Fleet Intelligence

Fleet Intelligence

Monitor and analyze deployed robot fleet telemetry — IoT Operations data collection, Grafana dashboards, drift detection, and Fabric Real-Time Intelligence analytics.

Prerequisites

| Requirement | Purpose |

|-------------|---------|

| Azure IoT Operations | Edge telemetry collection |

| Azure Event Hubs | Cloud telemetry ingestion |

| Grafana | Fleet dashboards and alerting |

| Microsoft Fabric | Real-Time Intelligence KQL analytics |

| az CLI | Azure authentication |

| kubectl | Cluster access for IoT Operations |

Setup Workflow

Deploy fleet intelligence components in order:

Step 1 — Deploy IoT Operations

fleet-intelligence/setup/deploy-iot-operations.sh

Step 2 — Deploy telemetry pipeline

fleet-intelligence/setup/deploy-telemetry-pipeline.sh

Step 3 — Deploy dashboards

fleet-intelligence/setup/deploy-dashboards.sh

Step 4 — Deploy Fabric Real-Time Intelligence

fleet-intelligence/setup/deploy-fabric-rti.sh

Telemetry Schemas

| Schema | Path | Description |

|--------|------|-------------|

| Policy Execution | telemetry/schemas/policy-execution.schema.json | Inference metrics and action outputs |

| Robot Health | telemetry/schemas/robot-health.schema.json | Hardware status and connectivity |

Drift Detection

Drift detection monitors deployed policies for performance degradation. When drift exceeds configured thresholds, retraining triggers initiate automated training pipelines.

| Component | Path | Description |

|-----------|------|-------------|

| Detection | drift/detection/ | Statistical tests against training baselines |

| Alerting | drift/alerting/ | Threshold evaluation and notification routing |

| Triggers | drift/triggers/ | Automated retraining pipeline launching |

Key Files

| File | Description |

|------|-------------|

| fleet-intelligence/README.md | Domain overview |

| fleet-intelligence/telemetry/routing/edge-to-eventhub.yaml | Edge-to-cloud routing config |

| fleet-intelligence/dashboards/grafana/fleet-overview.json | Grafana dashboard definition |

| fleet-intelligence/dashboards/fabric/fleet-kql-queries.kql | Fabric KQL analytics queries |