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Baojia Li
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DeepRMSA: A deep reinforcement learning framework for routing, modulation and spectrum assignment in elastic optical networks
X Chen, B Li, R Proietti, H Lu, Z Zhu, SJB Yoo
Journal of Lightwave Technology 37 (16), 4155-4163, 2019
1772019
Deep-learning-assisted network orchestration for on-demand and cost-effective vNF service chaining in inter-DC elastic optical networks
B Li, W Lu, S Liu, Z Zhu
Journal of Optical Communications and Networking 10 (10), D29-D41, 2018
1032018
Self-taught anomaly detection with hybrid unsupervised/supervised machine learning in optical networks
X Chen, B Li, R Proietti, Z Zhu, SJB Yoo
Journal of Lightwave Technology 37 (7), 1742-1749, 2019
912019
AI-assisted knowledge-defined network orchestration for energy-efficient data center networks
W Lu, L Liang, B Kong, B Li, Z Zhu
IEEE Communications Magazine 58 (1), 86-92, 2020
502020
Deep-NFVOrch: Leveraging deep reinforcement learning to achieve adaptive vNF service chaining in DCI-EONs
B Li, W Lu, Z Zhu
Journal of Optical Communications and Networking 12 (1), A18-A27, 2020
402020
GNN-based hierarchical deep reinforcement learning for NFV-oriented online resource orchestration in elastic optical DCIs
B Li, Z Zhu
Journal of Lightwave Technology 40 (4), 935-946, 2022
362022
DL-assisted cross-layer orchestration in software-defined IP-over-EONs: From algorithm design to system prototype
S Liu, B Niu, D Li, M Wang, S Tang, J Kong, B Li, X Xie, Z Zhu
Journal of Lightwave Technology 37 (17), 4426-4438, 2019
262019
On real-time and self-taught anomaly detection in optical networks using hybrid unsupervised/supervised learning
X Chen, B Li, M Shamsabardeh, R Proietti, Z Zhu, SJB Yoo
2018 European Conference on Optical Communication (ECOC), 1-3, 2018
252018
Multi-agent deep reinforcement learning in cognitive inter-domain networking with multi-broker orchestration
X Chen, B Li, R Proietti, Z Zhu, SJB Yoo
2019 Optical Fiber Communications Conference and Exhibition (OFC), 1-3, 2019
222019
Demonstration of distributed collaborative learning with end-to-end QoT estimation in multi-domain elastic optical networks
X Chen, B Li, R Proietti, CY Liu, Z Zhu, SJB Yoo
Optics express 27 (24), 35700-35709, 2019
212019
Reconfiguring multicast sessions in elastic optical networks adaptively with graph-aware deep reinforcement learning
X Tian, B Li, R Gu, Z Zhu
Journal of Optical Communications and Networking 13 (11), 253-265, 2021
192021
DeepCoop: Leveraging Cooperative DRL Agents to Achieve Scalable Network Automation for Multi-Domain SD-EONs.
B Li, Z Zhu
OFC, 1-3, 2020
142020
Realizing AI-assisted multi-layer restoration in a software-defined IP-over-EON with deep learning: An experimental study
S Liu, B Li, Z Zhu
Optical Fiber Communication Conference, W4F. 1, 2018
132018
Leveraging predictive analytics to achieve knowledge-defined orchestration in a hybrid optical/electrical DC network: Collaborative forecasting and decision making
W Lu, L Liang, B Kong, B Li, Z Zhu
Optical Fiber Communication Conference, Th3F. 2, 2018
102018
Multi-agent and cooperative deep reinforcement learning for scalable network automation in multi-domain SD-EONs
B Li, R Zhang, X Tian, Z Zhu
IEEE Transactions on Network and Service Management 18 (4), 4801-4813, 2021
82021
You calculate and I provision: A DRL-assisted service framework to realize distributed and tenant-driven virtual network slicing
X Zhang, B Li, J Peng, X Pan, Z Zhu
Journal of Lightwave Technology 39 (1), 4-16, 2021
72021
DRL-based network orchestration to realize cooperative, distributed and tenant-driven virtual network slicing
X Zhang, W Lu, B Li, Z Zhu
2019 Asia Communications and Photonics Conference (ACP), 1-3, 2019
72019
Deep-NFVOrch: deep reinforcement learning based service framework for adaptive vNF service chaining in IDC-EONs
B Li, W Lu, Z Zhu
Optical Fiber Communication Conference, Th1H. 2, 2019
42019
Designing deep learning model for accurate vNF service chain pre-deployment in inter-DC EONs
B Li, W Lu, S Liu, Z Zhu
2018 Asia Communications and Photonics Conference (ACP), 1-3, 2018
42018
To cooperate or not to cooperate: Service function chaining in multi-domain edge-cloud elastic optical networks
S Li, B Li, Z Zhu
Optical Fiber Communication Conference, W2A. 20, 2022
32022
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