Nonlinear decision boundary created by a machine learning-based classifier to mitigate nonlinear phase noise. - Danshi Wang; Min Zhang 016; Ze Li 007; Yue Cui; Jingdan Liu; Yang Yang; Hongxiang Wang (ECOC, 2015)

A DBA Algorithm Supporting Peer-to-Peer Communication in Multi-cluster WDM-OFDM-PON. - Jing-Dan Liu; Min Zhang 016; Hai-Tao Nie; Ze Li 007; Danshi Wang (FSDM, 2015)

Multifunctional all-optical signal processing scheme for simultaneous multichannel WDM multicast and XOR logic gates based on FWM in QD-SOA. - Danshi Wang; Min Zhang 016; Guo-Wei Lu; Jun Qin; Takahide Sakamoto; Kouichi Akahane; Naokatsu Yamamoto; Tetsuya Kawanishi; Ze Li 007; Yue Cui (OFC, 2015)

SVM detection for superposed pulse amplitude modulation in visible light communications. - Youli Yuan; Min Zhang 016; Pengfei Luo; Zabih Ghassemlooy; Danshi Wang; Xiongyan Tang; Dahai Han (CSNDSP, 2016)

10-Gbps optical duobinary signal generated by bandwidth-limited RSOA in colorless ONUs and compensated by FBG-based equalizer in OLT. - Meixia Fu; Min Zhang 016; Danshi Wang; Huanhuan Han; Zhongle Cai (ICCC, 2016)

All-optical WDM multicast scheme for supporting emergency multicast communication in WDM optical access network based on FWM in SOA. - Ze Li 007; Min Zhang 016; Danshi Wang; Yue Cui (OFC, 2016)

Convolutional Neural Network-Based Deep Learning for Intelligent OSNR Estimation on Eye Diagrams. - Danshi Wang; Min Zhang 016; Ze Li 007; Jin Li; Chuang Song; Jianqiang Li; Mengyuan Wang (ECOC, 2017)

Demonstration of reconfigurable WDM multicast supporting content replication and protection switching for content delivery optical network. - Ze Li 007; Min Zhang 016; Danshi Wang; Dequan Xie; Yue Cui; Qi Yang (OFC, 2017)

Adaptive Traffic Data Augmentation using Generative Adversarial Networks for Optical Networks. - Shuai Li; Jin Li; Min Zhang 016; Danshi Wang; Chuang Song; Xinghua Zhen (OFC, 2019)

Load-Aware Dynamic Traffic Migration Enabling Low Latency in Hierarchical Edge Cloud-Based 5G Fronthaul. - Chuang Song; Min Zhang 016; Luyao Guan; Lin Zhang; Danshi Wang; Yueying Zhan; Suzhi Cao; Shaojun Wu; Jianhua He (OFC, 2019)

A Multi-Migration Seamless Handover Scheme for Vehicular Networks in Fog-based 5G Optical Fronthaul. - Yongchuan Lu; Min Zhang 016; Chuang Song; Luyao Guan; Danshi Wang; Shuai Li; Yueying Zhan (OECC/PSC, 2019)

Big-Data-Driven Dynamic Clustering and Load Balancing of Virtual Base Stations for 5G Fronthaul Network. - Huiting Lu; Min Zhang 016; Minghui Wang; Chuang Song; Danshi Wang; Luyao Guan (OECC/PSC, 2019)

Machine Learning Based Alarm Analysis and Failure Forecast in Optical Networks. - Min Zhang 016; Danshi Wang (OECC/PSC, 2019)

Adaptive Failure Prediction Using Long Short-term Memory in Optical Network. - Chunyu Zhang; Minghui Wang; Min Zhang 016; Danshi Wang; Chuang Song; Luyao Guan; Zhuo Liu (OECC/PSC, 2019)

Adaptive Equalizer for PAM-4 Signal in Data Center Using Scalable XGBoost. - Xinghua Zhen; Danshi Wang; Minghui Wang; Min Zhang 016; Jin Li; Shuai Li; Zhiguo Zhang 004; Xian Zhou 001; Fan Zhang; Zhijun Zhang; Zhen Yang (OECC/PSC, 2019)

Deep Fusion Feature Presentations for Nonaligned Person Re-Identification. - Meixia Fu; Songlin Sun; Na Chen 004; Danshi Wang; Xiaoyun Tong (IEEE Access, 2019)

Dealing With Alarms in Optical Networks Using an Intelligent System. - Danshi Wang; Liqi Lou; Min Zhang 016; Anthony C. Boucouvalas; Chunyu Zhang; Xuetian Huang (IEEE Access, 2019)

