Title :
Energy-efficient node selection for cooperative spectrum sensing with spatial correlation
Author :
Mohammadi, Javad ; Penna, Federico ; Stanczak, Slawomir ; Kasparick, Martin
Author_Institution :
Fraunhofer Heinrich Hertz Inst., Berlin, Germany
Abstract :
In this paper we investigate the node placement for a wireless sensor network deployed to sense the spectrum with spatial channel correlation. The goal is to find the best node constellation, such that the given power constraints are satisfied and the best sensing performance is acquired. We derive the analytical expression for probability of detection (PD) of the optimal test statistic as the measure of performance. Then we develop two heuristic methods to solve the non-convex optimization problem. Using numerical simulations the analytical expressions for PD is justified, as well as, the performance of the two proposed suboptimal approaches.
Keywords :
cooperative communication; correlation methods; optimisation; probability; sensor placement; signal detection; wireless sensor networks; cooperative spectrum sensing; energy-efficienct node selection; heuristic methods; node constellation; node placement; nonconvex optimization problem; optimal test statistic; power constraints; probability of detection; spatial channel correlation; wireless sensor network; Correlation; Detectors; Noise; Optimization; Probability; Wireless sensor networks; Correlated signal detection; likelihood ratio test; spectrum sensing;
Conference_Titel :
Signals, Systems and Computers, 2013 Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4799-2388-5
DOI :
10.1109/ACSSC.2013.6810443