MICROSGUARD
AI Driver Safety System
Inisialisasi sistem inti...
Overview
Real-time AI driver safety & microsleep monitoring · HE-01
MENGUAP
MG
◉ Active Devices⋮
0 / 4
Pemeriksaan Langsung⌁ System Uptime⋮
99.8%
↗ Stable◐ Yawns Today⋮
0
Live Counter↗ Safety Score⋮
100.0
Evaluasi LangsungOperator Monitoring
◐ MENGUAP
Menunggu stream dari Raspberry Pi...
Periksa Cloudflare Tunnel & main_flask.py
PI WEBCAM LIVE1280×720 · HE-01
FACE DETECTEDFPS 30AI VISION ACTIVE
Operator Condition
MENUNGGU DATA...
Sistem bersiap...
Eye state
-
Eye closure
0.00 sec
Durasi Uap
0.00 sec
Yawn count
0
Drowsiness
0%
Total Yawn
0
Eye Closure & Drowsiness
Condition Distribution
Paket Perangkat Keras Langsung
Skor Keselamatan Pengemudi
100.0
Skor operator yang dievaluasi secara langsung
100%
Event Keselamatan Terbaru
--:--:--
Menunggu Data
Sistem siap menerima data dari ESP32
NORMAL
Status Perangkat
Pi Webcam
Kamera & Visi Komputer
MEMERIKSA
ESP32
Kontroler utama / Wi-Fi
MEMERIKSA
I²C BUS
Komunikasi kontroler
MEMERIKSA
ATmega328P
Modul peringatan / alarm
MEMERIKSA
Total Devices
4
Tracking ConnectionAverage Health
96%
↗ OptimalLive Packets
0
↗ Live TrafficWarning State
STANDBY
Real-timeNetwork Traffic
Connected Hardware
Pi Webcam
● CHECKING
Kamera & Visi Komputer
Health 0%30 FPS · Waiting
ESP32
● CHECKING
Main controller + Wi-Fi
Health 0%-48 dBm · Checking...
I²C BUS
● CHECKING
Pi/ESP32 ↔ ATmega328P
Health 0%1.842 k · Waiting
ATmega328P
● CHECKING
Buzzer & warning indicator
Health 0%Standby · Waiting
Critical
0
MicrosleepWarning
0
DrowsinessYawn Events
0
MenguapSystem State
WAITING
MonitoringAlert Trend
Alert Categories
Active & Recent Alerts
| Time | Severity | Event | Device | Drowsiness | Status |
|---|---|---|---|---|---|
| Menunggu data dari ESP32... | |||||
Normal Time
-
HealthyDrowsiness
-
MonitorMicrosleep
-
CriticalBlink Rate
14/min
Normal rangeLive Eye Closure Timeline
Live Drowsiness Index
Live Yawning Frequency
Detection Accuracy Signals
Events Today
0
↗ Jumlah LangsungMicrosleep
0
CriticalYawn Events
0
MenguapNormal
0
StableEvent Volume
Event Types
Complete Event Log
--:--:--
Menunggu Data
Sistem siap menerima data dari ESP32
NORMAL
Daily Safety Report
Summary of driver condition, microsleep, yawning, events and device health over one day.
Shift Performance
Operator performance analysis by shift with safety score and drowsiness patterns.
Device Diagnostic
Pi Camera, ESP32, I²C and ATmega328P status with device reliability.
Weekly Safety Score
Event Comparison
Risk Index
32
ModerateModel Confidence
96.8%
HighPattern Alerts
0
ReviewPredicted Risk
LOW
Next 15 minAI Risk Prediction
AI Insight — Current Shift
Generated from eye-state events
Sistem memantau pola kantuk secara real-time. Peringatan otomatis saat eye closure mendekati 2 detik.
Risk Factors
Eye closure duration0%
Yawning frequency0%
Long blink pattern0%
Historical risk21%
System Health
96%
ExcellentCPU Load
38%
NormalMemory
61%
NormalWi-Fi RSSI
-48
dBm · GoodSystem Performance
Resource Utilization
Health Checklist
Pi Webcam
Aliran gambar stabil
CHECKING
ESP32
Wi-Fi & pemrosesan
CHECKING
I²C
Tidak ada kehilangan paket terdeteksi
CHECKING
ATmega328P
Modul peringatan siap
CHECKING
Web Interface
Dasbor responsif
ONLINE
Detection Configuration
System Preferences
Real-time notifications
Critical alarm relay
Automatic event logging
AI insight suggestions
Communication Settings
About System
MICROSGUARD
AI Driver Safety & Microsleep Monitoring
MICROSGUARD is an intelligent driver safety monitoring system designed to detect fatigue, drowsiness, and microsleep in heavy equipment operators in real-time.
The system continuously analyzes the operator's eye condition and behavioral indicators, then provides an early warning when potentially dangerous conditions are detected.
System Architecture
Raspberry Pi 3
Computer vision & image processing
ESP32
Controller, wireless communication & web data
I²C
Communication between system controllers
ATmega328P
Warning, buzzer & safety response module
Main Functions
✓
✓
✓
✓