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AI for Good Innovate for Impact

Use Case 12: Dynamic Instance Switching in 5G Network Slices

Based on Load 4.3 - 5G

Country: India
Organization: Indian Institute of Technology, Hyderabad(IITH)

Contact Persons:
Dr. Antony Franklin (antony.franklin@ cse .iith .ac .in)
Mr. Yaswanth Kumar L S (cs24resch11007@ iith .ac .in)
Mr. Arjit Gupta (cs23mtech12001@ iith .ac .in)
Ms. Somya Jain (cs23mtech12011@ iith .ac .in)
Mr. Shreesh Gupta (cs23mtech12009@ iith .ac .in)

1 Use Case Summary Table

Category Telecommunications
Problem to be Efficient management of 5G network slice instances to handle varying
Addressed load demands while ensuring optimal resource utilization and Quality
of Service (QoS).

Key Aspects of the Implementation of a dynamic management system that monitors network
Solution slice loads in real-time and switches between different instances of the
same slice based on current demands.
Technology 5G, network slicing, dynamic instance management, QoS
Keywords
Data Availability N/A

Metadata (Type of Network traffic statistics, slice performance metrics, resource allocation
Data) logs

Model Training and Application of ML techniques training on historical network data to
Fine-Tuning predict optimal slice instance configurations under varying load condi-
tions.

Testbeds or Pilot N/A
Deployments

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