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
Your dashboard is hosted on Vercel and accessible from any browser — no installation required.
Accessing the dashboard
The dashboard is a web application hosted on Vercel. Open the link above in any modern browser (Chrome, Safari, Firefox, Edge). No software installation, plugins, or account creation is needed.Navigating the six tabs
At the top of the screen you will see a floating navigation bar with six tabs:Overview
The default view. Shows the 16-lamp diamond array colour-coded by efficiency, live UV intensity, system health gauge, flow rate, and the last active alarms. This is the screen to keep open during a ballasting or deballasting operation.
Predictive
Shows remaining useful life and failure probability for each of the 16 UV lamps, ranked from highest risk to lowest. Use this view when planning maintenance at the next port call.
Trends
Historical charts for system health, UV intensity, and lamp efficiency over a selectable date range. Includes runtime-based degradation curves per lamp. Data loads progressively — the charts appear immediately and sharpen in the background.
Compliance
Live IMO D-2 and USCG compliance status with a full system event audit trail. Use this view before entering port to confirm regulatory standards are met.
Comparative
Side-by-side efficiency comparison between any two of the 16 lamps over time. Useful for validating lamp replacements and identifying asymmetric degradation.
What the dashboard monitors
16 UV Lamps
Each lamp is tracked individually — status, efficiency %, runtime hours, and power draw.
UV Intensity
Live W/m² reading checked against IMO D-2 (252 W/m²) and USCG (530 W/m²) thresholds.
System Health
A 0–100 composite score reflecting UV output, lamp condition, power efficiency, and thermal management.
Predictive Maintenance
ML-based failure probability and remaining useful life per lamp, updated continuously.
Data refresh
The Overview tab refreshes automatically every 30 seconds. All other tabs load data on demand when you navigate to them or change the date range filter. The underlying telemetry is recorded every three minutes from the shipboard BWTS controller.Where to go next
BWTS Overview
Understand the ballast water treatment cycle and the 16-lamp UV array.
Compliance Standards
Learn what IMO D-2 and USCG standards require and how the dashboard tracks them.
Product Tour
A detailed walkthrough of every element on each dashboard tab.
Data Export
How to download telemetry records for compliance documentation.