Robust spectrum sensing with crowd sensors

IEEE Transactions on Communications

Volumn 62, Issue 9, 2014, Pages 3129-3143

  Ding, Guoru ^a   Wang, Jinlong ^a   Wu, Qihui ^a   Zhang, Linyuan ^a   Zou, Yulong ^b   Yao, Yu Dong ^c   Chen, Yingying ^c  

^a PLA UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

^b Nanjing University of Posts and Telecommunications   (China)

^c Stevens Institute of Technology   (United States)

Author keywords

Cognitive radio networks; data cleansing; data quality; mobile crowd sensing; spectrum sensing

Indexed keywords

COGNITIVE RADIO NETWORK; DATA CLEANSING; DATA QUALITY; MOBILE CROWD SENSING; SPECTRUM SENSING;

EID: 84907495490     PISSN: 00906778     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCOMM.2014.2346775     Document Type: Conference Paper

References (52)

1. S. Haykin, "Cognitive radio: Brain-empowered wireless communications," IEEE J. Sel. Areas Commun., vol. 23, no. 2, pp. 201-220, Feb. 2005.
2. Q. Wu, G. Ding, J. Wang, and Y.-D. Yao, "Spatial-temporal opportunity detection in spectrum-heterogeneous cognitive radio networks: Twodimensional sensing," IEEE Trans. Wireless Commun., vol. 12, no. 2, pp. 516-526, Feb. 2013.
3. J. Mitola et al., "Accelerating 5G QoE via public-private spectrum sharing," IEEE Commun. Mag., vol. 52, no. 5, pp. 77-85, May 2014.
4. Y.-J. Choi and K. G. Shin, "Opportunistic access of TV spectrum using cognitive-radio-enabled cellular networks," IEEE Trans. Veh. Technol., vol. 60, no. 8, pp. 3853-3864, Oct. 2011.
5. R. Urgaonkar and M. Neely, "Opportunistic cooperation in cognitive Femtocell networks," IEEE J. Sel. Areas Commun., vol. 30, no. 3, pp. 607-616, Apr. 2012.
6. H. ElSawy and E. Hossain, "Two-tier HetNets with cognitive Femtocells: Downlink performance modeling and analysis in a multi-channel environment," IEEE Trans. Mobile Comput., vol. 13, no. 3, pp. 649-663, Mar. 2014.
7. A. B. Flores, R. E. Guerra, E. W. Knightly, P. Ecclesine, and S. Pandey, "IEEE 802.11af: A standard for TV white space spectrum sharing," IEEE Commun. Mag., vol. 51, no. 10, pp. 92-100, Oct. 2013.
8. Q. Wu et al., "Cognitive Internet of things: A new network paradigm beyond connection," IEEE Internet Things J., vol. 1, no. 2, pp. 129-143, Apr. 2014.
9. R. K. Ganti, F. Ye, and H. Lei, "Mobile crowdsensing: Current state and future challenges," IEEE Commun. Mag., vol. 49, no. 11, pp. 32-39, Nov. 2011.
10. D. Yang, G. Xue, X. Fang, and J. Tang, "Crowdsourcing to smartphones: Incentive mechanism design for mobile phone sensing," in Proc. 18th Annu. Int. Conf. Mobicom, Istanbul, Turkey, Aug. 2012, pp. 173-184.
11. S. Yin, D. Chen, Q. Zhang, M. Liu, and S. Li, "Mining spectrum usage data: A large-scale spectrum measurement study," IEEE Trans. Mobile Comput., vol. 11, no. 6, pp. 1033-1046, Jun. 2012.
12. M. L. Benitez, "Spectrum usage models for the analysis, design and simulations of cognitive radio networks," Ph.D. dissertation, Dept. Teoria Senyal Comun., Univ. Politècnica de Catalunya, Barcelona, Spain, 2011.
13. I. F. Akyildiz, B. F. Lo, and R. Balakrishnan, "Cooperative spectrum sensing in cognitive radio networks: A survey," Phys. Commun., vol. 4, no. 1, pp. 40-62, Mar. 2011.
14. E. Axell, G. Leus, E. G. Larsson, and H. V. Poor, "Spectrum sensing for cognitive radio: State-of-the-art and recent advances," IEEE Signal Process. Mag., vol. 29, no. 3, pp. 101-116, May 2012.
