Classical and Quantum Solvers for Joint Network/Servers Power Optimization

05/02/2022
by   Michele Amoretti, et al.
0

The digital transformation that Telecommunications and ICT domains are crossing today, is posing several new challenges to Telecom Operators. These challenges require solving complex problems such as: dimensioning and scheduling of virtual/real resources in data centers; automating real-time management/control and orchestration of networks processes; optimizing energy consumption; and overall, ensuring networks and services stability. These problems are usually tackled with methods and algorithms that find suboptimal solutions, for computational efficiency reasons. In this work, we consider a Virtual Data Center scenario where virtual machine consolidation must be performed with joint minimization of network/servers power consumption. For this scenario, we provide an ILP model, the equivalent binary model and the steps towards the equivalent Quadratic Unconstrained Binary Optimization (QUBO) model that is suitable for being solved by means of quantum optimization algorithms. Finally, we compare the computational complexity of classical and quantum solvers from a theoretical perspective.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
03/23/2022

Energy-Efficient VM Placement in PON-based Data Center Architectures with Cascaded AWGRs

Data centers based on Passive Optical Networks (PONs) can offer scalabil...
research
09/10/2023

Joint Routing and Energy Optimization for Integrated Access and Backhaul with Open RAN

Energy consumption represents a major part of the operating expenses of ...
research
06/07/2022

Minimizing Energy Consumption for End-to-End Slicing in 5G Wireless Networks and Beyond

End-to-End (E2E) network slicing enables wireless networks to provide di...
research
12/21/2021

Omnisolver: an extensible interface to Ising spin glass solvers

We introduce a new framework for implementing Binary Quadratic Model (BQ...
research
06/20/2021

Minimizing Delay in Network Function Visualization with Quantum Computing

Network function virtualization (NFV) is a crucial technology for the 5G...
research
08/21/2021

Implementation of Algorithms for Right-Sizing Data Centers

The energy consumption of data centers assumes a significant fraction of...
research
09/03/2021

Challenge: A Cost and Power Feasibility Analysis of Quantum Annealing for NextG Cellular Wireless Networks

In order to meet mobile cellular users' ever-increasing network usage, t...

Please sign up or login with your details

Forgot password? Click here to reset