Please use this identifier to cite or link to this item: http://hdl.handle.net/10397/106896
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dc.contributorDepartment of Electrical and Electronic Engineeringen_US
dc.creatorLuo, Hen_US
dc.creatorHuang, Zen_US
dc.creatorDu, Xen_US
dc.creatorYu, Cen_US
dc.date.accessioned2024-06-07T00:58:43Z-
dc.date.available2024-06-07T00:58:43Z-
dc.identifier.isbn978-1-5106-3925-6en_US
dc.identifier.isbn978-1-5106-3926-3 (electronic)en_US
dc.identifier.issn0277-786Xen_US
dc.identifier.urihttp://hdl.handle.net/10397/106896-
dc.descriptionSPIE/COS Photonics Asia, Real-time Photonic Measurements, Data Management, and Processing V, 11-16 October 2020, Online Only, Chinaen_US
dc.language.isoenen_US
dc.publisherSPIE - International Society for Optical Engineeringen_US
dc.rights© 2020 SPIE. One print or electronic copy may be made for personal use only. Systematic reproduction and distribution, duplication of any material in this publication for a fee or for commercial purposes, and modification of the contents of the publication are prohibited.en_US
dc.rightsThe following publication Huaijian Luo, Zhuili Huang, Xinwei Du, and Changyuan Yu "Effect of bandwidth of direct detection receiver on multiparameter optical performance monitoring", Proc. SPIE 11555, Real-time Photonic Measurements, Data Management, and Processing V, 115550H (10 October 2020) is available at https://doi.org/10.1117/12.2575168.en_US
dc.subjectBandwidth of receiveren_US
dc.subjectMachine learningen_US
dc.subjectMulti-parameteren_US
dc.subjectOptical performance monitoringen_US
dc.titleEffect of bandwidth of direct detection receiver on multiparameter optical performance monitoringen_US
dc.typeConference Paperen_US
dc.identifier.volume11555en_US
dc.identifier.doi10.1117/12.2575168en_US
dcterms.abstractOur proposed optical performance monitoring (OPM) technique, based on the multi-task learning, is able to realize modulation format identification (MFI), baud rate identification (BRI), chromatic dispersion identification (CDI), and optical signal-to-noise ratio (OSNR) estimation simultaneously. This OPM technique can be used in the intermediate nodes of optical networks, which is cost-effective since it can monitor systems by direct detection. To further reduce the cost, PD and ADC with low bandwidth are used. Therefore, we investigate the effect of different bandwidths of direct detection receiver on the performance of OPM, to find the optimal low bandwidth of receiver to achieve relatively high OPM performance. The comparison experiment between different bandwidths of receivers has been carried out where signals with two formats, quadrature phase shift keying (QPSK) and 16 quadrature amplitude modulation (16QAM), two baud rates, 14 GBaud and 28 GBaud, and three CD situations, 0 ps/nm, 858.5 ps/nm, and 1507.9 ps/nm, are adopted. And the test bandwidths of receiver are 0.5 GHz, 1 GHz, 2.5 GHz, 5 GHz, 7.5 GHz, 10 GHz, and the original 33 GHz. It is found that the model with 5 GHz bandwidth receiver has the relatively highest performance, except the model with original 33 GHz bandwidth receiver. The identification accuracies of model with 5 GHz receiver are 99.92%, 99.11%, and 99.94% for MFI, BRI, and CDI, respectively. The OSNR estimation error of this model is 0.594 dB.en_US
dcterms.accessRightsopen accessen_US
dcterms.bibliographicCitationProceedings of SPIE : the International Society for Optical Engineering, 2020, v. 11555, 115550Hen_US
dcterms.isPartOfProceedings of SPIE : the International Society for Optical Engineeringen_US
dcterms.issued2020-
dc.identifier.scopus2-s2.0-85096969877-
dc.identifier.eissn1996-756Xen_US
dc.identifier.artn115550Hen_US
dc.description.validate202405 bcchen_US
dc.description.oaVersion of Recorden_US
dc.identifier.FolderNumberEIE-0152-
dc.description.fundingSourceRGCen_US
dc.description.fundingSourceOthersen_US
dc.description.fundingTextHK PolyU; NSFC Programen_US
dc.description.pubStatusPublisheden_US
dc.identifier.OPUS55103943-
dc.description.oaCategoryVoR alloweden_US
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