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Optimization of cloud computing resource allocation using reinforcement learning

 

Table Of Contents


<p>1. Introduction<br>&nbsp; 1.1 Background<br>&nbsp; 1.2 Motivation<br>&nbsp; 1.3 Objectives<br>2. Literature Review<br>&nbsp; 2.1 Cloud Computing Resource Allocation<br>&nbsp; 2.2 Reinforcement Learning in Resource Management<br>&nbsp; 2.3 Existing Approaches and Limitations<br>3. Methodology<br>&nbsp; 3.1 Problem Formulation<br>&nbsp; 3.2 Reinforcement Learning Framework<br>&nbsp; 3.3 State Representation and Action Space<br>&nbsp; 3.4 Reward Design<br>&nbsp; 3.5 Training and Evaluation<br>4. Proposed Framework Design<br>&nbsp; 4.1 Dynamic Resource Allocation Model<br>&nbsp; 4.2 Learning and Adaptation Mechanisms<br>&nbsp; 4.3 Integration with Cloud Infrastructure<br>5. Implementation and Experimentation<br>&nbsp; 5.1 Simulation Environment Setup<br>&nbsp; 5.2 Training and Testing Scenarios<br>&nbsp; 5.3 Performance Metrics and Evaluation<br></p>

Project Abstract

<p> Cloud computing resource allocation is a critical aspect of ensuring efficient and cost-effective utilization of cloud resources. Traditional resource allocation methods often rely on static heuristics or manual tuning, which may not adapt well to dynamic workloads and changing resource demands. In this project, we propose to investigate the application of reinforcement learning techniques to optimize cloud computing resource allocation. By leveraging the capabilities of reinforcement learning, we aim to develop a dynamic resource allocation framework that can adapt to varying workloads and optimize resource utilization in real time. The proposed framework has the potential to improve the efficiency and cost-effectiveness of cloud computing environments, leading to better performance and reduced operational costs for cloud service providers and users. <br></p>

Project Overview

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