Essays about: "Dynamic Scheduler"
Showing result 1 - 5 of 14 essays containing the words Dynamic Scheduler.
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1. Dynamic container orchestration for a device-cloud continuum
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : Edge computing has emerged as a paradigm to support the growing demand for real-time processing of data generated at the edge of the network. As the devices at the edge are constrained, one of the challenges in the area is how to schedule workloads. READ MORE
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2. Comparing various methods for improving resource allocation on a single node cluster in Kubernetes
University essay from Linköpings universitet/Institutionen för datavetenskapAbstract : 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
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3. Improving a Reinforcement Learning Algorithm for Resource Scheduling
University essay from Lunds universitet/Institutionen för reglerteknikAbstract : This thesis aims to further investigate the viability of using reinforcement learning, specifically Q-learning, to schedule shared resources on the Ericsson Many-Core Architecture (EMCA). This was first explored by Patrik Trulsson in his master thesis Dynamic Scheduling of Shared Resources using Reinforcement Learning (2021). READ MORE
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4. Dynamic Scheduling of Shared Resources using Reinforcement Learning
University essay from Lunds universitet/Institutionen för reglerteknikAbstract : The goal of the thesis is to simulate the Ericsson Many-Core Architecture, EMCA, and implement a dynamic scheduler for the system using reinforcement learning methods. The system contains shared resources that receive and complete jobs. Also, the deadlines and latency definitions can change depending on the job type. READ MORE
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5. Machine Learning Technique for Uplink Link Adaptation in 5G NR RAN at Millimeter Wave Frequencies
University essay from Lunds universitet/Institutionen för elektro- och informationsteknikAbstract : The demands on wireless communications are continuously growing, due to the fact that when higher network capabilities are delivered, new features and applications are created, calling for even higher requirements. To keep pace with these demands and to allow new applications to rise, the limits of mobile networks must be pushed regularly. READ MORE