15. H. Urkowitz, "Energy detection of unknown deterministic signals," Proc. IEEE, vol. 55, no. 4, pp. 523-531, Apr. 1967.
16. K. Ben Letaief andW. Zhang, "Cooperative communications for cognitive radio networks," Proc. IEEE, vol. 97, no. 5, pp. 878-893, May 2009.
17. K. Umebayashi, J. J. Lehtomaki, T. Yazawa, and Y. Suzuki, "Efficient decision fusion for cooperative spectrum sensing based on OR rule," IEEE Trans. Wireless Commun., vol. 11, no. 7, pp. 2585-2595, Jul. 2012.
18. P. Salvo Rossi, D. Ciuonzo, and G. Romano, "Orthogonality and cooperation in collaborative spectrum sensing through MIMO decision fusion," IEEE Trans. Wireless Commun., vol. 12, no. 11, pp. 5826-5836, Nov. 2013.
19. A. Attar, H. Tang, A. V. Vasilakos, F. R. Yu, and V. C. M. Leung, "A survey of security challenges in cognitive radio networks: Solutions and future research directions," Proc. IEEE, vol. 100, no. 12, pp. 3172-3186, Dec. 2012.
20. R.-P. Helena, J. B. Mercedes, and G. Carles, "Review of robust cooperative spectrum sesnsing techniques for cognitive radio networks," Wireless Pers. Commun., vol. 67, no. 2, pp. 175-198, Nov. 2012.
21. A. G. Fragkiadakis, E. Z. Tragos, and I. G. Askoxylakis, "A survey on security threats and detection techniques in cognitive radio networks," IEEE Commun. Surveys Tuts., vol. 15, no. 1, pp. 428-445, 2013.
22. A. Vempaty, L. Tong, and P. K. Varshney, "Distributed inference with Byzantine data," IEEE Signal Process. Mag., vol. 30, no. 5, pp. 65-75, Sep. 2013.
23. O. Fatemieh, R. Chandra, and C. A. Gunter, "Secure collaborative sensing for crowdsourcing spectrum data in white space networks," in Proc. IEEE DySPAN, Singapore, Apr. 2010, pp. 1-12.
24. W. Wang, H. Li, Y. Sun, and Z. Han, "Securing collaborative spectrum sensing against untrustworthy secondary users in cognitive radio networks," EURASIP J. Adv. Signal Process., vol. 2010, pp. 6957501-6957505, 2010.
25. A. W. Min, K. G. Shin, and X. Hu, "Secure cooperative sensing in IEEE 802.22 WRANs using shadow fading correlation," IEEE Trans. Mobile Comput., vol. 10, no. 10, pp. 1434-1447, Oct. 2011.
26. Z. Qin, Q. Li, and G. Hsieh, "Defending against cooperative attacks in cooperative spectrum sensing," IEEE Trans. Wireless Commun., vol. 12, no. 6, pp. 2680-2687, Jun. 2013.
27. S. Jana, K. Zeng, W. Cheng, and P. Mohapatra, "Trusted collaborative spectrum sensing for mobile cognitive radio networks," IEEE Trans. Inf. Forensics Security, vol. 8, no. 9, pp. 1497-1507, Sep. 2013.
28. R. Chen, J.-M. Park, and K. Bian, "Robust distributed spectrum sensing in cognitive radio networks," in Proc. IEEE INFOCOM, Phoenix, AZ, USA, Apr. 2008, pp. 1-7.
29. K. Zeng, P. Pawelczak, and D. Cabric, "Reputation-based cooperative spectrum sensing with trusted node assistance," IEEE Commun. Lett., vol. 14, no. 3, pp. 226-228, Mar. 2010.
30. G. Ding, Q. Wu, Y.-D. Yao, J. Wang, and Y. Chen, "Kernel-based learning for statistical signal processing in cognitive radio networks: Theoretical foundations, example applications, future directions," IEEE Signal Process. Mag., vol. 30, no. 4, pp. 126-136, Jul. 2013.
31. "Spectrum policy task force report," Washington, DC, USA, Rep. ET Docket No. 02-135, Nov. 2002.
32. G. Ding et al., "Robust spectrum sensing with crowd sensors," in Proc. IEEE Veh. Technol. Conf.-Fall, Vancouver, BC, Canada, Sep. 2014, pp. 1-6.
33. FCC Frequency Allocation Chart, NTIA, Washington, DC, USA, Oct. 2003, [Access on 2014-05-22]. [Online]. Available: http://www.ntia. doc.gov/osmhome/allochrt.pdf
