Advanced Slice Isolation in 5G Networks: Integration of Cloud-Native Technologies, Edge Computing, and Machine Learning

• Grant number: 25/05603-2
• Support Opportunities: Scholarships in Brazil - Scientific Initiation
• Start date: June 01, 2025
• End date: May 31, 2026
• Field of knowledge: Engineering - Electrical Engineering - Telecommunications
• Principal Investigator: Tereza Cristina Melo de Brito Carvalho
• Grantee: Nathan Rambo Prediger
• Host Institution: Escola Politécnica (EP). Universidade de São Paulo (USP). São Paulo , SP, Brazil
• Associated research grant: 18/23097-3 - SFI2: slicing future internet infrastructures, AP.TEM

Abstract

The project proposes the investigation of new mechanisms to enhance the isolation of slices in 5G networks, leveraging the integration of cloud-native and edge computing tools. Additionally, the study will explore the use of machine learning techniques for the dynamic optimization of resource allocation, ensuring quality of service for critical applications. The research involves analyzing CPU constraints, bandwidth, and process prioritization, aiming to develop an experimental environment that enables the evaluation and comparison of different isolation strategies. (AU)