Documentation Index
Fetch the complete documentation index at: https://docs.appliedaifoundation.org/llms.txt
Use this file to discover all available pages before exploring further.
Open the Live Dashboard
View real-time BWTS telemetry, lamp health, and compliance status.
What is this dashboard?
The BWTS IoT Monitoring Dashboard is a cloud-hosted web application that ingests telemetry from an onboard Ballast Water Treatment System controller and presents it as six purpose-built views. It gives fleet engineers and compliance officers a single place to monitor UV lamp performance, predict maintenance needs, and verify regulatory compliance — without needing direct access to the shipboard PLC. Data is recorded every three minutes from the BWTS controller and is always less than 30 seconds stale on the Overview tab.Who is it for?
Fleet Engineers
Monitor live UV intensity, lamp efficiency, and system health. Catch degradation early with runtime-based charts and predictive failure scores before a lamp fails at sea.
Compliance Officers
Verify IMO D-2 and USCG standards are continuously met. Export full telemetry records to support Ballast Water Record Book requirements.
How it works
Sensors record data
The onboard BWTS controller writes sensor readings — UV intensity, lamp status, flow rate, pressure, and more — to a cloud database every three minutes.
API routes serve the data
Next.js server-side API routes query the database and return JSON to the browser. Credentials never leave the server.
Six dashboard tabs
Overview
Real-time 16-lamp diamond array, UV intensity, health gauge, and live alarm feed.
Predictive Maintenance
ML-based failure probability, remaining useful life per lamp, and cost analysis.
Trend Analysis
Historical UV, health, and efficiency trends with date-range filtering.
Compliance
Live IMO D-2 and USCG compliance checks with a full system event audit trail.
Comparative Analysis
Hour-by-hour lamp efficiency comparison between any two of the 16 UV lamps.
Data Export
Excel-style column filters and one-click CSV or PDF export.
Key compliance standards
The system monitors against two international regulatory thresholds:| Standard | UV Intensity Threshold | Scope |
|---|---|---|
| IMO D-2 | ≥ 252 W/m² | Global — all international voyages |
| USCG | ≥ 530 W/m² | US waters — stricter requirement |
What’s next
Quickstart
Get the dashboard running locally in five minutes.
BWTS Overview
Understand ballast water treatment and the 16-lamp UV array.
Product Tour
Walk through each of the six dashboard tabs.
API Reference
Explore all ten REST endpoints and their response shapes.