Title :
Distributed detection in the presence of frequency offset and phase shift
Author :
Wu, Tao ; Cheng, Qi
Author_Institution :
Sch. of Electr. & Comput. Eng., Oklahoma State Univ., Stillwater, OK
Abstract :
In this paper, we study the problem of distributed detection in the presence of unknown carrier frequency offset (CFO) and initial phase, the issue we encounter in the emerging applications of wireless sensor networks (WSNs) due to hardware constraints on sensor nodes. Suboptimal fusion rules taking into account CFO and initial phase and non-data-aided methods of low complexity for CFO and initial phase shift estimation are developed. Instead of the estimation performance, the objective function is in terms of the final detection performance. In particular, a generalized likelihood ratio test is proposed first for distributed detection in the presence of unknown CFOs and phase shifts. Then computationally simplified algorithms are proposed under the high and low signal-to-noise ratio regimes, respectively. Specifically, under the high-SNR condition, a time-averaging autocorrelator is used for CFO estimation and the Chair-Varshney fusion rule is used for decision fusion; while under the low-SNR condition, maximum likelihood estimation can be realized by a fast Fourier transform. The simulation results show that the developed fusion schemes are robust to CFO and initial phase.
Keywords :
fast Fourier transforms; maximum likelihood estimation; sensor fusion; signal detection; wireless sensor networks; Chair-Varshney fusion rule; carrier frequency offset; decision fusion; distributed detection; estimation performance; fast Fourier transform; generalized likelihood ratio test; hardware constraint; maximum likelihood estimation; objective function; phase shift estimation; sensor nodes; signal-to-noise ratio; suboptimal fusion rules; time-averaging autocorrelator; wireless sensor network; Autocorrelation; Fast Fourier transforms; Hardware; Maximum likelihood estimation; Phase detection; Phase estimation; Phase frequency detector; Signal to noise ratio; Testing; Wireless sensor networks; carrier frequency offset; distributed detection; wireless sensor networks;
Conference_Titel :
Information Sciences and Systems, 2008. CISS 2008. 42nd Annual Conference on
Conference_Location :
Princeton, NJ
Print_ISBN :
978-1-4244-2246-3
Electronic_ISBN :
978-1-4244-2247-0
DOI :
10.1109/CISS.2008.4558592