Livoa LogoLivoa
Kochi Metro Smart Planning System šŸš‡šŸ’”


ā€” secure, explainable AI-driven operations with IOT integration

integration and role-based workflows

ā–  UI

ā–  User Roles

ā–  AI/ML

ā–  Backend

ā–  AI/ML

ā–  External Systems

Supervisor Web

Scenarios, Run What-If, Approve Plans

Assigned Checklists

Run R&Rs, Task Updates, Alerts

Maintenance

Checklists, Task Updates, Alerts

Websocket Client
šŸ”’ API Gateway (Nodejs/Express)


JWT Auth (BM Maximo Ingestion)


REST over HTTPS


JWT Auth


WebSockets
šŸ›  Planning Orchestrator (Trigger AI Runs)
šŸ”” Notification Service (Webcat/SMS/Email)
šŸ“‹ Audit/Override Service (Immutable Logs)
šŸ“¦ Resource Service
šŸ“„ Certificate Service
šŸ“„ Certificate Service
šŸ“‹ Procedures Service
šŸš‡ AI/ML Module (Python: TensFoow/Scitt-learn)


Forecast Demand


Optimize: Mileage,


Optimize: Mileage, Branding, Energy, Cost, Cost


(Certificates, Job-cards/Email)


Generate Ranked Scenarios + Explainable Reasoning
šŸ–„ IBM Maximo (SFTP/Webhook, Job-cards)
šŸŒ HR System (Staff Availability)
SMS/Email Gateways
IoT Gateway


Train Sensors (MQTT/OPC-UA over TLS)


Preprocess Telemetry


Summarize Health Events
Grafana/Metbase (Dashboards)


SMS/Email Gateways
MonGDOB (Forecasts - Certs, Plans, Logs)
Time-Series DB (OT Telemetry - Optional)
Time-Series DB (SS/MiniO - Optional)
Object Store (SS/MiniO)
šŸ”’ Immutable Audit Log DB
ā° Timeline: 20:30 Admin uploads data ā†’ 21:00 AI planning run ā†’ 21:15 Supervisor approves ā†’ 22:00 Maintenance executes ā†’ 22:00 AI executes ā†’ 23:00 AI feedback loop

Admin Web

Upload forecast, Job card, Certificates, Rules,

methodology

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