Essays about: "5G mobil kommunikation"

Showing result 1 - 5 of 7 essays containing the words 5G mobil kommunikation.

1. 1. Cell Tower Localization using crowdsourced measurments

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

   Author : Carlos Escandón Álvarez; [2023]
   Keywords : Cell Tower Geolocation; Crowdsourced Measurements; Positioning; Machine Learning; Neural Networks;

   Abstract : This thesis explores the application of a neural network approach to cell tower localization using crowdsourced measurements. The deployment of cell tower infrastructure has been increasing exponentially in recent times as it is a crucial element of mobile communications. READ MORE

3. 2. Link Adaptation in 5G Networks : Reinforcement Learning Framework based Approach

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

   Author : Siva Satya Sri Ganesh Seeram; [2022]
   Keywords : Link Adaptation; OLLA; AMC; Reinforcement Learning; DDPG; BLER; Länkanpassning; OLLA; AMC; förstärkningsinlärning; DDPG; BLER;

   Abstract : Link Adaptation is a core feature introduced in gNodeB (gNB) for Adaptive Modulation and Coding (AMC) scheme in new generation cellular networks. The main purpose of this is to correct the estimated Signal-to-Interference-plus-Noise ratio (SINR) at gNB and select the appropriate Modulation and Coding Scheme (MCS) so the User Equipment (UE) can decode the data successfully. READ MORE

4. 3. Explainable Artificial Intelligence for Radio Resource Management Systems : A diverse feature importance approach

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

   Author : Alexandru-Daniel Marcu; [2022]
   Keywords : Explainable artificial intelligence XAI ; Explainability pipeline; Feature importance; Kernel SHAP; CERTIFAI; Anchors; XAI in wireless systems; XAI for radio resource management; Förklarande artificiell intelligens XAI ; Förklarande pipeline; Prediktor betydelse; Kernel SHAP; CERTIFAI; Anchors; XAI i trådlösa system; XAI för radioresurshantering;

   Abstract : The field of wireless communications is arguably one of the most rapidly developing technological fields. Therefore, with each new advancement in this field, the complexity of wireless systems can grow significantly. READ MORE

5. 4. An analysis of 5G orchestration : Defining the role of software orchestrators in 5G networks, and building a method to compare implementations of 5G orchestrators

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

   Author : Justin Lex-Hammarskjöld; [2021]
   Keywords : 5G mobile communication; Software orchestration; Network function virtualization; Edge computing; Software containers; Operating system-level virtualization; 5G mobil kommunikation; Mjukvara orkestrering; Virtualisering av nätverksfunktioner; Edge computing; Mjukvara containrar; Operativsystem-nivå virtualisering;

   Abstract : Software orchestrators like Kubernetes are growing in popularity with computer engineers for deploying and running complex software systems. Interestingly, there are now new technical standards being proposed for the telecom industry to begin utilizing software orchestration for the software that runs inside cellular networks. READ MORE

6. 5. Link blockage modelling for channel state prediction in high-frequencies using deep learning

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

   Author : Shreya Krishnama Chari; [2020]
   Keywords : Radio link blockage; mmwave communications; sub-6GHz communications; 5G; Long short-term memory network; Deep neural network; Blockering av radiolänkar; mmwave-kommunikation; sub-6GHzkommunikation; 5G; Long short-term memory nätverk; Deep neural nätverk;

   Abstract : With the accessibility to generous spectrum and development of high gain antenna arrays, wireless communication in higher frequency bands providing multi-gigabit short range wireless access has become a reality. The directional antennas have proven to reduce losses due to interfering signals but are still exposed to blockage events. READ MORE