activity
20132022
most citedApplication of Machine Learning in Fiber Nonlinearity Modeling and Monitoring for Elastic Optical Networks

98 citations · 265 across the 24 of their papers we have counts for

collaborators

24 papers

physics.optics2022★ 1 cited

Four-dimensional direct detection with Jones space optical full-field recovery

Qi Wu, Yixiao Zhu, Hexun Jiang +4

Data centers, the engines of the global Internet, are supported by massive high-speed optical interconnects. In optical fiber communication, the classic direct detection obtains on…

physics.optics2022★ 3 cited

Fast predicting the complex nonlinear dynamics of mode-locked fiber laser by a recurrent neural network with prior information feeding

Guoqing Pu, Runmin Liu, Hang Yang +4

As an imperative method of investigating the internal mechanism of femtosecond lasers, traditional femtosecond laser modeling relies on the split-step Fourier method (SSFM) to iter…

eess.SP2022★ 14 cited

Optical Field Recovery in Jones Space

Qi Wu, Yixiao Zhu, Hexun Jiang +2

Optical full-field recovery makes it possible to compensate for fiber impairments such as chromatic dispersion and polarization mode dispersion (PMD) in the digital signal processi…

cs.LG2022★ 1 cited

A Grey-box Launch-profile Aware Model for C+L Band Raman Amplification

Yihao Zhang, Xiaomin Liu, Yichen Liu +3

Based on the physical features of Raman amplification, we propose a three-step modelling scheme based on neural networks (NN) and linear regression. Higher accuracy, less data requ…

eess.SP2022★ 4 cited

Physics-informed EDFA Gain Model Based on Active Learning

Xiaomin Liu, Yuli Chen, Yihao Zhang +4

We propose a physics-informed EDFA gain model based on the active learning method. Experimental results show that the proposed modelling method can reach a higher optimal accuracy…

physics.optics2022★ 19 cited

Low-complexity full-field ultrafast nonlinear dynamics prediction by a convolutional feature separation modeling method

Hang Yang, Haochen Zhao, Zekun Niu +4

The modeling and prediction of the ultrafast nonlinear dynamics in the optical fiber are essential for the studies of laser design, experimental optimization, and other fundamental…

eess.SP2022★ 52 cited

Fast and accurate waveform modeling of long-haul multi-channel optical fiber transmission using a hybrid model-data driven scheme

Hang Yang, Zekun Niu, Haochen Zhao +3

The modeling of optical wave propagation in optical fiber is a task of fast and accurate solving the nonlinear Schrödinger equation (NLSE), and can enable the optical system design…

eess.SP2021★ 16 cited

An Interpretable Mapping from a Communication System to a Neural Network for Optimal Transceiver-Joint Equalization

Zhiqun Zhai, Hexun Jiang, Mengfan Fu +4

In this paper, we propose a scheme that utilizes the optimization ability of artificial intelligence (AI) for optimal transceiver-joint equalization in compensating for the optical…

eess.SP2020★ 2 cited

Low Complexity Component Nonlinear Distortions Mitigation Scheme for Probabilistically Shaped 64-QAM Signals

Yiwen Wu, Mengfan Fu, Huazhi Lun +3

We propose a degenerated hierarchical look-up table (DH-LUT) scheme to compensate component nonlinearities. For probabilistically shaped 64-QAM signals, it achieves up to 2-dB SNR…

eess.SP2020★ 18 cited

A Data-Fusion-Assisted Telemetry Layer for Autonomous Optical Networks

Xiaomin Liu, Huazhi Lun, Ruoxuan Gao +4

For further improving the capacity and reliability of optical networks, a closed-loop autonomous architecture is preferred. Considering a large number of optical components in an o…

physics.app-ph2020★ 23 cited

Experimental demonstration of multimode microresonator sensing by machine learning

