PoC 12 Trustworthy Zero-touch Network and Service Management in 6G Networks with XAI and LLMs.

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PoC Team

  • EURECOM
  • ISI
  • IQU
  • OTE
  • ORO

Main Contact

  • Prof. Adlen Ksentini (adlen.ksentini"_at_"eurecom.fr)

Abstract

The proof-of-concept (PoC) will showcase the 6G-Intense project’s Domain Manager and Orchestrator (DMO) solution, which manages hosting services (ZSM002) through a closed-loop control mechanism (ZSM009-1). This mechanism detects and resolves anomalies while providing human-friendly explanations (intent reporting, ZSM011). The PoC features a pipeline integrating Artificial Intelligence (AI) for anomaly detection, eXplainable AI (XAI) for root cause analysis, and Large Language Models (LLMs) for user-friendly anomaly explanations and resolution.

The demonstration will highlight the closed-control loop implemented using 6G-Intense management services within the DMO. The key components include:

  • Monitoring System (MS): Interacts with a cloud-native cluster to collect real-time data on microservice applications running within the cluster.
  • Anomaly Detection Engines (ADEs): Utilize AI and XAI algorithms to detect anomalies in microservice applications and provide numerical feature importance analysis via XAI for root cause insights.
  • Analytics Engine (AE): Employs machine reasoning to analyze and resolve detected anomalies while offering human-friendly explanations through LLMs.

The closed-control loop dynamically adjusts CPU and RAM resources for microservice applications deployed on a computing infrastructure managed by the DMO. This adaptive resource allocation ensures compliance with SLA latency requirements and prevents performance violations.

PoC Proposal

Full PoC proposal on ETSI portal as ZSM(25)000006r1

PoC Topics

This PoC is WORKING on:

PoC Demo

The demo is expected to be shown in IoT solutions World congress May 2025 or EuCNC & 6G Summit May 2025

PoC Report(s)

  • PoC #12 Final report expected in May 2025
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