Advances in Network Emulation and QoS Assurance

The field of network research is moving towards more accurate and dynamic emulation of complex networks, such as satellite networks and 5G user planes. This is driven by the need for more realistic testing and evaluation of network protocols and applications. Recent work has focused on developing new approaches to network emulation, including the use of trace-driven emulation and dynamic network emulation. Additionally, there is a growing emphasis on ensuring high-quality service (QoS) in 5G and beyond networks, with researchers exploring new methods for providing predictable behavior and fine-grained service differentiation. Noteworthy papers in this area include: TheaterQ, which presents a Linux qdisc for dynamic network emulation, allowing for high-accuracy emulation of dynamic networks. Kestrel, a sketch-based telemetry system for 5G user planes that provides fine-grained visibility into key metric distributions at a fraction of the cost of per-packet postcards. The QoS-aware data plane model for programmable transport networks, which ensures per-flow bandwidth guarantees, sub-millisecond delay for delay-critical traffic, and resilience under congestion.

Sources

Trace-driven Path Emulation of Satellite Networks using Hypatia

TheaterQ: A Qdisc for Dynamic Network Emulation

Selected Results from the REDMARS2 Project: Recursive Delay-Tolerant Networking using Bundle-in-Bundle Encapsulation

Rethinking Telemetry Design for Fine-Grained Anomaly Detection in 5G User Planes

Towards Sub-millisecond Latency and Guaranteed Bit Rates in 5G User Plane

Transmitter Identification and Protocol Categorization in Shared Spectrum via Multi-Task RF Classification at the Network Edge

Beyond Static Thresholds: Adaptive RRC Signaling Storm Detection with Extreme Value Theory

Anomaly Detection-Based UE-Centric Inter-Cell Interference Suppression

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