Machine Learning-Based Multifunctional Optical Spectrum Analysis Technique. - Danshi Wang; Min Zhang 016; Zhiguo Zhang 004; Jin Li; Hui Gao; Fan Zhang; Xue Chen 006 (IEEE Access, 2019)

Hierarchical Edge Cloud Enabling Network Slicing for 5G Optical Fronthaul. - Chuang Song; Min Zhang 016; Yueying Zhan; Danshi Wang; Luyao Guan; Wei Liu; Lin Zhang; Siya Xu (JOCN, 2019)

Wavelength Controllable Forward Prediction and Inverse Design of Nanophotonic Devices Using Deep Learning. - Yuchen Song; Danshi Wang; Han Ye; Jun Qin; Min Zhang 016 (ECOC, 2020)

Demonstration of AI-Assisted Energy-Efficient Traffic Aggregation in 5G Optical Access Network. - Luyao Guan; Min Zhang 016; Danshi Wang (OFC, 2020)

Interpretable Learning Algorithm Based on XGBoost for Fault Prediction in Optical Network. - Chunyu Zhang; Danshi Wang; Chuang Song; Lingling Wang; Jianan Song; Luyao Guan; Min Zhang 016 (OFC, 2020)

A Space-Air-Ground Integrated Network Assisted Maritime Communication Network Based on Mobile Edge Computing. - Yue Pang; Danshi Wang; Dongdong Wang 003; Luyao Guan; Chunyu Zhang; Min Zhang 016 (SERVICES, 2020)

Low-Complexity Fiber Nonlinearity Impairments Compensation Enabled by Simple Recurrent Neural Network With Time Memory. - Yan Zhao 033; Xue Chen 006; Tao Yang; Liqian Wang; Danshi Wang; Zhiguo Zhang 004; Sheping Shi (IEEE Access, 2020)

A Learning-Based Credible Participant Recruitment Strategy for Mobile Crowd Sensing. - Hui Gao 002; Yu Xiao 001; Han Yan; Ye Tian 008; Danshi Wang; Wendong Wang 003 (IEEE Internet Things J., 2020)

Temporal data-driven failure prognostics using BiGRU for optical networks. - Chunyu Zhang; Danshi Wang; Lingling Wang; Jianan Song; Songlin Liu; Jin Li; Luyao Guan; Zhuo Liu; Min Zhang 016 (JOCN, 2020)

Transformer-based Alarm Context-Vectorization Representation for Reliable Alarm Root Cause Identification in Optical Networks. - Jinwei Jia; Danshi Wang; Chunyu Zhang; Hui Yang 006; Luyao Guan; Xue Chen 006; Min Zhang 016 (ECOC, 2021)

Modulation Format Recognition Based on CNN in Satellite Communication System. - Ting Zhang; Dongdong Wang 003; Danshi Wang; Wenbin Chen; Zhiguo Zhang 004; Hui Yang 006; Shanyong Cai; Min Zhang 016 (ICCT, 2021)

Demonstration of AI-Assisted Intent-Based Traffic Grooming in 5G Optical Access Network. - Luyao Guan; Min Zhang 016; Danshi Wang; Chunyu Zhang (OFC, 2021)

Solving the Nonlinear Schrödinger Equation in Optical Fibers Using Physics-informed Neural Network. - Xiaotian Jiang; Danshi Wang; Qirui Fan; Min Zhang 016; Chao Lu 001; Alan Pak Tao Lau (OFC, 2021)

Digital twin-enabled Power Optimizer for Multi-span Transmission System Using Autoencoder. - Shengnan Li; Danshi Wang; Yuchen Song; Qirui Fan; Min Zhang 016; Chao Lu 001; Alan Pak Tao Lau (OFC, 2021)

Semi-supervised Anomaly Detection with Imbalanced Data for Failure Detection in Optical Networks. - Songlin Liu; Danshi Wang; Chunyu Zhang; Lingling Wang; Min Zhang 016 (OFC, 2021)

Uncertainty Analysis for Failure Prediction in Optical Transport Network Using Bayesian Neural Network. - Lingling Wang; Danshi Wang; Chunyu Zhang; Songlin Liu; Min Zhang 016 (OFC, 2021)

Attention Mechanism-Driven Potential Fault Cause Identification in Optical Networks. - Chunyu Zhang; Danshi Wang; Jinwei Jia; Lingling Wang; Songlin Liu; Luyao Guan; Min Zhang 016 (OFC, 2021)

