Network planning with deep reinforcement learning

H Zhu, V Gupta, SS Ahuja, Y Tian, Y Zhang… - Proceedings of the 2021 …, 2021 - dl.acm.org
Network planning is critical to the performance, reliability and cost of web services. This
problem is typically formulated as an Integer Linear Programming (ILP) problem. Today's …

[HTML][HTML] Optimization of multiple PON deployment costs and comparison between GPON, XGPON, NGPON2 and UDWDM PON

GV Arévalo, RC Hincapié, R Gaudino - Optical switching and networking, 2017 - Elsevier
In this paper we propose an optimization framework for multiple deployment of PON in a
wide region with very large number of users, with different bit rate demands, serviced by …

Optimal virtual machine placement in large-scale cloud systems

H Teyeb, A Balma, NB Hadj-Alouane… - 2014 IEEE 7th …, 2014 - ieeexplore.ieee.org
In this work, we focus on the problem of virtual machines (VMs) placement in geographically
distributed data centers. We consider communicating VMs assigned to data centers that are …

Optical network resource management supporting physical layer reconfiguration

K Ishii, A Takefusa, S Namiki, T Kudoh - Journal of Lightwave …, 2019 - opg.optica.org
To cope with the capacity increase and diversification of information services, enhancing
efficiency, flexibility, and agility in optical transport networks is becoming increasingly …

Topology Bench: systematic graph-based benchmarking for core optical networks

R Matzner, A Ahuja, R Sadeghi… - Journal of Optical …, 2024 - ieeexplore.ieee.org
Topology Bench is a comprehensive topology dataset designed to accelerate benchmarking
studies in optical networks. The dataset, focusing on core optical networks, comprises …

Cost-efficient fiber connection topology design for metropolitan area WDM networks

KC Guan, VWS Chan - Journal of Optical Communications and …, 2009 - opg.optica.org
In this paper, we provide some analytical insights into physical architectures that can serve
as benchmarks for designing a cost-efficient WDM metropolitan area network (MAN). For …

Exploiting relocation to reduce network dimensions of resilient optical grids

J Buysse, M De Leenheer, C Develder… - 2009 7th International …, 2009 - ieeexplore.ieee.org
Optical grids are widely deployed to solve complex problems we are facing today. An
important aspect of the supporting network is resiliency ie the ability to overcome network …

Providing resiliency for optical grids by exploiting relocation: A dimensioning study based on ILP

J Buysse, M De Leenheer, B Dhoedt… - Computer …, 2011 - Elsevier
Grids use a form of distributed computing to tackle complex computational and data
processing problems scientists are presented with today. When designing an (optical) …

Attack-aware resource planning and sparse monitor placement in optical networks

D Monoyios, K Manousakis, C Christodoulou… - Optical Switching and …, 2018 - Elsevier
This work presents joint optimization algorithms for lightpath establishment as well as sparse
placement of optical performance monitoring (OPM) equipment in optical networks. OPMs …

A near-optimal solution approach for the multi-hop traffic grooming problem

A Balma, NB Hadj-Alouane… - Journal of Optical …, 2011 - opg.optica.org
In this paper we consider a capacity sizing and routing problem in synchronous digital
hierarchy/wavelength division multiplexing networks with nodes having switching …