Application of machine learning in fiber nonlinearity modeling and monitoring for elastic optical networks Q Zhuge, X Zeng, H Lun, M Cai, X Liu, L Yi, W Hu Journal of Lightwave Technology 37 (13), 3055-3063, 2019 | 104 | 2019 |
AI-based modeling and monitoring techniques for future intelligent elastic optical networks X Liu, H Lun, M Fu, Y Fan, L Yi, W Hu, Q Zhuge Applied Sciences 10 (1), 363, 2020 | 60 | 2020 |
Soft failure identification for long-haul optical communication systems based on one-dimensional convolutional neural network H Lun, M Fu, X Liu, Y Wu, L Yi, W Hu, Q Zhuge Journal of Lightwave Technology 38 (11), 2992-2999, 2020 | 52 | 2020 |
Building a digital twin for intelligent optical networks [Invited Tutorial] Q Zhuge, X Liu, Y Zhang, M Cai, Y Liu, Q Qiu, X Zhong, J Wu, R Gao, L Yi, ... Journal of Optical Communications and Networking 15 (8), C242-C262, 2023 | 37 | 2023 |
Point-to-multipoint coherent architecture with joint resource allocation for B5G/6G fronthaul Y Fan, M Fu, H Jiang, X Liu, Q Liu, Y Xu, L Yi, W Hu, Q Zhuge IEEE Wireless Communications 29 (2), 100-106, 2022 | 26 | 2022 |
Machine-learning-based telemetry for monitoring long-haul optical transmission impairments: methodologies and challenges H Lun, X Liu, M Cai, Y Zhang, R Gao, W Hu, L Yi, Q Zhuge Journal of Optical Communications and Networking 13 (10), E94-E108, 2021 | 23 | 2021 |
Parallel bisection-based distribution matching for nonlinearity-tolerant probabilistic shaping in coherent optical communication systems M Fu, Q Liu, H Lun, H Jiang, Y Wu, X Liu, Z Yang, L Yi, W Hu, Q Zhuge Journal of Lightwave Technology 39 (20), 6459-6469, 2021 | 21 | 2021 |
ROADM-induced anomaly localization and evaluation for optical links based on receiver DSP and ML H Lun, Y Wu, M Cai, X Liu, R Gao, M Fu, L Yi, W Hu, Q Zhuge Journal of Lightwave Technology 39 (9), 2696-2703, 2021 | 19 | 2021 |
An overview of ML-based applications for next generation optical networks R Gao, L Liu, X Liu, H Lun, L Yi, W Hu, Q Zhuge Science China Information Sciences 63, 1-16, 2020 | 19 | 2020 |
Modeling EDFA gain: approaches and challenges Y Liu, X Liu, L Liu, Y Zhang, M Cai, L Yi, W Hu, Q Zhuge Photonics 8 (10), 417, 2021 | 16 | 2021 |
GAN based soft failure detection and identification for long-haul coherent transmission systems H Lun, X Liu, M Cai, Y Wu, M Fu, L Yi, W Hu, Q Zhuge 2021 Optical Fiber Communications Conference and Exhibition (OFC), 1-3, 2021 | 15 | 2021 |
Anomaly localization in optical transmissions based on receiver DSP and artificial neural network H Lun, X Liu, M Cai, MF Fu, Y Wu, L Yi, W Hu, Q Zhuge 2020 Optical Fiber Communications Conference and Exhibition (OFC), 1-3, 2020 | 15 | 2020 |
A data-fusion-assisted telemetry layer for autonomous optical networks X Liu, H Lun, R Gao, M Cai, L Yi, W Hu, Q Zhuge Journal of Lightwave Technology 39 (11), 3400-3411, 2021 | 14 | 2021 |
Raman pump optimization for maximizing capacity of C+ L optical transmission systems Y Zhang, X Liu, R Gao, L Yi, W Hu, Q Zhuge Journal of Lightwave Technology 40 (24), 7814-7825, 2022 | 13 | 2022 |
A three-stage training framework for customizing link models for optical networks X Liu, H Lun, M Fu, Y Fan, L Yi, W Hu, Q Zhuge 2020 Optical Fiber Communications Conference and Exhibition (OFC), 1-3, 2020 | 13 | 2020 |
Fusing physics to fiber nonlinearity model for optical networks based on physics-guided neural networks X Liu, Y Fan, Y Zhang, M Cai, L Liu, L Yi, W Hu, Q Zhuge Journal of Lightwave Technology 40 (17), 5793-5802, 2022 | 12 | 2022 |
A meta-learning-assisted training framework for physical layer modeling in optical networks X Liu, H Lun, L Liu, Y Zhang, Y Liu, L Yi, W Hu, Q Zhuge Journal of Lightwave Technology 40 (9), 2684-2695, 2022 | 10 | 2022 |
Degenerated look-up table–based perturbative fiber nonlinearity compensation algorithm for probabilistically shaped signals Y Wu, H Lun, M Fu, X Zeng, X Liu, Q Liu, L Yi, W Hu, Q Zhuge Optics Express 28 (9), 13401-13413, 2020 | 8 | 2020 |
Machine learning based fiber nonlinear noise monitoring for subcarrier-multiplexing systems X Liu, H Lun, M Fu, L Yi, W Hu, Q Zhuge 2020 Optical Fiber Communications Conference and Exhibition (OFC), 1-3, 2020 | 8 | 2020 |
Fiber nonlinearity mitigation and compensation for capacity-approaching optical transmission systems Q Zhuge, M Fu, H Lun, X Liu, W Hu 2019 Asia Communications and Photonics Conference (ACP), 1-3, 2019 | 8 | 2019 |