Detailed Description
This artifact operates within a multi-agent architecture developed in collaboration with Telenor Maritime and NVIDIA. It performs intelligent cell reconfiguration planning for cloud-native 5G networks using closed-loop coordination with the Monitoring Agent and the Validation Agent. The agent receives high-level intents such as optimizing cell performance, mitigating degradation, improving coverage or capacity trade-offs, reducing interference, or stabilizing QoS. Based on the intent, the agent:
- Requests KPI and configuration context from the Monitoring Agent (e.g., time-windowed UL/DL throughput, SNR, pZeroNominal, and other exported metrics)
- Generates candidate cell reconfiguration actions (e.g., power control parameters such as pZeroNominal or other exposed RAN stack controls)
- Submits candidate plans to the Validation Agent for feasibility, constraint compliance, and predicted KPI impact evaluation (via rule checks or digital twin simulation)
- Selects and returns the optimal plan, including rationale, expected KPI impact, and rollout guidance (apply/rollback conditions)
The Config Planner Agent acts as the decision and orchestration layer of the workflow. It does not directly measure KPIs (Monitoring Agent responsibility) or validate configurations (Validation Agent responsibility). Instead, it coordinates both components to produce robust, data-driven reconfiguration recommendations.
Key Features
- Multi-agent closed-loop coordination
- Intent-driven cell reconfiguration planning
Use Cases
- Autonomous cell performance optimization
- Power control parameter tuning
- Coverage and capacity trade-off management
- Pre-deployment configuration planning
