IEEE Communications Letters · 2012 · 130 citations · 6 references
EngineeringCommunicationElectrical EngineeringDigital CommunicationInformation TheoryWireless CommunicationsChannel EstimationDigital Signal ProcessingMultiple Access TechniquesSignal Detection TheorySignal ProcessingWireless Channel ModelingCompressed SensingCompressive SensingMultiuser CommunicationMultiuser DetectionSparse ReconstructionSparsity ConstraintsSparsity ProblemSwitching Algorithm Design
In this paper, we consider a multiuser detection technique when the signal sparsity is changing over time. The key ingredient of our method is a clever switching between the CS reconstruction algorithm and classical detection depending on the sparsity level of the signals being detected. Since none of these approaches is uniformly better in a situation where the sparsity level is varying, proposed switching algorithm can effectively combine the merits of both. We show that the proposed switching algorithm provides substantial performance gain over individual algorithms in the multiuser detection of CDMA downlink.
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David L. Donoho · IEEE Transactions on Information Theory · 2006 · 23.1K citations
Fundamentals of Statistical Signal Processing: Estimation Theory
Sailes K. Sengijpta · Technometrics · 1995 · 11.3K citations