Optics Express · 2017 · 63 citations · 14 references
EngineeringElectrical EngineeringInformation TheoryOptoelectronicsPropagationClassificationClassification SchemesDigital Signal ProcessingModulationOptical Communication SystemsOptical ModulationClusteringCoherent Optical CommunicationModulation ClassificationModulation FormatsModulation SchemesOptical Modulation FormatsOptical ReceiversSignal Classification
A Stokes-space modulation format classification (MFC) technique is proposed for coherent optical receivers by using a non-iterative clustering algorithm. In the clustering algorithm, two simple parameters are calculated to help find the density peaks of the data points in Stokes space and no iteration is required. Correct MFC can be realized in numerical simulations among PM-QPSK, PM-8QAM, PM-16QAM, PM-32QAM and PM-64QAM signals within practical optical signal-to-noise ratio (OSNR) ranges. The performance of the proposed MFC algorithm is also compared with those of other schemes based on clustering algorithms. The simulation results show that good classification performance can be achieved using the proposed MFC scheme with moderate time complexity. Proof-of-concept experiments are finally implemented to demonstrate MFC among PM-QPSK/16QAM/64QAM signals, which confirm the feasibility of our proposed MFC scheme.
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Multidimensional binary search trees used for associative searching
Jon Bentley · Communications of the ACM · 1975 · 7.5K citations · Full text
Clustering by fast search and find of density peaks
Álex Rodríguez, Alessandro Laio · Science · 2014 · 5K citations
Computing, Astronomy, Bioinformatics +13