Project Overview

Project Code: CIT 02

Project name:

Joint power and PRB allocation with centralized controllers in Beyond-5G networks

TUM Department:

CIT - Electrical and Computer Engineering

TUM Chair / Institute:

Chair of Communication Networks

Research area:

Wireless networks

Student background:

Computer EngineeringComputer Science/ InformaticsElectrical Engineering

Further disciplines:

Participation also possible online only:

Planned project location:

TUM City Campus

Project Supervisor - Contact Details


Title:

Dr.

Given name:

Fidan

Family name:

Mehmeti

E-mail:

fidan.mehmeti@tum.de

Phone:

+49 89 289-23506

Additional Project Supervisor - Contact Details


Title:

Given name:

Family name:

E-mail:

Phone:

Additional Project Supervisor - Contact Details


Title:

Given name:

Family name:

E-mail:

Phone:

Project Description


Project description:

In the previous generations of cellular networks, in Radio Access Networks (RANs) both the data plane and control plane operations were performed jointly. With the emergence of Software Defined Networks (SDNs), and its adaptation in RANs, known as SD-RAN, the separation of control from data plane became possible for the first time in RANs of 5G networks, as a paradigm shift on how the assignment of network resources is handled in particular, and how cellular networks operate in general. The control is transferred to centralized units known as SD-RAN controllers. This brings a lot of benefits into the mobile network since it detaches the monolithic RAN control and enables co-operation among RAN components, i.e., Base Stations (BSs), improving the network performance along different dimensions.

This increased level of flexibility arises from having a broader view of the network, which is provided by the centralized SD-RAN approach. In that way, depending on the current spread of the users (UEs) across BSs, and their channel conditions for which the UEs periodically update their serving BSs, and BSs send that information to the SD-RAN controller, the latter can reallocate resources to BSs accordingly. BSs then perform the resource allocation across their corresponding UEs. As a consequence, exploiting the wide network knowledge leads to an overall improved performance as it allows for optimal allocation decisions. As opposed to SD-RAN, in a classical RAN approach, each BS has its own fixed set of resources, and allocates them to the UEs within its operational area.

So far, the research in SD-RAN has focused only on allocating the resource blocks (i.e., frequencies) adaptively to the BSs. In this project, the focus will be on the joint allocation of both the resource blocks and transmission power to BSs within the area of the controller, in order to optimize different performance aspects. To that end, the student will formulate optimization problems and solve them either analytically or using an optimization solver, like Gurobi, CVX, etc. The other part would be conducting realistic simulations and showing the improvements with this approach.

Working hours per week planned:

35

Prerequisites


Required study level minimum (at time of TUM PREP project start):

3 years of bachelor studies completed

Subject related:

Basic knowledge of wireless networks, probability theory, and optimizations.

Other:

Knowledge of any programming language

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