Sleep Detection System

info System Status
All AI detection models are operating normally. Current system accuracy: 98.5%. There are 7 active alerts requiring attention.
warning
7
Active Alerts
arrow_upward 3 new in last hour
devices
42
Connected Devices
arrow_upward 5 more than yesterday
auto_awesome
98.5%
Detection Accuracy
arrow_upward 0.5% from last week
visibility
1,254
Detections Today
trending_up 12% increase

Live Monitoring

Drowsiness Detected (97%) EAR: 0.12
Driver #1428
Fleet Vehicle - Long Haul Truck
Highway I-95, Mile 287
Sleep Detected (99%)
Factory Floor #3
Heavy Machinery Operator
Manufacturing Plant B

Monitoring Zones

Transportation
Alert
18
Devices
3
Alerts
97%
Accuracy
Active: Fleet vehicles, buses, trains
Industrial
Alert
12
Devices
2
Alerts
99%
Accuracy
Active: Factory floors, construction sites
Healthcare
Normal
8
Devices
0
Alerts
98%
Accuracy
Active: Elderly care facilities, hospitals
Residential
Normal
4
Devices
0
Alerts
96%
Accuracy
Active: Smart homes, apartments

Detection Analytics

All Detections
Driver Monitoring
Workplace Safety
Elderly Care
Smart Home
0 25 50 75 100 00:00 04:00 08:00 12:00 16:00 20:00 Peak Detection Period
Drowsiness Detected
Sleep Detected

Active Alerts

All (7)
Critical (3)
Warning (4)
Driver Asleep - Fleet Vehicle #1428
access_time 2 min ago
place Highway I-95
Machine Operator Asleep - Station #12
access_time 5 min ago
place Factory Floor #3
Prolonged Inactivity - Elderly Care
access_time 12 min ago
place Residence #204
Drowsiness Detected - Bus Driver #42
access_time 18 min ago
place Route 37
Frequent Yawning - Crane Operator
access_time 25 min ago
place Construction Site A
Low EAR Value - Security Guard
access_time 32 min ago
place Building Entrance
Head Nodding - Night Shift Worker
access_time 45 min ago
place Monitoring Station #3

AI Model Status

98.5%
Overall AI Accuracy
Last calibrated: Today at 08:30 AM
arrow_upward 0.5% improvement from last week
Active AI Models
Face Mesh
EAR Detector
Pose Estimation
Sleep Classifier
Model Performance
Face Mesh Detection 99.2%
Eye Aspect Ratio (EAR) 98.7%
Pose Estimation 97.5%
Sleep State Classification 96.8%

Detection Parameters

EAR Threshold
0.21
Consecutive Frames
24
Head Pose Threshold
15°
Yawn Detection
Enabled
Blink Rate Monitoring
Enabled
Sensitivity Settings
Low Medium High
Current sensitivity: 7/10 - Balanced for most environments

System Health

memory
CPU Usage
32%
Normal
sd_card
Memory
48%
Normal
storage
Storage
62%
Normal
speed
Latency
24ms
Excellent