Jin Lu, Rui Niu, Shuai Wan +7

A multimode microcavity sensor based on a self-interference microring resonator is demonstrated experimentally. The proposed multimode sensing method is implemented by recording wi…

physics.optics2019★ 8 cited

First insight into the regime transition dynamics of mode-locked fibre lasers

Guoqing Pu, Lilin Yi, Li Zhang +3

Mode-locked lasers exhibit complex nonlinear dynamics. Precise observation of these dynamics will aid in understanding of the underlying physics and provide new insights for laser…

physics.ins-det2018

Real-time programmable mode-locked fiber laser with a human-like algorithm

Guoqing Pu, Lilin Yi, Li Zhang +1

Nonlinear polarized evolution-based passively mode-locked fiber lasers with ultrafast and high peak power pulses are a powerful tool for engineering applications and research. Howe…

eess.SP2018★ 2 cited

Digital Radio-over-Multicore-Fiber System with Self-Homodyne Coherent Detection and Entropy Coding for Mobile Fronthaul

Lu Zhang, Aleksejs Udalcovs, Rui Lin +15

We experimentally demonstrate a 28-Gbaud 16-QAM self-homodyne digital radio-over- 33.6km-7-core-fiber system with entropy coding for mobile fronthaul, achieving error-free carrier…

eess.SP2018

Kernel Adaptive Filtering for Nonlinearity-Tolerant Optical Direct Detection Systems

Lu Zhang, Oskars Ozolins, Rui Lin +16

Kernel adaptive filtering (KAF) is proposed for nonlinearity-tolerant optical direct detection. For 7x128Gbit/s PAM4 transmission over 33.6km 7-core-fiber, KAF only needs 10 equali…

eess.SP2018★ 98 cited

Application of Machine Learning in Fiber Nonlinearity Modeling and Monitoring for Elastic Optical Networks

Qunbi Zhuge, Xiaobo Zeng, Huazhi Lun +3

Fiber nonlinear interference (NLI) modeling and monitoring are the key building blocks to support elastic optical networks (EONs). In the past, they were normally developed and inv…

cs.OH2017

Modular AWG-based Optical Shuffle Network

Jingjie Ding, Tong Ye, Tony T. Lee +1

This paper proposes an arrayed-waveguide grating (AWG) based wavelength-division-multiplexing (WDM) shuffle network. Compared with previous optical shuffle networks, our proposal i…

cs.NI2017★ 1 cited

Optimum Transmission Window for EPONs with Gated-Limited Service

Huanhuan Huang, Tong Ye, Tony T. Lee +1

This paper studies the Ethernet Passive Optical Network (EPON) with gated-limited service. The transmission window (TW) is limited in this system to guaranteeing a bounded delay ex…

cs.NI2016

Power Efficiency and Delay Tradeoff of 10GBase-T Energy Efficient Ethernet Protocol

Xiaodan Pan, Tong Ye, Tony T. Lee +1

In this paper, we study the power efficiency and delay performance of the IEEE 802.3az Energy Efficient Ethernet (EEE) protocol. A new approach is proposed to analyze the M/G/1 que…

cs.NI2016★ 1 cited

Parallel Scheduling Algorithm based on Complex Coloring for Input-Queued Switches

Lingkang Wang, Tong Ye, Tony T. Lee +1

This paper explores the application of a new algebraic method of edge coloring, called complex coloring, to the scheduling problems of input queued switches. The proposed distribut…

cs.PF2016★ 2 cited

On Pollaczek-Khinchine Formula for Peer-to-Peer Networks

Jian Zhang, Tony T. Lee, Tong Ye +1

The performance analysis of peer-to-peer (P2P) networks calls for a new kind of queueing model, in which jobs and service stations arrive randomly. Except in some simple special ca…

cs.NI2013

Stability and Delay Analysis of EPON Registration Protocol

Qingpei Cui, Tong Ye, Tony T. Lee +2

The Ethernet passive optical network (EPON) has recently emerged as the mainstream of broadband access networks. The registration process of EPON, defined by the IEEE 802.3av stand…

cs.NI2013

Birkhoff-von-Neumann Switches with Deflection-Compensated Mechanism

Jinghui Zhang, Tong Ye, Tony T. Lee +2

Despite the high throughput and low complexity achieved by input scheduling based on Birkhoff-von-Neumann (BvN) decomposition; the performance of the BvN switch becomes less predic…

cs.NI2013

AWG-based Non-blocking Clos Networks

Tong Ye, Tony T. Lee, Weisheng Hu

The three-stage Clos networks remain the most popular solution to many practical switching systems to date. The aim of this paper is to show that the modular structure of Clos netw…