TY - GEN
T1 - Effect of bandwidth of direct detection receiver on multiparameter optical performance monitoring
AU - Luo, Huaijian
AU - Huang, Zhuili
AU - Du, Xinwei
AU - Yu, Changyuan
N1 - Funding Information:
This work was supported by Grant 15211619 from HK RGC GRF and 1-ZE5K from HK PolyU, and 62005030 from NSFC Program.
Publisher Copyright:
© 2020 SPIE
PY - 2020/10
Y1 - 2020/10
N2 - Our 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.
AB - Our 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.
KW - Bandwidth of receiver
KW - Machine learning
KW - Multi-parameter
KW - Optical performance monitoring
UR - http://www.scopus.com/inward/record.url?scp=85096969877&partnerID=8YFLogxK
U2 - 10.1117/12.2575168
DO - 10.1117/12.2575168
M3 - Conference article published in proceeding or book
AN - SCOPUS:85096969877
T3 - Proceedings of SPIE - The International Society for Optical Engineering
BT - Real-time Photonic Measurements, Data Management, and Processing V
A2 - Li, Ming
A2 - Jalali, Bahram
A2 - Asghari, Mohammad Hossein
PB - SPIE
T2 - Real-time Photonic Measurements, Data Management, and Processing V 2020
Y2 - 11 October 2020 through 16 October 2020
ER -