Essays about: "thesis for Radio Resource Management"

Showing result 1 - 5 of 31 essays containing the words thesis for Radio Resource Management.

  1. 1. Transformer Offline Reinforcement Learning for Downlink Link Adaptation

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Alexander Mo; [2023]
    Keywords : Link Adaptation; Transformers; Reinforcement Learning; Sequence Modelling; Decision Transformer; Deep Neural Networks; Radio Resource Management; Telecommunication; Länkanpassning; Transformers; Reinforcement Learning; Sekvensmodellering; Beslutsstöd; Djupa neurala nätverk; Dataresurshantering; Telekommunikation;

    Abstract : Recent advancements in Transformers have unlocked a new relational analysis technique for Reinforcement Learning (RL). This thesis researches the models for DownLink Link Adaptation (DLLA). READ MORE

  2. 2. Modelling and Investigation of Control of a Power Infrastructure Resource Management System for a Radio Base Station : A study on sustainable power management for ICT infrastructure.

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Gustav Lenart; [2023]
    Keywords : Hybrid Dynamical Systems; Resource Management; Hybrid Automaton; Sustainable solutions for Wireless technology; Hybrid Dynamiska System; Resurshantering; Hybrid Automaton; Hållbara lösningar för trådlös teknologi;

    Abstract : In order to minimize greenhouse gas emissions and operational cost related to the ICT-infrastructure the power management method of a Radio Base Station (RBS) or Base Transceiver Station (BTS) at Ericsson is studied and modelled. The major load demand at RBS’s are due to uplink and downlink data traffic. READ MORE

  3. 3. Study on reducing the overhead of equipment management in telco cloud infrastructure

    University essay from KTH/Hälsoinformatik och logistik

    Author : Alexander Sörensen; [2022]
    Keywords : baseboard management controller; out-of-band management; equipment management; radio access network; telco cloud; cloud infrastructure; cloud computing; edge computing; hanteringsstyrsystem för utrustning; distanshantering av utrustning; utrustningshantering; radionät; telekommoln; molninfrastruktur; molnbaserade datortjänster; molnkants tjänster;

    Abstract : This thesis has been carried out on behalf of the department of Digital Services - SDI at Ericsson. Ericsson Software Defined Infrastructure (SDI) is a telco grade hardware management solution for cloud infrastructure. READ MORE

  4. 4. XAI-assisted Radio Resource Management: Feature selection and SHAP enhancement

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Nicolás Sibuet Ruiz; [2022]
    Keywords : Deep Learning; Explainable Artficial Intelligence; 5G; Model Reduction; Deep Learning; Förklarlig AI; 5G; Modellreduktion;

    Abstract : With the fast development of radio technologies, wireless systems have become more convoluted. This complexity, accompanied by an increase of the number of connections, is translated into a need for more parameters to analyse and decisions to take at each instant. READ MORE

  5. 5. Energy Efficiency of 5G Radio Access Networks

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Saivenkata Krishna Gowtam Peesapati; [2020]
    Keywords : Resource adaptation; Activity factor; Power modeling; Energy-efficiency; 5G; Q-learning;

    Abstract : The roll-out of the fifth-generation (5G) wireless networks alongside existing generations and characterized by a dense deployment of base stations (BSs) to serve an ever-increasing number of users and services leads to a drastic increase in the overall network energy consumption (EC). It can lead to an unprecedented rise in operational expenditure (OPEX) for the network operators and an increased global carbon footprint. READ MORE