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Published on: February 3, 2021
An Optimization-Based Orchestrator for Resource Access and Operation Management in Sliced 5G Core Networks
Chiu-Han Hsiao1, Yean-Fu Wen2, Frank Yeong-Sung Lin3
1Research Center for Information Technology Innovation, Academia Sinica, Taipei 11529, Taiwan.
Network slicing enables diverse services with varied quality of service (QoS) needs. This research introduces an orchestrator using Lagrangian relaxation for efficient resource management, ensuring high QoS and system revenue.
Area of Science:
- Telecommunications Engineering
- Computer Networking
- Operations Research
Background:
- Network slicing allows deploying services with heterogeneous Quality of Service (QoS) requirements.
- Efficient slice resource provisioning and network operation require a sophisticated orchestrator.
- Internet Service Providers (ISPs) need sustainable network evolution considering scalability and flexibility.
Purpose of the Study:
- To design an orchestrator for network slicing focused on efficient resource provisioning for ISPs.
- To analyze critical factors: access control, scheduling, and resource migration for sustainable networks.
- To formulate and solve the resource management problem to satisfy high QoS applications.
Main Methods:
- Formulation of the resource management problem as a mixed-integer programming (MIP) problem.
- Development of a solution approach based on Lagrangian relaxation (LR) for the orchestrator.
- Modeling mechanisms in a pay-as-you-go manner for high system utilization.
Main Results:
- The proposed orchestrator effectively investigates resources for access control within a cost-efficient pool.
- Efficient allocation and migration of resources across network slices are achieved.
- Experimental results demonstrate near-optimal system revenue while meeting QoS requirements.
Conclusions:
- The developed orchestrator provides an efficient solution for network slicing resource management.
- The approach ensures high QoS satisfaction and optimizes system revenue for ISPs.
- The pay-as-you-go model enhances system utilization and sustainability.
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