Title :
Cooperative Spectrum Sensing With Location Information
Author :
Han, Ning ; Li, Hongbin
Author_Institution :
Dept. of Electr. & Comput. Eng., Stevens Inst. of Technol., Hoboken, NJ, USA
Abstract :
In this paper, we address the problem of cooperatively detecting a primary user (PU) among multiple cognitive users (CUs) when their location information is available at a CU base station. For fast detection, each CU reports a power estimate, based on one-snapshot observation of the radio environment, to the CU base station. A generalized likelihood ratio test (GLRT) is developed at the CU base station to first estimate the transmit power of the PU and then form a test variable for detection. The maximum likelihood estimator (MLE) of the unknown transmit power is discussed and analyzed to offer insight into the proposed cooperative spectrum-sensing scheme. In addition, a weighted average estimator (WAE) is proposed, which is computationally more efficient than the MLE. Asymptotic analysis for the proposed GLRT is presented. Performance of the MLE and WAE is examined along with the corresponding Cramer-Rao bound (CRB). Extensive comparisons between the proposed GLRTs and the hard- and soft-decision based spectrum sensing methods are provided, which show the effectiveness of the proposed detector.
Keywords :
cognitive radio; maximum likelihood estimation; CU base station; Cramer-Rao bound; GLRT; MLE; WAE; asymptotic analysis; cognitive users; cooperative spectrum sensing; fast detection; generalized likelihood ratio test; hard-decision based spectrum sensing methods; location information; maximum likelihood estimator; one-snapshot observation; primary user; soft-decision based spectrum sensing methods; weighted average estimator; Base stations; Cognitive radio; Maximum likelihood estimation; Probability; Sensors; Signal to noise ratio; Standards; Cognitive radio; cooperative spectrum sensing; generalized likelihood ratio test (GLRT); location information; maximum likelihood estimation;
Journal_Title :
Vehicular Technology, IEEE Transactions on
DOI :
10.1109/TVT.2012.2202410