Distributed cooperative spectrum sensing with selective updating

This paper investigates the use of adaptive filtering with selective updating in a distributed spectrum sensing network. Through a structure similar to a set-membership filter, coefficient updating is not performed at every single input data, reducing misadjustment, computational complexity and power requirements at each sensing node. Results, presented in terms of convergence behavior and complementary receiver operating characteristic curves, show a substantial reduction in the number of updates performed by the adaptive filter without degrading the detection performance.

[1]  Geoffrey Ye Li,et al.  Soft Combination and Detection for Cooperative Spectrum Sensing in Cognitive Radio Networks , 2008, IEEE GLOBECOM 2007 - IEEE Global Telecommunications Conference.

[2]  Ali H. Sayed,et al.  Diffusion Least-Mean Squares Over Adaptive Networks , 2007, 2007 IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP '07.

[3]  Shuguang Cui,et al.  Optimal Linear Cooperation for Spectrum Sensing in Cognitive Radio Networks , 2008, IEEE Journal of Selected Topics in Signal Processing.

[4]  Paulo S. R. Diniz,et al.  Adaptive Filtering: Algorithms and Practical Implementation , 1997 .

[5]  Shuguang Cui,et al.  Optimal Linear Fusion for Distributed Detection Via Semidefinite Programming , 2010, IEEE Transactions on Signal Processing.

[6]  Ian F. Akyildiz,et al.  Cooperative spectrum sensing in cognitive radio networks: A survey , 2011, Phys. Commun..

[7]  Stefan Werner,et al.  Distributed cooperative spectrum sensing with adaptive combining , 2012, 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[8]  Shirish Nagaraj,et al.  Set-membership filtering and a set-membership normalized LMS algorithm with an adaptive step size , 1998, IEEE Signal Processing Letters.

[9]  Ali H. Sayed,et al.  Distributed Detection Over Adaptive Networks Using Diffusion Adaptation , 2011, IEEE Transactions on Signal Processing.

[10]  Yih-Fang Huang,et al.  Distributed parameter estimation with selective cooperation , 2009, 2009 IEEE International Conference on Acoustics, Speech and Signal Processing.

[11]  A. Ghasemi,et al.  Collaborative spectrum sensing for opportunistic access in fading environments , 2005, First IEEE International Symposium on New Frontiers in Dynamic Spectrum Access Networks, 2005. DySPAN 2005..

[12]  W. Gray,et al.  Optimal data fusion of correlated local decisions in multiple sensor detection systems , 1992 .