Deep Reinforcement Learning-Based Adaptive Handover Mechanism for VLC in a Hybrid 6G Network Architecture. - Liqiang Wang; Dahai Han; Min Zhang 016; Danshi Wang; Zhiguo Zhang 004 (IEEE Access, 2021)

The Role of Digital Twin in Optical Communication: Fault Management, Hardware Configuration, and Transmission Simulation. - Danshi Wang; Zhiguo Zhang 004; Min Zhang 016; Meixia Fu; Jin Li; Shanyong Cai; Chunyu Zhang; Xue Chen 006 (IEEE Commun. Mag., 2021)

Physics-informed Neural Network for Nonlinear Dynamics in Fiber Optics. - Xiaotian Jiang; Danshi Wang; Qirui Fan; Min Zhang 016; Chao Lu 001; Alan Pak Tao Lau (CoRR, 2021)

A 3-CS Distributed Federated Transfer Learning Framework for Intelligent Edge Optical Networks. - Hui Yang 006; Qiuyan Yao; Bowen Bao; Chao Li 061; Danshi Wang; Jie Zhang 006; Mohamed Cheriet (Frontiers Commun. Networks, 2021)

Artificial Intelligence in Optical Communications: From Machine Learning to Deep Learning. - Danshi Wang; Min Zhang 016 (Frontiers Commun. Networks, 2021)

Dynamic Programmable Optical Transceiver Configuration Based on Digital Twin. - Siheng Cui; Danshi Wang; Jin Li; Min Zhang 016 (IEEE Commun. Lett., 2021)

Convolutional Neural Network for Performance Monitoring and Modulation Formation Recognition in Communication System. - Lifang Zhang; Ting Zhang; Danshi Wang; Wenbin Chen (ICCT, 2022)

Digital Twin-Assisted Optical Power Allocation for Flexible and Customizable SNR Optimization. - Xuhao Pang; Shengnan Li; Qirui Fan; Min Zhang 016; Chao Lu 001; Alan Pak Tao Lau; Danshi Wang (OFC, 2022)

A Fast Amplifier Gain and Tilt Configuration Algorithm for Dynamic C+L-band Networks. - Yuchen Song; Qirui Fan; Danshi Wang; Chao Lu 001; Alan Pak Tao Lau (OFC, 2022)

A review of machine learning-based failure management in optical networks. - Danshi Wang; Chunyu Zhang; Wenbin Chen; Hui Yang 006; Min Zhang 016; Alan Pak Tao Lau (Sci. China Inf. Sci., 2022)

Applications of Physics-Informed Neural Network for Optical Fiber Communications. - Danshi Wang; Xiaotian Jiang; Yuchen Song; Meixia Fu; Zhiguo Zhang 004; Xue Chen 006; Min Zhang 016 (IEEE Commun. Mag., 2022)

Improving Person Reidentification Using a Self-Focusing Network in Internet of Things. - Meixia Fu; Songlin Sun; Hui Gao 001; Danshi Wang; Xiaoyun Tong; Qiang Liu 030; Qilian Liang (IEEE Internet Things J., 2022)

Blockchain-Based Reliable Traceability System for Telecom Big Data Transactions. - Yue Pang; Danshi Wang; Xinyong Wang; Jin Li; Min Zhang 016 (IEEE Internet Things J., 2022)

Cloud-Edge Collaboration in Industrial Internet of Things: A Joint Offloading Scheme Based on Resource Prediction. - Zhengjie Sun; Hui Yang 006; Chao Li 061; Qiuyan Yao; Danshi Wang; Jie Zhang 006; Athanasios V. Vasilakos (IEEE Internet Things J., 2022)

Potential failure cause identification for optical networks using deep learning with an attention mechanism. - Chunyu Zhang; Danshi Wang; Jinwei Jia; Lingling Wang; Kun Chen; Luyao Guan; Zhuo Liu; Zhiguo Zhang 004; Xue Chen 006; Min Zhang 016 (JOCN, 2022)

End-to-End Learning for Free Space Optical Communication with BiLSTM-based Channel Model. - Taoye Zhang; Lifang Zhang; Wenbin Chen; Meixia Fu; Pengsheng Zhou; Songyan Li; Danshi Wang (BMSB, 2023)

Reliable and Low-complexity Multiple Performance Parameters Prediction for Optical Network Equipment. - Yu Chen; Danshi Wang; Chunyu Zhang; Bing Ye; Yinqiu Jia; Jin Li; Min Zhang 016 (OFC, 2023)

