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Ruikun Wang
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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
172022
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
172022
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
92023
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
82023
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
62023
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
52022
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
32022
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
12023
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
12022
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
12021
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
2024
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
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
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