Essays about: "radio access network"

Showing result 1 - 5 of 131 essays containing the words radio access network.

  1. 1. Network Drone Control using Deep Reinforcement Learning

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

    Author : Alex Hermansson Grobgeld; [2020]
    Keywords : ;

    Abstract : In this work, a reinforcement learning approach is adopted to control a drone in a cellular network. The goal is to find paths between arbitrary locations such that low radio quality areas, defined with respect to signal-to-interference-plus-noise-ratio, are avoided with the cost of longer flight paths. READ MORE

  2. 2. Sequence Prediction for Identifying User Equipment Patterns in Mobile Networks

    University essay from KTH/Matematisk statistik

    Author : Theoharis Charitidis; [2020]
    Keywords : Markov chain; mobile networks; user equipment; machine learning; statistics; sequence prediction; stochastic process; Maskininlärning; mobila nätverk; statistik; markovkedjor; all k order markov; stokastisk process; sekvensprediktering;

    Abstract : With an increasing demand for bandwidth and lower latency in mobile communication networks it becomes gradually more important to improve current mobile network management solutions using available network data. To improve the network management it can for instance be of interest to infer future available bandwidth to the end user of the network. READ MORE

  3. 3. Energy Consumption Optimizations for 5G networks

    University essay from Uppsala universitet/Signaler och System

    Author : Martina Tran; [2019]
    Keywords : 5G; 4G; NR; LTE; Energy efficiency; Energy optimization; Sleep states; Sleep modes; Power model; Latency; File delay;

    Abstract : The importance of energy efficiency has grown alongside awareness of climate change due to the rapid increase of greenhouse gases. With the increasing trend regarding mobile subscribers, it is necessary to prevent an expansion of energy consumption via mobile networks. READ MORE

  4. 4. User Equipment Characterization using Machine Learning

    University essay from Lunds universitet/Institutionen för elektro- och informationsteknik

    Author : Vanessa Fakhoury; Xin Zhou; [2019]
    Keywords : machine learning; characterization; massive MIMO; beamforming; neural networks; support vector machine; logistic regression; multiclass neural networks; Technology and Engineering;

    Abstract : With the ever increasing demand for higher data rates and reliability, efficient management of cellular networks remains a challenge. Among other technologies, fifth generation systems are expected to tackle this challenge using large electronically controllable antenna arrays operating in the time division duplex mode. READ MORE

  5. 5. UE Performance in a 5G Multi-connectivity UDN City Scenario

    University essay from Luleå tekniska universitet/Institutionen för system- och rymdteknik

    Author : José Perdomo; [2019]
    Keywords : ;

    Abstract : Multi-connectivity and network densification are two solutions intended to enhance user throughput and reliability. These solutions are critical since 5G NR uses a wide range of frequency bands, which exhibit different varying radio coverage characteristics. READ MORE