Essays about: "bandwidth prediction"

Showing result 11 - 15 of 21 essays containing the words bandwidth prediction.

1. 11. Machine Learning Based Modulation and Coding Scheme Selection

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

   Author : Michel Chamat; Bersi Dimitrios Kodra; [2019]
   Keywords : Machine Learning; ML; Modulation and Coding Scheme; MCS; Scheduler; Scheduling; Technology and Engineering;

   Abstract : In wireless communication, resources like bandwidth and energy are scarce and extremely valuable, any system should serve as many users as possible while preserving high Quality of Service (QoS) for the best user experience. Accordingly, the Base Station (BS) has the responsibility to optimally schedule its resources to the users based on the available information. READ MORE

3. 12. Analysis and Comparison of Distributed Training Techniques for Deep Neural Networks in a Dynamic Environment

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

   Author : Ermias Gebremeskel; [2018]
   Keywords : deep learning; large scale distributed deep learning; data parallelism;

   Abstract : Deep learning models' prediction accuracy tends to improve with the size of the model. The implications being that the amount of computational power needed to train models is continuously increasing. Distributed deep learning training tries to address this issue by spreading the computational load onto several devices. READ MORE

4. 13. Video Stream Monitoring and Network-centric QoE Prediction through User-behavioral Studies and Automated Learning

   University essay from KTH/Skolan för informations- och kommunikationsteknik (ICT)

   Author : Dhananjaya Kumara Kittur Gonibasappa; [2017]
   Keywords : Quality of Experience; Video streaming; User behavioral studies; Video monitoring; Key quality indicators v s Network conditions; Automated learning; Kvalitet av erfarenhet QoE ; läggande tillbaka video som strömmar; beteendestudier för användare; video övervakning; Nyckelkvalitetsindikatorer v s Nätverksvillkor; automatiserat lära.;

   Abstract : Quality of Experience (QoE) is the degree of delight or annoyance of the user of an application or service [1]. To ensure a proper level of QoE for end users, networks and service providers have to continuously monitor their systems in terms of technical parameters, which can then be used to estimate QoE. READ MORE

5. 14. Study of Bandwidth Partitioning for Co-executing GPU Kernels

   University essay from Uppsala universitet/Institutionen för informationsteknologi

   Author : Erik Melander; [2017]
   Keywords : ;

   Abstract : Co-executing GPU kernels on a partitioned GPU has been shown to improve utilization efficiency of poorly scaling tasks. While kernels can be executed in parallel, data transfers to the GPU are serial which can negatively impact parallelism and predictability of the kernels. READ MORE

6. 15. Monitoring Network Congestion in Wi-Fi, based on QoE in HTTP Video Steaming Services

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

   Author : Muhammad Umar Nasir; [2016]
   Keywords : QoE; Video Streaming; QoE-QoS Relationship; Packet Loss Pattern; RTT; Active Measurements; TWAMP; Machine Learning Approach.; Technology and Engineering;

   Abstract : Improvements in Internet technology, development of multimedia applications, protocols and improvement in user devices have led to the popularity of multimedia applications, among which video streaming applications are most popular. Streaming video services are sensitive to network conditions, thus making Quality of Experience (QoE) of end users sensitive to network conditions. READ MORE