G. Tan, and W. Toh. Spectrum Survey in Singapore: Occupancy Measurements and Analyses. Cognitive Radio Oriented Wireless Networks and Communications, 2008. CrownCom 2008, 3rd International Conference on, pages 1-7, May 2008.
8. S. Jones, E. Jung, X. Liu, N. Merheb, and I.-J. Wang. Characterization of Spectrum Activities in the U.S. Public Safety Band for Opportunistic Spectrum Access. New Frontiers in Dynamic Spectrum Access Networks, 2007. DySPAN 2007, 2nd IEEE International Symposium on, pages 137-146, April 2007.
9. J. Kennedy and M. Sullivan. Direction Finding and "Smart Antennas" Using Software Radio Architechtures. IEEE Communications Magazine, pages 62-68, May 1995.
10. M. A. McHenry. NSF spectrum occupancy measurements project summary. In Shared Spectrum Company Report, August 2005.
11. M. A. McHenry, P. A. Tenhula, D. McCloskey, D. A. Roberson, and C. S. Hood. Chicago spectrum occupancy measurements & analysis and a long-term studies proposal. In The first international workshop on Technology and policy for accessing spectrum. ACM Press New York, NY, USA, 2006.
12. A. Ng and A. Fu. Mining frequent episodes for relating financial events and stock trends. In Proceedi ngs of th e Seventh Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD). Springer, 2003.
13. H. Su and X. Zhang. Cross-Layer Based Opportunistic MAC Protocols for QoS Provisionings Over Cognitive Radio Wireless Networks. S elected Area s i n Communications, IEEE Journal on, 26(1):118-129, Jan. 2008.
14. M. Wellens, A. de Baynast, and P. Mahonen. Exploiting Historical Spectrum Occupancy Information for Adaptive Spectrum Sensing. Wireless Communications and Networking Conference, 2008. WCNC 2008. IEEE, pages 717-722, 31 2008-April 3 2008.
15. M. Wellens, J. Wu, and P. Mahonen. Evaluation of Spectrum Occupancy in Indoor and Outdoor Scenario in the Context of Cognitive Radio. Cognitive Radio Oriented Wireless Networks and Communications, 2007. CrownCom 2007, 2nd International Conference on, pages 420-427, Aug. 2007.
16. Q. Zhang, J. Jia, and J. Zhang. Cooperative relay to improve diversity in cognitive radio networks. IEEE Communications Magazine, Vol. 47, Issue 2, February 2009, pp. 111-117.
17. Q. Zhao, L. Tong, and A. Swami. Decentralized cognitive mac for dynamic spectrum access. New Frontiers in Dynamic Spectrum Access Networks, 2005. DySPAN 2005, 2005 First IEEE International Symposium on, pages 224-232, Nov. 2005.