Essays about: "dynamic network resource allocation"

Showing result 1 - 5 of 12 essays containing the words dynamic network resource allocation.

  1. 1. Comparing various methods for improving resource allocation on a single node cluster in Kubernetes

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Abaied Sopi; Plotoaga Andrei; [2023]
    Keywords : Kubernetes; latency-critical; resource allocation; CRI-RM; Vertical Pod Autoscaler;

    Abstract : When dealing with latency-critical applications in Kubernetes, a common strategy is to over-allocate resources to ensure the application can meet its latency guarantees during traffic surges. However, this practice often leads to resource underutilizationas the application will not fully utilize its reserved resources. READ MORE

  3. 2. Traffic Prediction From Temporal Graphs Using Representation Learning

    University essay from KTH/Matematisk statistik

    Author : Andreas Movin; [2021]
    Keywords : Dynamic time warping DTW ; embedding; graph convolutional networks GCN ; graph neural networks GNN ; persistent homology; spectral graph theory; temporal graphs; topological data analysis TDA ; Dynamisk time warping DTW ; inbäddning; convolutional grafnätverk GCN ; neurala grafnätverk GNN ; persistent homologi; spektral graf teori; dynamisk graf; topologisk dataanalys TDA ;

    Abstract : With the arrival of 5G networks, telecommunication systems are becoming more intelligent, integrated, and broadly used. This thesis focuses on predicting the upcoming traffic to efficiently promote resource allocation, guarantee stability and reliability of the network. READ MORE

  4. 3. 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

  5. 4. Dynamic Optical Resource Allocation in Transport Networks Based on Mobile Traffic Patterns

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

    Author : Epameinondas Kontothanasis; [2017]
    Keywords : ;

    Abstract : Mobile traffic increases rapidly. Based on Ericsson’s forecast [1], mobile traffic is expected to grow at a compound annual growth rate on percentage of 45% as the number of smartphone subscriptions and the consumption per subscriber increase. The monthly data traffic volume is expected to grow 6 times between 2015 and 2021. READ MORE

  6. 5. Design and Performance Evaluation of Resource Allocation Mechanisms in Optical Data Center Networks

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

    Author : Nikam Vikrant; [2016]
    Keywords : Data Center Networks; Optical Circuit Switching; Routing and Wavelength Assignment; Network Function Virtualization; Virtual Network Function Service Chaining; Datacenternätverk; Optisk kretskoppling; Routing och våglängd uppdrag; Nätverksfunktionen virtualisering; VNF-tjanstekedjning VNF-tjänstekedjor;

    Abstract : A datacenter hosts hundreds of thousands of servers and a huge amount of bandwidth is required to accommodate communication between thousands of servers. Several packet switched based datacenter architectures are proposed to cater the high bandwidth requirement using multilayer network topologies, however at the cost of increased network complexity and high power consumption. READ MORE