Essays about: "Radio Access Networks"

Showing result 1 - 5 of 133 essays containing the words Radio Access Networks.

1. 1. Increasing energy efficiency of O-RAN through utilization of xApps

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

   Author : Fredrik Borg; [2023]
   Keywords : telecom; o-ran; ric; xapp; radio access networks; energy efficiency;

   Abstract : As 5G becomes more established and faces widespread roll-out, energy consumption of radio access networks around the globe will increase. Since the high-frequency radio waves used in 5G communication has a shorter effective range compared to the waves used in previous generations, 5G networks will require a higher number of radio units to compensate for their reduced range. READ MORE

3. 2. 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

4. 3. Machine Learning Clustering andClassification of Network DeploymentScenarios in a Telecom Networksetting

   University essay from Linköpings universitet/Institutionen för datavetenskap

   Author : Chayan Shrang Raj; [2023]
   Keywords : Telecommunications; Statistics; Machine Learning; Masters; PySpark; Python; Data Visualization; LTE; eNodeB; Data analysis; Data Science; AI; Jupyter; HDFS;

   Abstract : Cellular network deployment scenarios refer to how cellular networks are implementedand deployed by network operators to provide wireless connectivity to end users.These scenarios can vary based on capacity requirements, type of geographical area, populationdensity, and specific use cases. READ MORE

5. 4. Integrating Machine Learning into Constraint Programming for Radio Recommendation in Radio Access Networks

   University essay from Umeå universitet/Institutionen för datavetenskap

   Author : José Ruiz Alarcón; [2023]
   Keywords : ;

   Abstract : This thesis introduces an approach for integrating Machine Learning into Constraint Programming for recommender systems. The main idea is to use clustering algorithms to divide the data into groups, which we use to derive objective functions that are used in a constraint solver. READ MORE

6. 5. AI Based Methods for Matrix Multiplication in High Resolution Simulations of Radio Access Networks

   University essay from KTH/Matematisk statistik

   Author : Marcus Johnson; Herman Forslund; [2023]
   Keywords : Product-Quantization; MADDNESS; Radio Access Networks; Channel Estimation; MIMO; Approximate Matrix Multiplication; Pruduktkvantisering; MADDNESS; RAN; MIMO; Approximativa matrismultiplikation;

   Abstract : The increasing demand for mobile data has placed significant strain on radio access networks (RANs), leading to a continuous need for increased network capacity. In keeping with that, a significant advancement in modern RANs is the ability to utilize several receivers and transmitters, to allow for beamforming. READ MORE