Physics-Informed Neural Operator-based Full Wavefield Back-Propagation for Multi-span Optical Transmission. - Yuchen Song; Xiaotian Jiang; Xiao Luo; Ximeng Zhang; Min Zhang 016; Danshi Wang (OFC, 2023)

PINN for Power Evolution Prediction and Raman Gain Spectrum Identification in C+L-Band Transmission System. - Yuchen Song; Yao Zhang 027; Chunyu Zhang; Jin Li; Min Zhang 016; Danshi Wang (OFC, 2023)

Failure Data Augmentation for Optical Network Equipment Using Time-series Generative Adversarial Networks. - Cheng Xing; Chunyu Zhang; Bing Ye; Danshi Wang; Yinqiu Jia; Jin Li; Min Zhang 016 (OFC, 2023)

Deep Neural Network-enabled Fast and Large-Scale QoT Estimation for Dynamic C+L-Band Mesh Networks. - Yao Zhang 027; Yuchen Song; Yan Shi; Jin Li; Chuanbiao Zhang; Yu Tang 012; Min Zhang 016; Danshi Wang (OFC, 2023)

Region-based fully convolutional networks with deformable convolution and attention fusion for steel surface defect detection in industrial Internet of Things. - Meixia Fu; Jiansheng Wu; Qu Wang; Lei Sun 012; Zhangchao Ma; Chaoyi Zhang; Wanqing Guan; Wei Li 037; Na Chen 004; Danshi Wang; Jianquan Wang (IET Signal Process., 2023)

Covert fault detection with imbalanced data using an improved autoencoder for optical networks. - Chunyu Zhang; Min Zhang 016; Songlin Liu; Zhuo Liu; Danshi Wang (J. Opt. Commun. Netw., 2023)

Building a digital twin for large-scale and dynamic C+L-band optical networks. - Yao Zhang 027; Min Zhang 016; Yuchen Song; Yan Shi; Chunyu Zhang; Cheng Ju; Bingli Guo; Shanguo Huang; Danshi Wang (J. Opt. Commun. Netw., 2023)

Expertise-Embedded Machine Learning for Enhanced Failure Management of Optical Modules in OTN. - Zhiming Sun; Chunyu Zhang; Min Zhang 016; Bing Ye; Danshi Wang (OFC, 2024)

Spatio-Temporal Failure Prediction Using LSTGM for Optical Networks. - Cheng Xing; Chunyu Zhang; Yu Wang; Zhiyan Duan; Wenjie Song 010; Min Zhang 016; Danshi Wang (OFC, 2024)

Data Labeling Using Unsupervised Cascaded Pre-training with Fused Multi-port Data for Optical Failure Management. - Weijie Yang; Chunyu Zhang; Danshi Wang; Hong Zhu; Xinxing Xu; Degang Shi; Min Zhang 016 (OFC, 2024)

GPT-Enabled Digital Twin Assistant for Multi-task Cooperative Management in Autonomous Optical Network. - Yao Zhang 027; Min Zhang 016; Yuchen Song; Xiaotian Jiang; Yidi Wang; Shikui Shen; Danshi Wang (OFC, 2024)

Transnet: A High-accuracy Network Delay Prediction Model via Transformer and GNN in 6G. - Shengyi Ding; Jin Li; Yonghan Wu; Danshi Wang; Min Zhang 016 (WCNC, 2024)

When Large Language Models Meet Optical Networks: Paving the Way for Automation. - Danshi Wang; Yidi Wang; Xiaotian Jiang; Yao Zhang 027; Yue Pang; Min Zhang 016 (CoRR, 2024)

Large language model-based optical network log analysis using LLaMA2 with instruction tuning. - Yue Pang; Min Zhang 016; Yanli Liu; Xiangbin Li; Yidi Wang; Yahang Huan; Zhuo Liu; Jin Li; Danshi Wang (J. Opt. Commun. Netw., 2024)

Downlink Carrier Frequency Offset Estimation for OTFS-Based LEO Satellite Communication System. - Songyan Li; Min Zhang 016; Cheng Ju; Dongdong Wang 003; Wenbin Chen; Pengsheng Zhou; Danshi Wang (IEEE Commun. Lett., 2024)

Implementing Digital Twin in Field-Deployed Optical Networks: Uncertain Factors, Operational Guidance, and Field-Trial Demonstration. - Yuchen Song; Min Zhang 016; Yao Zhang 027; Yan Shi; Shikui Shen; Bingli Guo; Shanguo Huang; Danshi Wang (IEEE Netw., 2024)

