Edge-enhanced graph neural network for DU-CU placement and lightpath provision in X-Haul networks R Wang, J Zhang, Z Gu, S Yan, Y Xiao, Y Ji Journal of Optical Communications and Networking 14 (10), 828-839, 2022 | 21 | 2022 |
ADMIRE: demonstration of collaborative data-driven and model-driven intelligent routing engine for IP/optical cross-layer optimization in X-Haul networks Z Chen, J Zhang, B Zhang, R Wang, H Ma, Y Ji 2022 Optical Fiber Communications Conference and Exhibition (OFC), 1-3, 2022 | 17 | 2022 |
Suspect fault screen assisted graph aggregation network for intra-/inter-node failure localization in ROADM-based optical networks R Wang, J Zhang, S Yan, C Zeng, H Yu, Z Gu, B Zhang, T Taleb, Y Ji Journal of Optical Communications and Networking 15 (7), C88-C99, 2023 | 11 | 2023 |
Multiple attention mechanisms-driven component fault location in optical networks with network-wide monitoring data C Zeng, J Zhang, R Wang, B Zhang, Y Ji Journal of Optical Communications and Networking 15 (7), C9-C19, 2023 | 9 | 2023 |
ADMIRE: collaborative data-driven and model-driven intelligent routing engine for traffic grooming in multi-layer X-Haul networks J Zhang, Z Chen, B Zhang, R Wang, H Ma, Y Ji Journal of Optical Communications and Networking 15 (2), A63-A73, 2023 | 7 | 2023 |
Suspect fault screening assisted graph aggregation network for intra-/inter-node failure localization in ROADM-based optical networks R Wang, J Zhang, S Yan, C Zeng, H Yu, Z Gu, B Zhang, T Taleb, Y Ji European Conference and Exhibition on Optical Communication, We4B. 4, 2022 | 5 | 2022 |
Digital-twin-assisted meta learning for soft-failure localization in ROADM-based optical networks R Wang, J Zhang, Z Gu, M Ibrahimi, B Zhang, F Musumeci, M Tornatore, ... Journal of Optical Communications and Networking 16 (7), C11-C19, 2024 | 4 | 2024 |
Component fault location in optical networks based on attention mechanism with monitoring data C Zeng, J Zhang, R Wang, B Zhang, Y Ji 2022 European Conference on Optical Communication (ECOC), 1-4, 2022 | 3 | 2022 |
Network for AI: Communication-Efficient Federated Learning with MST-based Scheduling and Multi-Aggregation over Optical Networks R Wang, J Zhang, M Ibrahimi, Z Gu, Y Xiao, F Musumeci, M Tornatore, ... 2024 Optical Fiber Communications Conference and Exhibition (OFC), 1-3, 2024 | 1 | 2024 |
Meta-learning-based failure localization with digital-twin-enabled multi-mirror models in optical networks R Wang, J Zhang, F Musumeci, B Zhang, Z Gu, M Tornatore, Y Ji 49th European Conference on Optical Communications (ECOC 2023) 2023, 898-901, 2023 | 1 | 2023 |
Deep Reinforcement Learning Based Routing Scheduling Scheme for Joint Optimization of Energy Consumption and Network Throughput B Ye, W Luo, R Wang, Z Gu, R Gu Proceedings of the 4th International Conference on Telecommunications and …, 2022 | 1 | 2022 |
Neural architecture search-enabled deep reinforcement learning for slice deployment in a converged optical-wireless access network R Wang, J Zhang, Z Gu, Z Chen, Y Ji Asia Communications and Photonics Conference, T3C. 5, 2021 | 1 | 2021 |
Poster: Flexible Scheduling of Network and Computing Resources for Distributed AI Tasks R Wang, J Zhang, Q Zhang, B Zhang, Z Gu, A Attarpour, Y Ji, M Tornatore Proceedings of the ACM SIGCOMM 2024 Conference: Posters and Demos, 60-62, 2024 | | 2024 |
Shared-Protected Backup Paths Assignment with Mode Group Division Multiplexing in Optical Networks J Xiong, Q Zhang, R Wang, A Gatto, F Musumeci, M Tornatore arXiv preprint arXiv:2407.02404, 2024 | | 2024 |
ADMIRE+: curiosity-exploration-driven reinforcement learning with dynamic graph attention networks for IP/optical cross-layer routing Z Zhang, J Zhang, H Ma, R Wang, Z Gu, Y Ji 49th European Conference on Optical Communications (ECOC 2023) 2023, 1274-1277, 2023 | | 2023 |