DOCTOR / HEALTH PORTAL (170)• Remote Monitoring• Emergency Review

CLOUD SERVER (160)• Model Training• Risk Analysis• Data Aggregation

AI LIFECYCLE MANAGER• Model Validation• Deployment Sync

DEVICE (100) - AI Health Monitoring Apparatus

SENSOR MODULE (102)• Temperature• SpO2

SECONDARY SENSORS (104)• ECG / PPG• Motion (IMU, Accelerometer)• Acoustic / Optical / Chemical

SIGNAL PROCESSOR (108)• ADC Conversion• Noise Filtering• Feature Extraction

COMMUNICATION & STORAGE LAYER

SECURITY MODULE (150)• AES-256 Encryption• Authentication / Key Mgm

LOCAL STORAGE (130)• Local User Data• Model Cache• Encrypted Logs

COMM INTERFACE (120)• Bluetooth / Wi-Fi / LT

INTELLIGENCE / PROCESSING LAYER

FIRMWARE MGMT UNIT (155)• Secure Bootloader• OTA Updates

PROCESSOR / MCU / SOC (110)• ML Model Inference• On-Device Analytics• Local Risk Scoring

USER FEEDBACK MODULE (140)• Alarm / Display / App Notification

Test