Software defined optical networks (SDONs): A comprehensive survey

AS Thyagaturu, A Mercian, MP McGarry… - … Surveys & Tutorials, 2016 - ieeexplore.ieee.org
The emerging software defined networking (SDN) paradigm separates the data plane from
the control plane and centralizes network control in an SDN controller. Applications interact …

Artificial intelligence in optical communications: from machine learning to deep learning

D Wang, M Zhang - Frontiers in Communications and Networks, 2021 - frontiersin.org
Techniques from artificial intelligence have been widely applied in optical communication
and networks, evolving from early machine learning (ML) to the recent deep learning (DL) …

On dynamic service function chain deployment and readjustment

J Liu, W Lu, F Zhou, P Lu, Z Zhu - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Network function virtualization (NFV) is a promising technology to decouple the network
functions from dedicated hardware elements, leading to the significant cost reduction in …

Bi-directional gated recurrent unit neural network based nonlinear equalizer for coherent optical communication system

X Liu, Y Wang, X Wang, H Xu, C Li, X Xin - Optics Express, 2021 - opg.optica.org
We propose a bi-directional gated recurrent unit neural network based nonlinear equalizer
(bi-GRU NLE) for coherent optical communication systems. The performance of bi-GRU NLE …

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… - Journal of Lightwave …, 2019 - opg.optica.org
This paper proposes DeepRMSA, a deep reinforcement learning framework for routing,
modulation and spectrum assignment (RMSA) in elastic optical networks (EONs) …

Novel location-constrained virtual network embedding LC-VNE algorithms towards integrated node and link mapping

L Gong, H Jiang, Y Wang, Z Zhu - IEEE/ACM Transactions on …, 2016 - ieeexplore.ieee.org
This paper tries to solve the location-constrained virtual network embedding (LC-VNE)
problem efficiently. We first investigate the complexity of LC-VNE, and by leveraging the …

SNR re-verification-based routing, band, modulation, and spectrum assignment in hybrid C-C+ L optical networks

Q Yao, H Yang, B Bao, J Zhang, H Wang… - Journal of Lightwave …, 2022 - ieeexplore.ieee.org
Band division multiplexing technology is a promising medium-term transitional solution to
deal with the traffic flood, by leveraging the existing optical fiber transmission infrastructure …

Sel-INT: A runtime-programmable selective in-band network telemetry system

S Tang, D Li, B Niu, J Peng… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
It is known that by leveraging programmable data plane, in-band network telemetry (INT)
can be realized to provide a powerful and promising method to collect realtime network …

Orchestrating tree-type VNF forwarding graphs in inter-DC elastic optical networks

M Zeng, W Fang, Z Zhu - Journal of Lightwave Technology, 2016 - opg.optica.org
It is known that by incorporating network function virtualization (NFV) in inter-datacenter
(inter-DC) networks, service providers can use their network resources more efficiently and …

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 …, 2018 - opg.optica.org
This work addresses the relatively long setup latency and complicated network control and
management caused by on-demand virtual network function service chain (vNF-SC) …