Simultaneous modulation format identification and OSNR monitoring based on optoelectronic reservoir computing

M Han, M Wang, Y Fan, S Cai, Y Guo, N Zhang… - Optics …, 2022 - opg.optica.org
An approach for simultaneous modulation format identification (MFI) and optical signal-to-
noise ratio (OSNR) monitoring in digital coherent optical communications is proposed based …

On advantages of traffic prediction and grooming for provisioning of time-varying traffic in multilayer networks

A Knapińska, P Lechowicz, S Spadaro… - … on Optical Network …, 2023 - ieeexplore.ieee.org
The constantly increasing traffic volume triggers the fast development of new optimization
methods for backbone optical networks. Operators seek new ways to improve several …

Accelerating model synchronization for distributed machine learning in an optical wide area network

L Liu, L Song, X Chen, H Yu, G Sun - Journal of Optical …, 2022 - opg.optica.org
Geo-distributed machine learning (Geo-DML) adopts a hierarchical training architecture that
includes local model synchronization within the data center and global model …

Quality aware path finding algorithm for mixed line rates WDM/DWDM networks

S Sahu, CJ Clement - Journal of Optical Communications, 2022 - degruyter.com
The optical network plays a vital role in the current technology for providing high-speed data
communication, which the networks operate at Tb/s. In this case, different modulation …

Dynamic slicing of multidimensional resources in DCI-EON with penalty-aware deep reinforcement learning

M Lian, Y Zhao, Y Li, A Nag, J Zhang - Journal of Optical …, 2024 - opg.optica.org
With the increasing demand for dynamic cloud computing services, data center
interconnections based on elastic optical networks (DCI-EON) require efficient allocation …

Short-Term Network Traffic Prediction with Multilayer Perceptron

A Ganowicz, B Starosta, A Knapińska… - 2022 6th SLAAI …, 2022 - ieeexplore.ieee.org
The constantly increasing internet traffic and rising network requirements trigger fast
development and implementation of new networking architectures and technologies …

Agnostic Prediction of Multiple Types of Time-Varying Traffic in Optical Networks

A Knapińska, P Lechowicz, S Spadaro… - … 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Relentless competition among communications ser-vice providers, increasing expectations
of users, and escalating variety of new applications and services trigger the need to develop …

[HTML][HTML] Application-Aware Resource Allocation Based on Benefit–Cost Ratio in Computing Power Network with Heterogeneous Computing Resources

Y Wang, Y Li, J Guo, Y Fan, L Chen, B Zhang, W Wang… - Photonics, 2023 - mdpi.com
The computing power network (CPN) is expected to realize the efficient provisioning of
heterogeneous computing power through the collaboration between cloud computing and …

Key Flow First Prioritized Flow Scheduling Strategy In Multi-Tenant Data Centers

X Tao, X Qian, L Han, W Fan, Y Shi… - … on Network and …, 2024 - ieeexplore.ieee.org
The mixed flow in multi-tenant data centers presents a challenge for priority flow scheduling
due to the coexistence of various requirements such as latency and throughput. To address …

Prediction of multiple types of traffic with a novel evaluation metric related to bandwidth blocking

A Knapińska, P Lechowicz… - GLOBECOM 2022-2022 …, 2022 - ieeexplore.ieee.org
With the ever-increasing traffic load, the prediction of future traffic patterns can bring
significant benefits to network optimization. The appropriate choice of a forecasting model is …