Routing and Spectrum Assignment Based on Reinforcement Learning in Multi-Band Optical Networks

AB Terki, J Pedro, A Eira, A Napoli… - … on Photonics in …, 2023 - ieeexplore.ieee.org
A routing and spectrum assignment strategy based on Reinforcement Learning (RL-RSA) is
proposed for multi-band optical networks. RL-RSA accounts for Stimulated Raman …

Enabling Innovation in Spectrum Management

CJ Wu - Proceedings of the 6th Asia-Pacific Workshop on …, 2022 - dl.acm.org
We argue that the capital expenditures made by an individual mobile network operator is
extremely high and risky. Also, radio spectrum sharing still lacks intelligence in the current …

Enabling Intelligence in Spectrum Sharing

CJ Wu - Authorea Preprints, 2023 - techrxiv.org
We argue that the capital expenditures made by an individual mobile network operator is
extremely high and risky. Also, radio spectrum sharing still lacks intelligence in the current …

QoS-aware scheduling over hybrid optical wireless networks

Y Luo, S Yin, T Wang, Y Suemura… - National Fiber Optic …, 2007 - opg.optica.org
Hybrid optical wireless networks present the future-proof solution to the currently deployed
copper access infrastructure. Purposing to increase the network throughput under the hybrid …

Two-stage stable matching based dynamic spectrum allocation in heterogeneous networks

J Zhang, Y Chen, Y Liu, T Zhang - IEEE Access, 2019 - ieeexplore.ieee.org
This paper addresses the resource allocation problem for small cells in the two-tier
heterogeneous networks (HetNets) with non-independent resource blocks (RBs) usability …

Experimental evaluation of a latency-aware routing and spectrum assignment mechanism based on deep reinforcement learning

C Hernández-Chulde, R Casellas… - Journal of Optical …, 2023 - opg.optica.org
The introduction of futuristic and challenging use cases of 5G and 6G communications will
demand strict requirements in terms of high bandwidth and low latency. Optical backbone …

A Markovian approach to spectrum access in cooperative spectrum sharing networks

D Liu, W Wang, W Guo - 2013 8th International Conference on …, 2013 - ieeexplore.ieee.org
In cooperative spectrum sharing networks, dynamic spectrum access is regraded as an
important and challenging issue. In this paper, we consider a non-real-payoff cooperative …

An incentivized cooperative architecture for dynamic spectrum access networks

CS Xin, M Song, L Ma, G Hsieh… - IEEE transactions on …, 2013 - ieeexplore.ieee.org
The existing dynamic spectrum access network architecture fails to offer incentives to
primary users (PUs). Therefore, PUs are unwilling to cooperate with secondary users (SUs) …

Q-learning-based spectrum access for content delivery in mobile networks

Z Su, M Dai, Q Xu, R Li, S Fu - IEEE Transactions on Cognitive …, 2020 - ieeexplore.ieee.org
By the wide development of wireless communication technology, mobile networks are
becoming the promising paradigm for mobile users to access the Internet to download …

An economic framework for spectrum allocation and service pricing with competitive wireless service providers

S Sengupta, M Chatterjee… - 2007 2nd IEEE …, 2007 - ieeexplore.ieee.org
In the future, we can expect to see more dynamic service offerings and profiles, as users
move from long-term service provider agreements to more opportunistic service models …