Essays about: "of radio resource management"

Showing result 6 - 10 of 48 essays containing the words of radio resource management.

1. 6. 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

3. 7. Scalable Distributed Reinforcement Learning for Radio Resource Management

   University essay from Linköpings universitet/Tillämpad matematik; Linköpings universitet/Tekniska fakulteten

   Author : Frida Svensson; [2021]
   Keywords : Machine learning; Artificiial Intellegence; Telecommunication;

   Abstract : There is a large potential for automation and optimization in radio access networks (RANs) using a data-driven approach to efficiently handle the increase in complexity due to the steep growth in traffic and new technologies introduced with the development of 5G. Reinforcement learning (RL) has natural applications in RAN control loops such as link adaptation, interference management and power control at different timescales commonly occurring in the RAN context. READ MORE

4. 8. AI-Powered Network Traffic Prediction

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

   Author : Amin Bolakhrif; [2021]
   Keywords : Deep Learning; IP Address; Machine Learning; Network Traffic Flows; Neural Networks; Predictive Model; Regression.; Djupinlärning; IP Address; Maskininlärning; Nätverkstrafikflöden; Neurala Nätverk; Prediktionsmodell; Regression.;

   Abstract : In this Internet and big data era, resource management has become a crucial task to ensure the quality of service for users in modern wireless networks. Accurate and rapid Internet traffic data is essential for many applications in computer networking to enable high networking performance. READ MORE

5. 9. Flying is Dangerous - That is why it is so safe : Miscommunication in aviation

   University essay from Karlstads universitet/Fakulteten för humaniora och samhällsvetenskap (from 2013)

   Author : Christer Thörnqvist; [2020]
   Keywords : Aviation; communication; two-way radio; Air Traffic Control – ATC; pilot; Crew Resource Management - CRM; Controller Pilot Data-Link Communications – CPDLC; Runway Incursion;

   Abstract : In this essay one has been investigating some of the reasons why aviation incidents take place and also examine what strategies there are to minimize the risks - primarily regarding miscommunication which often seems to be a contributing element or a direct cause in aviation mishaps. The aim of this study is to highlight and raise awareness about this field of study from a communicative point of view. READ MORE

6. 10. 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