DocumentCode :
1532782
Title :
Cooperative Sequential Spectrum Sensing Based on Level-Triggered Sampling
Author :
Yilmaz, Yasin ; Moustakides, George V. ; Wang, Xiaodong
Author_Institution :
Electr. Eng. Dept., Columbia Univ., New York, NY, USA
Volume :
60
Issue :
9
fYear :
2012
Firstpage :
4509
Lastpage :
4524
Abstract :
We propose a new framework for cooperative spectrum sensing in cognitive radio networks, that is based on a novel class of nonuniform samplers, called the event-triggered samplers, and sequential detection. In the proposed scheme, each secondary user (SU) computes its local sensing decision statistic based on its own channel output; and whenever such decision statistic crosses certain predefined threshold values, the secondary user will send one (or several) bit of information to the fusion center (FC). The FC asynchronously receives the bits from different SUs and updates the global sensing decision statistic to perform a sequential probability ratio test (SPRT), to reach a sensing decision. We provide an asymptotic analysis for the above scheme, and under different conditions, we compare it against the cooperative sensing scheme that is based on traditional uniform sampling and sequential detection. Simulation results show that the proposed scheme, using even 1 bit, can outperform its uniform sampling counterpart that uses infinite number of bits under changing target error probabilities, SNR values, and number of SUs.
Keywords :
cognitive radio; cooperative communication; decision theory; error statistics; probability; radio spectrum management; sampling methods; wireless channels; FC; SNR values; SPRT; SU; channel output; cognitive radio networks; cooperative sequential spectrum sensing; event-triggered samplers; fusion center; global sensing decision statistics; infinite bits number; level-triggered sampling; local sensing decision statistics; nonuniform samplers; predefined threshold values; secondary user; sequential detection; sequential probability ratio test; target error probabilities; uniform sampling; Cognitive radio; Delay; Educational institutions; Error probability; Quantization; Sensors; Simulation; Asymptotic optimality; cognitive radio; decentralized detection; event-triggered sampling; randomized quantization; sequential probability ratio test (SPRT);
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2012.2202657
Filename :
6212408
Link To Document :
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