Blockchain for the digital twin-driven autonomous optical network. - Yue Pang; Min Zhang 016; Lifang Zhang; Jin Li; Wenbin Chen; Yidi Wang; Danshi Wang (J. Opt. Commun. Netw., 2024)

Multicrane Visual Sorting System Based on Deep Learning With Virtualized Programmable Logic Controllers in Industrial Internet. - Meixia Fu; Zhenqian Wang; Jianquan Wang; Qu Wang; Zhangchao Ma; Danshi Wang (IEEE Trans. Ind. Informatics, 2024)

Semi-supervised learning model synergistically utilizing labeled and unlabeled data for failure detection in optical networks. - Zhiming Sun; Chunyu Zhang; Min Zhang 016; Bing Ye; Danshi Wang (J. Opt. Commun. Netw., 2024)

Semantic-Enhanced Downlink LEO Satellite Communication System With OTFS Modulation. - Wenbin Chen; Songyan Li; Cheng Ju; Dongdong Wang 003; Jin Li; Danshi Wang (IEEE Commun. Lett., 2024)

AlarmGPT: an intelligent alarm analyzer for optical networks using a generative pre-trained transformer. - Yidi Wang; Chunyu Zhang; Jin Li; Yue Pang; Lifang Zhang; Min Zhang 016; Danshi Wang (J. Opt. Commun. Netw., 2024)

DT-LNS: Digital-Twin-Based Low-Risk Network Slicing Using Safe Reinforcement Learning. - Jin Li; Min Zhang 016; Qi Zhang 043; Danshi Wang (IEEE Internet Things J., 2024)

Optical Fiber Anomaly Detection Using Channel Power Tilt Through Forward and Inverse Calculation of ISRS. - Zihao Cui; Yuchen Song; Xiao Luo; Shengnan Li; Jiele Li; Min Zhang 016; Danshi Wang (OFC, 2025)

Simple and Fast Optical Fiber Flap Localization Based on Two-Edge Channel Power in Wideband System. - Shengnan Li; Yuchen Song; Zihao Cui; Jin Li; Min Zhang 016; Danshi Wang (OFC, 2025)

Large Language Model for Optical Network Automation: Prospects and Challenges. - Danshi Wang; Yao Zhang 027; Yuchen Song; Xiaotian Jiang; Yidi Wang; Yue Pang; Min Zhang 016 (OFC, 2025)

Alarm Priority Sorting with Multimodal Data Fusion in Optical Networks. - Cheng Xing; Chunyu Zhang; Min Zhang 016; Yanlin Fan; Xunjie Jiang; Zhongbo Bi; Jiansheng Xiong; Danshi Wang (OFC, 2025)

Graph Structure-Enhanced Large Language Model for Optical Network Fault Diagnosis: An Explainable Alarm Root Cause Localization Approach. - Yidi Wang; Yue Pang; Yanli Liu; Yao Zhang 027; Lifang Zhang; Min Zhang 016; Danshi Wang (IEEE Internet Things J., 2025)

Quality of transmission optimization in a multi-band optical system: a stepwise multi-device joint configuration algorithm. - Yujia Yang; Yuchen Song; Shengnan Li; Yao Zhang 027; Min Zhang 016; Danshi Wang (J. Opt. Commun. Netw., 2025)

SHAP-assisted EE-LightGBM model for explainable fault diagnosis in practical optical networks. - Chunyu Zhang; Yu Chen; Min Zhang 016; Zhuo Liu; Danshi Wang (J. Opt. Commun. Netw., 2025)

Lifecycle Management of Optical Networks With Dynamic-Updating Digital Twin: A Hybrid Data-Driven and Physics-Informed Approach. - Yuchen Song; Min Zhang 016; Yao Zhang 027; Yan Shi; Shikui Shen; Xiongyan Tang; Shanguo Huang; Danshi Wang (IEEE J. Sel. Areas Commun., 2025)

Synergistic Interplay of Large Language Model and Digital Twin for Autonomous Optical Networks: Field Demonstrations. - Yuchen Song; Yao Zhang 027; Anni Zhou; Yan Shi; Shikui Shen; Xiongyan Tang; Jin Li; Min Zhang 016; Danshi Wang (IEEE Commun. Mag., 2025)

End-to-End Visual Control Framework in Wireless TSN Networks for Industrial IoT. - Meixia Fu; Yifan Lu; Qu Wang; Lei Sun 012; Zhangchao Ma; Na Chen 004; Xiaofei Cheng; Danshi Wang; Jianquan Wang (IEEE Internet Things J., 2025)