Machine learning techniques for optical performance monitoring and modulation format identification: A survey
The trade-off between more user bandwidth and quality of service requirements introduces
unprecedented challenges to the next generation smart optical networks. In this regard, the …
unprecedented challenges to the next generation smart optical networks. In this regard, the …
Recent advance of emerging low-dimensional materials for vector soliton generation in fiber lasers
Ultrafast fiber lasers have significant applications in laser communications, ultra-precision
manufacturing, biomedical diagnostics, and so on. Among all the types of ultrashort pulses …
manufacturing, biomedical diagnostics, and so on. Among all the types of ultrashort pulses …
Machine learning applications for short reach optical communication
With the rapid development of optical communication systems, more advanced techniques
conventionally used in long-haul transmissions have gradually entered systems covering …
conventionally used in long-haul transmissions have gradually entered systems covering …
Intelligent optical performance monitor using multi-task learning based artificial neural network
An intelligent optical performance monitor using multi-task learning based artificial neural
network (MTL-ANN) is designed for simultaneous OSNR monitoring and modulation format …
network (MTL-ANN) is designed for simultaneous OSNR monitoring and modulation format …
Free space optic channel monitoring using machine learning
Free space optic (FSO) is a type of optical communication where the signal is transmitted in
free space instead of fiber cables. Because of this, the signal is subject to different types of …
free space instead of fiber cables. Because of this, the signal is subject to different types of …
Multi-task deep neural network (MT-DNN) enabled optical performance monitoring from directly detected PDM-QAM signals
We experimentally demonstrate a multi-task deep neutral network (MT-DNN) enabled
optical performance monitoring (OPM) for PDM-QPSK/8QAM/16QAM signals, by using the …
optical performance monitoring (OPM) for PDM-QPSK/8QAM/16QAM signals, by using the …
Progresses of pilot tone based optical performance monitoring in coherent systems
Z Jiang, X Tang, S Wang, G Gao, D Jin… - Journal of Lightwave …, 2022 - ieeexplore.ieee.org
Pilot tone (PT) is a low frequency, small intensity modulation applied to high speed optical
channel. Traditionally PT is used for channel identification and channel power monitoring. A …
channel. Traditionally PT is used for channel identification and channel power monitoring. A …
Low complexity OSNR monitoring and modulation format identification based on binarized neural networks
We propose and experimentally demonstrate a method of optical signal-to-noise ratio
(OSNR) monitoring and modulation format identification (MFI) using a binarized …
(OSNR) monitoring and modulation format identification (MFI) using a binarized …
Fast adaptation of multi-task meta-learning for optical performance monitoring
Y Zhang, P Zhou, Y Liu, J Wang, C Li, Y Lu - Optics Express, 2023 - opg.optica.org
An algorithm is proposed for few-shot-learning (FSL) jointing modulation format identification
(MFI) and optical signal-to-noise ratio (OSNR) estimation. The constellation diagrams of six …
(MFI) and optical signal-to-noise ratio (OSNR) estimation. The constellation diagrams of six …
Joint OSNR and CD monitoring in digital coherent receiver using long short-term memory neural network
To enable the high quality-of-service of reliable and dynamic optical networks, it is essential
to implement optical performance monitoring (OPM) for fiber optical transmission link. Being …
to implement optical performance monitoring (OPM) for fiber optical transmission link. Being …