# IC³ AI Anomaly Detection — Menu & Dashboard Design ## 1. NAVIGATION MENU STRUCTURE ``` Analytics & AI (Main Menu) ├── 🔴 Anomaly Detection (Active Alerts Hub) │ ├── Live Anomalies (Real-time view) │ ├── Anomaly History (6-month archive) │ ├── Sensor Health (Trust score per sensor) │ ├── Alert Rules (Thresholds & configurations) │ └── Reports (Anomaly trends & KPIs) ├── 🟢 Leak / Burst Classifier ├── 🟠 Pump Health Model ├── 🔵 Quality Risk Model ├── 🟡 Demand Forecasting ├── 🟣 Root Cause Assistant ├── 🟠 NRW Attribution └── 🟢 Energy Optimisation ``` --- ## 2. ANOMALY DETECTION DASHBOARD LAYOUT ### **Header Section** ``` ┌─────────────────────────────────────────────────────────────────┐ │ 🔴 ANOMALY DETECTION CENTRE [Last Updated: 2 min ago] │ │ Real-time Sensor Anomaly Monitoring & Response Tracking │ └─────────────────────────────────────────────────────────────────┘ ``` ### **KPI Card Row (Quantified Metrics)** ``` ┌──────────────────┬──────────────────┬──────────────────┬──────────────────┐ │ ACTIVE ANOMALIES │ AVG CONFIDENCE │ MTTR (Minutes) │ FALSE POS RATE │ │ │ │ │ │ │ 12 │ 87.3% │ 14.2 │ 2.8% │ │ ↑ 3 new │ (Excellent) │ (↓ 25% vs mo.) │ (↓ from 3.5%) │ └──────────────────┴──────────────────┴──────────────────┴──────────────────┘ ``` --- ## 3. MAIN DASHBOARD PANELS ### **PANEL A: Live Anomalies Table (Center-Left)** ``` ┌─────────────────────────────────────────────────────────────────────┐ │ ACTIVE ANOMALIES — Priority Queue [🔄 Auto-sort] │ ├────┬──────────────┬──────────┬───────────┬──────┬──────────┬────────┤ │ ## │ ASSET │ SEVERITY │ CONFIDENCE│ TYPE │ VALUE │ ACTION │ ├────┼──────────────┼──────────┼───────────┼──────┼──────────┼────────┤ │ 1 │ Flow Meter │ 🔴 9.2 │ 94% ✓✓ │ ↑ │ 145 │ ASSIGN │ │ │ DMA-05 │ │ │ │ (vs 120) │ [→WO] │ ├────┼──────────────┼──────────┼───────────┼──────┼──────────┼────────┤ │ 2 │ Pressure │ 🟠 6.8 │ 82% ✓ │ ↓ │ 2.1 │ ASSIGN │ │ │ Node-23 │ │ │ │ (vs 3.4) │ [→WO] │ ├────┼──────────────┼──────────┼───────────┼──────┼──────────┼────────┤ │ 3 │ Chlorine │ 🟡 4.5 │ 71% │ ~ │ 0.42 │ MONITOR│ │ │ Treatment-02 │ │ │ │ (stable) │ [Watch]│ ├────┼──────────────┼──────────┼───────────┼──────┼──────────┼────────┤ │ 4 │ Level │ 🟡 3.1 │ 65% │ ~ │ 8.2m │ MONITOR│ │ │ Tank-North │ │ │ │ (normal) │ │ └────┴──────────────┴──────────┴───────────┴──────┴──────────┴────────┘ [Show 12 anomalies] [Load More] | Filter: All | Severity | Time | Zone ``` ### **PANEL B: Severity & Confidence Matrix (Right)** ``` ┌────────────────────────────────────────────────────┐ │ ANOMALY DISTRIBUTION │ │ │ │ Severity Distribution Confidence Levels │ │ ┌─────────────────────┐ ┌─────────────────┐ │ │ │ 9.0+ (Critical) │ 3│ │ >90% │████ 7 │ │ │ │ 7.0-9.0 (High) │ 5│ │ 80-90%│████ 4 │ │ │ │ 5.0-7.0 (Med) │ 2│ │ <80% │██ 1 │ │ │ │ <5.0 (Low) │ 2│ │ │ │ │ │ └─────────────────────┘ └─────────────────┘ │ │ │ │ Status: 12 Active | 47 Resolved Today │ └────────────────────────────────────────────────────┘ ``` --- ## 4. DETAIL PANEL — Click on any Anomaly ``` ┌──────────────────────────────────────────────────────────────────────┐ │ ANOMALY DETAIL VIEW — DMA-05 Flow Meter [Close ✕] │ ├──────────────────────────────────────────────────────────────────────┤ │ │ │ Asset: Flow Meter (DMA-05 — Sector B) │ │ Location: GPS: 28.6239° N, 77.2090° E [View on Map] │ │ Detected: 2024-06-04 14:32:18 UTC (12 min ago) │ │ │ │ ┌─ SEVERITY ─────────────────────────────────────────────────────┐ │ │ │ Score: 9.2/10 🔴 CRITICAL │ │ │ │ Confidence: 94% ✓✓ (Excellent — High precision) │ │ │ │ Reason: Flow spike 21% above 24-hr rolling mean + sensor stable│ │ │ └────────────────────────────────────────────────────────────────┘ │ │ │ │ ┌─ MEASUREMENT CHART ─────────────────────────────────────────────┐ │ │ │ Flow Rate (m³/hr) Normal Range: 95-130 │ │ │ │ 160 ┤ │ │ │ │ 140 ┤ ✓ baseline (120 avg) ╱╲ │ │ │ │ 120 ┤ ╱─────────────────────────────────╱──╲ ← ANOMALY │ │ │ │ 100 ┤ ╱ ╲ │ │ │ │ 80 ┤╱─────────────────────────────────────────╲── │ │ │ │ └────┴────┴────┴────┴────┴────┴────┴────┴────┴──── │ │ │ │ 6h ago 12h ago Now ↑ 2h fwd │ │ │ │ │ │ │ │ Current: 145 m³/hr │ │ │ │ Baseline: 120 m³/hr (24-hr rolling avg) │ │ │ │ Deviation: +25 m³/hr (+20.8%) │ │ │ └────────────────────────────────────────────────────────────────┘ │ │ │ │ ┌─ PROBABLE CAUSES (Ranked by Likelihood) ───────────────────────┐ │ │ │ 1. High Demand Peak (72% likely) — School/hospital intake │ │ │ │ 2. Pump Ramp-up (18% likely) — Pressure drop compensation│ │ │ │ 3. Meter Drift (7% likely) — Sensor calibration drift │ │ │ │ 4. Pipe Burst (3% likely) — Sudden loss of 25 m³/hr │ │ │ └────────────────────────────────────────────────────────────────┘ │ │ │ │ ┌─ AUDIT TRAIL ──────────────────────────────────────────────────┐ │ │ │ ✓ 14:32:18 — Anomaly detected by AI (severity=9.2) │ │ │ │ ✓ 14:32:45 — Alert escalated to Operations (confidence=94%) │ │ │ │ ⏳ 14:35:00 — [Pending] Field dispatch assignment │ │ │ │ │ │ │ └────────────────────────────────────────────────────────────────┘ │ │ │ │ ┌─ ACTIONS ──────────────────────────────────────────────────────┐ │ │ │ [🚗 Create Work Order] [👁 Monitor] [🔕 Dismiss] [📋 Report] │ │ │ └────────────────────────────────────────────────────────────────┘ │ │ │ └──────────────────────────────────────────────────────────────────────┘ ``` --- ## 5. WORK ORDER INTEGRATION ``` ┌────────────────────────────────────────────────────┐ │ [🚗 CREATE WORK ORDER] │ ├────────────────────────────────────────────────────┤ │ │ │ Title: [Auto-filled] │ │ "Investigate high flow anomaly — DMA-05" │ │ │ │ Priority: 🔴 HIGH │ │ Asset: Flow Meter (DMA-05) │ │ GPS Coordinates: 28.6239° N, 77.2090° E │ │ │ │ Suggested Actions: │ │ ☑ Check pump discharge pressure │ │ ☑ Verify flow meter calibration │ │ ☑ Inspect for leaks in the zone │ │ ☐ [Custom action...] │ │ │ │ Assigned To: [Dropdown — Zone Engineers] │ │ Due By: [Auto-set: 30 min] │ │ │ │ [Create & Dispatch] [Cancel] │ └────────────────────────────────────────────────────┘ ``` --- ## 6. SENSOR HEALTH SCORECARD ``` ┌────────────────────────────────────────────────────┐ │ SENSOR TRUST ENGINE — Health Scoring │ ├────────────────────────────────────────────────────┤ │ │ │ Sensor │ Trust Score │ Status │ Action │ │───────────────────────────────────────────────── │ │ Flow Meter-05 │ 98% ✓✓ │ 🟢 Healthy│ — │ │ Pressure-23 │ 91% ✓ │ 🟢 Healthy│ — │ │ Chlorine-02 │ 76% ⚠ │ 🟡 Drift │[Calib] │ │ Tank Level-N │ 63% ⚠ │ 🟡 Noisy │[Service]│ │ pH Sensor-01 │ 45% ❌ │ 🔴 Failed │[Replace]│ │ │ │ Note: Anomalies with low-trust sensors are │ │ flagged as "Confidence" < 70% │ └────────────────────────────────────────────────────┘ ``` --- ## 7. HISTORICAL TRENDS & REPORTS ### **Tab: Anomaly History** ``` ┌────────────────────────────────────────────────────┐ │ ANOMALY HISTORY — Last 30 Days │ ├────────────────────────────────────────────────────┤ │ │ │ Total Anomalies: 847 │ │ Critical (9.0+): 43 (5.1%) ↓ │ │ High (7-9): 156 (18.4%) │ │ Medium (5-7): 398 (47.0%) │ │ Low (<5): 250 (29.5%) │ │ │ │ ✓ Resolved: 812 (95.9%) │ │ ⏳ Pending: 35 (4.1%) │ │ │ │ Avg MTTR: 16.3 min (↓ 20% vs month) │ │ False Positive Rate: 2.8% (↓ from 3.5%) │ │ │ │ [📊 Download CSV] [📈 Trends] [🔍 