Clustering algorithms for Stokes space modulation format recognition
Stokes space modulation format recognition (Stokes MFR) is a blind method enabling digital coherent receivers to infer modulation format information directly from a received polarization-division-multiplexed signal. A crucial part of the Stokes MFR is a clustering algorithm, which largely influences...
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| Vydáno v: | Optics express Ročník 23; číslo 12; s. 15521 |
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| Hlavní autoři: | , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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United States
15.06.2015
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| ISSN: | 1094-4087, 1094-4087 |
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| Abstract | Stokes space modulation format recognition (Stokes MFR) is a blind method enabling digital coherent receivers to infer modulation format information directly from a received polarization-division-multiplexed signal. A crucial part of the Stokes MFR is a clustering algorithm, which largely influences the performance of the detection process, particularly at low signal-to-noise ratios. This paper reports on an extensive study of six different clustering algorithms: k-means, expectation maximization, density-based DBSCAN and OPTICS, spectral clustering and maximum likelihood clustering, used for discriminating between dual polarization: BPSK, QPSK, 8-PSK, 8-QAM, and 16-QAM. We determine essential performance metrics for each clustering algorithm and modulation format under test: minimum required signal-to-noise ratio, detection accuracy and algorithm complexity. |
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| AbstractList | Stokes space modulation format recognition (Stokes MFR) is a blind method enabling digital coherent receivers to infer modulation format information directly from a received polarization-division-multiplexed signal. A crucial part of the Stokes MFR is a clustering algorithm, which largely influences the performance of the detection process, particularly at low signal-to-noise ratios. This paper reports on an extensive study of six different clustering algorithms: k-means, expectation maximization, density-based DBSCAN and OPTICS, spectral clustering and maximum likelihood clustering, used for discriminating between dual polarization: BPSK, QPSK, 8-PSK, 8-QAM, and 16-QAM. We determine essential performance metrics for each clustering algorithm and modulation format under test: minimum required signal-to-noise ratio, detection accuracy and algorithm complexity. Stokes space modulation format recognition (Stokes MFR) is a blind method enabling digital coherent receivers to infer modulation format information directly from a received polarization-division-multiplexed signal. A crucial part of the Stokes MFR is a clustering algorithm, which largely influences the performance of the detection process, particularly at low signal-to-noise ratios. This paper reports on an extensive study of six different clustering algorithms: k-means, expectation maximization, density-based DBSCAN and OPTICS, spectral clustering and maximum likelihood clustering, used for discriminating between dual polarization: BPSK, QPSK, 8-PSK, 8-QAM, and 16-QAM. We determine essential performance metrics for each clustering algorithm and modulation format under test: minimum required signal-to-noise ratio, detection accuracy and algorithm complexity.Stokes space modulation format recognition (Stokes MFR) is a blind method enabling digital coherent receivers to infer modulation format information directly from a received polarization-division-multiplexed signal. A crucial part of the Stokes MFR is a clustering algorithm, which largely influences the performance of the detection process, particularly at low signal-to-noise ratios. This paper reports on an extensive study of six different clustering algorithms: k-means, expectation maximization, density-based DBSCAN and OPTICS, spectral clustering and maximum likelihood clustering, used for discriminating between dual polarization: BPSK, QPSK, 8-PSK, 8-QAM, and 16-QAM. We determine essential performance metrics for each clustering algorithm and modulation format under test: minimum required signal-to-noise ratio, detection accuracy and algorithm complexity. |
| Author | Borkowski, Robert Monroy, Idelfonso Tafur Boada, Ricard |
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| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/26193532$$D View this record in MEDLINE/PubMed |
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| Cites_doi | 10.1364/OE.20.012422 10.1364/OE.18.017928 10.1109/JLT.2013.2263849 10.1111/j.2517-6161.1977.tb01600.x 10.1109/JLT.2014.2318994 10.1109/LPT.2013.2282303 10.1016/0377-0427(87)90125-7 10.1587/transcom.E97.B.1528 10.1109/JLT.2014.2307555 10.1145/304181.304187 |
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| References | Borkowski (oe-23-12-15521-R1) 2014; 97 Caballero (oe-23-12-15521-R2) 2014; 32 Adles (oe-23-12-15521-R4) 2014; 32 Ankerst (oe-23-12-15521-R9) 1999; 28 Rousseeuw (oe-23-12-15521-R10) 1987; 20 Muga (oe-23-12-15521-R7) 2013; 31 Dempster (oe-23-12-15521-R8) 1977; 39 Khan (oe-23-12-15521-R3) 2012; 20 Szafraniec (oe-23-12-15521-R6) 2010; 18 Borkowski (oe-23-12-15521-R5) 2013; 25 |
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