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Haiyuan Li
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DRL-based long-term resource planning for task offloading policies in multiserver edge computing networks
H Li, KDR Assis, S Yan, D Simeonidou
IEEE Transactions on Network and Service Management 19 (4), 4151-4164, 2022
542022
DRL-based energy-efficient baseband function deployments for service-oriented open RAN
H Li, A Emami, KDR Assis, A Vafeas, R Yang, R Nejabati, S Yan, ...
IEEE Transactions on Green Communications and Networking 8 (1), 224-237, 2023
232023
Protection by diversity in elastic optical networks subject to single link failure
KDR Assis, RC Almeida Jr, MJ Reed, AF Santos, HA Dinarte, ...
Optical Fiber Technology 75, 103208, 2023
162023
Deep-reinforcement-learning-based RMSCA for space division multiplexing networks with multi-core fibers [Invited Tutorial]
Y Teng, C Natalino, H Li, R Yang, J Majeed, S Shen, P Monti, R Nejabati, ...
Journal of Optical Communications and Networking 16 (7), C76-C87, 2024
142024
Unified monitoring and telemetry platform supporting network intelligence in optical networks
S Shen, J Han, K Bardhi, H Li, R Yang, Y Teng, V Yokar, S Yan, ...
Journal of Optical Communications and Networking 17 (2), 139-151, 2025
122025
Adaptive resource management for edge network slicing using incremental multi-agent deep reinforcement learning
H Li, Y Liu, X Zhou, X Vasilakos, R Nejabati, S Yan, D Simeonidou
arXiv preprint arXiv:2310.17523, 2023
102023
986 km field trial of cascaded ANN-based link-penalty models for QoT prediction
R Yang, S Shen, H Li, Z Shi, R Wang, R Nejabati, S Yan, D Simeonidou
2023 Optical Fiber Communications Conference and Exhibition (OFC), 1-3, 2023
102023
NetMind: Adaptive RAN Baseband Function Placement by GCN Encoding and Maze-solving DRL
H Li, P Li, KD Assis, A Aijaz, S Shen, R Nejabati, S Yan, D Simeonidou
2024 IEEE Wireless Communications and Networking Conference (WCNC), 1-6, 2024
92024
Multi-rat enhanced private wireless networks with intent-based network management automation
A Emami, H Frank, W He, A Bravalheri, AC Nicolaescu, H Li, H Falaki, ...
2023 IEEE Globecom Workshops (GC Wkshps), 1789-1794, 2023
72023
Field-trial demonstration of ML deployment in optical networks using telemetry and AI engine
S Shen, R Yang, H Li, Y Teng, R Wang, R Nejabati, S Yan, D Simeonidou
49th European Conference on Optical Communications (ECOC 2023) 2023, 1126-1129, 2023
72023
LSTM assisted optical transmission performance analysis over a 493-km field-trial
S Shen, R Yang, H Li, Z Shi, R Wang, R Nejabati, S Yan, D Simeonidou
Optical Fiber Communication Conference, W4G. 4, 2023
72023
End-to-end qot predictions enhanced by gnpy-based digital twin with network telemetry
S Shen, H Li, A Tyrovolas, Y Teng, R Nejabati, S Yan, D Simeonidou
Optical Fiber Communication Conference, Th2A. 16, 2024
62024
Drl-driven intelligent access traffic management for hybrid 5g-wifi multi-rat networks
X Zhou, H Li, A Bravalheri, A Emami, R Nejabati, S Yan, D Simeonidou
2023 IEEE 34th Annual International Symposium on Personal, Indoor and Mobile …, 2023
62023
Deployment of VNF service chains with grooming and resilience in elastic optical networks
H Li, KDR Assis, A Bravalheri, RC Almeida Jr, X Vasilakos, S Yan, ...
Optical Fiber Technology 81, 103482, 2023
52023
Resilient and energy efficient du-cu-mec deployments for service oriented reliable next generation metro access network
H Li, K Assis, A Vafeas, S Yan, D Simeonidou
47th WWRF, 2022
42022
From Hype to Reality: The Road Ahead of Deploying DRL in 6G Networks
H Li, H Madhukumar, P Li, Y Teng, S Yan, D Simeonidou
arXiv preprint arXiv:2410.23086, 2024
32024
Field trial demonstration of AI-engine driven cross-domain rerouting and optimisation in dynamic optical networks
R Yang, H Li, Y Teng, S Shen, R Wang, R Oliveira, R Nejabati, S Yan, ...
IET Conference Proceedings CP839 2023 (34), 1726-1729, 2023
22023
Toward Practical Operation of Deep Reinforcement Learning Agents in Real-World Network Management at Open RAN Edges
H Li, H Madhukumar, P Li, Y Liu, Y Teng, Y Wu, N Wang, S Yan, ...
IEEE Communications Magazine, 2025
12025
NetMind+: Adaptive Baseband Function Placement With GCN Encoding and Incremental Maze-Solving DRL for Dynamic and Heterogeneous RANs
H Li, P Li, KD Assis, JM Parra, A Aijaz, S Yan, D Simeonidou
IEEE Transactions on Network and Service Management, 2025
12025
Cooperative Task Offloading through Asynchronous Deep Reinforcement Learning in Mobile Edge Computing for Future Networks
Y Liu, H Li, X Vasilakos, R Hussain, D Simeonidou
arXiv preprint arXiv:2504.17526, 2025
12025
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Articles 1–20