Drill-down] │ └────────────────────────────────────────────────────┘ ``` --- ## 8. DASHBOARD CONFIGURATION PANEL ### **Tab: Alert Rules** ``` ┌─────────────────────────────────────────────────────┐ │ ALERT THRESHOLD CONFIGURATION │ ├─────────────────────────────────────────────────────┤ │ │ │ Sensor Type │ Threshold │ Severity │ Action │ │────────────────────────────────────────────────── │ │ Flow Rate │ ±25% │ High │ [Edit] │ │ Pressure │ ±15% │ High │ [Edit] │ │ Chlorine │ <0.2 ppm │ Critical │ [Edit] │ │ Turbidity │ >5 NTU │ High │ [Edit] │ │ pH │ <6.5, >8.5 │ High │ [Edit] │ │ Tank Level │ >90%/< 10% │ Medium │ [Edit] │ │ │ │ [➕ Add New Rule] [📋 Import Presets] │ └─────────────────────────────────────────────────────┘ ``` --- ## 9. MOBILE FIELD APP INTEGRATION ``` ┌─────────────────────────────┐ │ 📱 FIELD CREW VIEW │ ├─────────────────────────────┤ │ │ │ 🚨 NEW ANOMALY ALERT │ │ │ │ DMA-05 Flow Meter │ │ "High flow spike detected" │ │ │ │ Severity: 9.2/10 🔴 │ │ Distance: 2.3 km away │ │ [📍 Route to Site] │ │ │ │ Instructions: │ │ □ Check pump discharge │ │ □ Verify meter reading │ │ □ Inspect for leaks │ │ │ │ [📷 Capture Photo] │ │ [✓ Mark Complete] │ │ [⏸ Pause] │ │ │ └─────────────────────────────┘ ``` --- ## 10. EXECUTIVE DASHBOARD SUMMARY ``` ┌──────────────────────────────────────────────────────┐ │ AI ANOMALY DETECTION — EXECUTIVE HEALTH SCORE │ ├──────────────────────────────────────────────────────┤ │ │ │ KPI Snapshot: │ │ ──────────── │ │ • Detection Latency: 3.2 min (↓ 35% vs baseline)│ │ • MTTR (Mean Time to Resolve): 14 min │ │ • Anomalies Resolved: 95.9% | Critical: 100% │ │ • False Positive Rate: 2.8% | Target: <5% │ │ • Sensor Trust Avg: 84.2% (Healthy) │ │ │ │ ROI Impact (Monthly): │ │ • Prevented emergency calls: 12 │ │ • Avoided burst damage: $45K │ │ • Reduced manual monitoring: 120 hrs │ │ │ │ Status: ✓ All Systems Operational │ └──────────────────────────────────────────────────────┘ ``` --- ## 11. TECHNICAL SPECIFICATIONS ### **Data Refresh Rates** - **Live Anomalies**: Real-time (WebSocket push) - **KPI Cards**: Every 30 seconds - **History Tables**: Every 5 minutes - **Reports**: Cached hourly ### **User Permissions** - **Operators**: View, assign work orders, dismiss (with reason) - **Engineers**: Configure rules, adjust thresholds - **Managers**: View reports, export data, manage teams - **Admins**: Full access + sensor calibration ### **Alert Escalation Logic** ``` Severity 9.0+ → Immediate SMS + Push Notification + Email Severity 7.0-9.0 → Push + Email (1 min delay) Severity <7.0 → Dashboard only + Historical logging ``` --- ## 12. COLOR CODING & UI SYSTEM ``` Severity Levels: 🔴 Critical (9.0-10.0) — Immediate action required 🟠 High (7.0-9.0) — Address within 30 min 🟡 Medium (5.0-7.0) — Monitor & plan action 🟢 Low (<5.0) — Low priority, log Confidence Levels: ✓✓ 85-100% — Excellent (trusted output) ✓ 70-85% — Good (monitor closely) ⚠ 50-70% — Fair (may require validation) ❌ <50% — Poor (sensor drift likely) Status Icons: 🔴 Active/Escalated 🟡 Monitoring 🟢 Resolved ⏳ Pending action ``` --- ## 13. IMPLEMENTATION ROADMAP **Phase 1 (Weeks 1-2):** - Live Anomalies table + KPI cards - Detail panel with chart visualization - Basic work order integration **Phase 2 (Weeks 3-4):** - Sensor health scorecard - Historical trends & reports - Alert rule configuration UI **Phase 3 (Weeks 5-6):** - Mobile field app push notifications - GPS integration + heat maps - Executive dashboard summary **Phase 4 (Weeks 7-8):** - Advanced filtering & search - Custom dashboard layouts - Audit trail compliance export