34. Y. Pei, Y.-C. Liang, and K. Teh, "Energy-efficient design of sequential channel sensing in cognitive radio networks: Optimal sensing strategy, power allocation, sensing order," IEEE J. Sel. Areas Commun, vol. 29, no. 8, pp. 1648-1659, Sep. 2011.
35. Z. Quan, S. Cui, H. V. Poor, and A. H. Sayed, "Collabrative wideband spectrum sensing in cognitive radio networks," IEEE Signal Process. Mag., vol. 25, no. 6, pp. 60-73, Nov. 2008.
36. A. W. Min, X. Zhang, and K. G. Shin, "Detection of small-scale primary users in cognitive radio networks," IEEE J. Sel. Areas Commun., vol. 29, no. 2, pp. 349-361, Feb. 2011.
37. Z. Quan, S. Cui, and A. H. Sayed, "Optimal linear cooperation for spectrum sensing in cognitive radio networks," IEEE J. Sel. Topics Signal Process., vol. 2, no. 1, pp. 28-40, Feb. 2008.
38. G. Taricco, "On the accuracy of the Gaussian approximation with linear cooperative spectrum sensing over Rician fading channels," IEEE Signal Process. Lett., vol. 17, no. 7, pp. 651-654, Jul. 2010.
39. G. Taricco, "Optimization of linear cooperative spectrum sensing for cognitive radio networks," IEEE J. Sel. Topics Signal Process., vol. 5, no. 1, pp. 77-86, Feb. 2011.
40. R. Umar, A. U. H. Sheikh, and M. Deriche, "Unveiling the hidden assumptions of energy detector based spectrum sensing for cognitive radios," IEEE Commun. Surveys Tuts., vol. 16, no. 2, pp. 713-728, 2nd Quart. 2014.
41. S. M. Kay, Fundamentals of Statistical Signal Processing: Detection Theory. Englewood Cliffs, NJ, USA: Prentice-Hall, 1998.
42. R. Niu, B. Chen, and P. K. Varshney, "Fusion of decisions transmitted over Rayleigh fading channels in wireless sensor networks," IEEE Trans. Signal Process., vol. 54, no. 3, pp. 1018-1027, Mar. 2006.
43. D. Ciuonzo, G. Romano, and P. Salvo Rossi, "Channel-aware decision fusion in distributed MIMO wireless sensor networks: Decode-and-fuse vs. decode-then-fuse," IEEE Trans. Wireless Commun., vol. 11, no. 8, pp. 2976-2985, Aug. 2012.
44. J. Ma, G. Zhao, and Y. Li, "Soft combination and detection for cooperative spectrum sensing in cognitive radio networks," IEEE Trans. Wireless Commun., vol. 7, no. 11, pp. 4502-4507, Nov. 2008.
45. Z. Zhou, X. Li, J. Wright, E. Candes, and Y. MA, "Stable principal component pursuit," in Proc. Intl. Symp. Inf. Theory (ISIT), Austin, TX, USA, Jun. 2010, pp. 1518-1522.
46. H. Xu, C. Caramanis, and S. Sanghavi, "Robust PCA via outlier pursuit," IEEE Trans. Inf. Theory, vol. 58, no. 5, pp. 3047-3064, May 2012.
47. D. Bertsekas, Constrained Optimization and Lagrange Multiplier Method. New York, NY, USA: Academic Press, 1982.
48. S. Boyd, N. Parikh, E. Chu, B. Peleato, and J. Eckstein, "Distributed optimization and statistical learning via the alternating directionmethod of multipliers," Found. Trends Mach. Learn., vol. 3, no. 1, pp. 1-122, Nov. 2010.
49. J. F. Cai, E. J. Candès, and Z. Shen, "A singular value thresholding algorithm for matrix completion," SIAM J. Optim., vol. 20, no. 4, pp. 1956-1982, Mar. 2010.
50. D. Goldfarb and S. Ma, "Convergence of fixed point continuation algorithms for matrix rank minimization," Found. Comput. Math., vol. 11, pp. 183-210, Feb. 2011.
51. S. Shellhammer, V. Tawil, G. Chouinard,M.Muterspaugh, andM. Ghosh, "Spectrum sensing simulation model," IEEE 802.22-06/0028r10, Sep. 2006.
52. E. J. Candès and Y. Plan, "Matrix completion with noise," Proc. IEEE, vol. 98, no. 6, pp. 925-936, Jun. 2010.