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Efficient Network Slicing with SDN and Heuristic Algorithm for Low Latency Services in 5G/B5G Networks.
Robert Botez1, Andres-Gabriel Pasca1, Alin-Tudor Sferle1
1Communications Department, Technical University of Cluj-Napoca, 400114 Cluj-Napoca, Romania.
This study introduces an enhanced A* algorithm for 5G backhaul network slicing, optimizing paths for low-latency services. The novel approach significantly reduces processing time and ensures ultra-reliable low-latency communication (URLLC).
Area of Science:
- Computer Science
- Telecommunications Engineering
Background:
- 5G backhaul networks require efficient solutions for ultra-reliable low-latency communication (URLLC).
- Existing routing algorithms may not adequately address stringent latency requirements for critical services.
Purpose of the Study:
- To develop and evaluate a novel network slicing approach for 5G backhaul networks.
- To improve path computation efficiency and real-time adaptability for low-latency services.
Main Methods:
- A modified A* algorithm was developed, incorporating Quality of Service (QoS) parameters into a composite metric.
- The algorithm was integrated into a Software-Defined Networking (SDN) Path Computation Element (PCE).
- Real-time congestion monitoring and a precalculated heuristic function were employed.
Main Results:
- The modified A* algorithm demonstrated significant processing time reductions (order of magnitude) compared to Dijkstra's algorithm, especially in complex networks.
- The algorithm successfully adjusted paths in real-time to maintain low latency, preventing packet delay thresholds from being exceeded.
- End-to-end measurements validated the algorithm's effectiveness in traffic differentiation based on latency requirements.
Conclusions:
- The proposed modified A* algorithm offers an efficient and effective solution for network slicing in 5G backhaul.
- This approach enables the achievement of URLLC by optimizing path computation and managing network congestion in real-time.
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