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Public toilets play a vital role in maintaining public health and hygiene. They provide a safe and clean environment for people to use, which helps prevent the spread of diseases and infections. Public toilets are essential in public places such as shopping malls, airports, train stations, and parks, where people gather in large numbers. They are also crucial in areas where people live in close proximity, such as residential areas and urban centers.
+-----------------+ +-------------------+ +------------------+ | Edge Devices | --> | Edge Gateway | --> | Cloud/Edge AI | | (IoT Sensors) | | (Protocol Bridge) | | (ML Models) | +-----------------+ +-------------------+ +------------------+ | | | - Door counters - MQTT/CoAP - Model Training - Flow meters - Local buffering - Real‑time inference - Temperature/Humidity - Edge pre‑processing - API for apps - Low‑res cameras (privacy) - OTA firmware updates - Dashboard & alerts | | | v v v +-----------------+ +-------------------+ +------------------+ | Actuators | | Management UI | | Reporting & | | (valves, lights) | (Web/Mobile) | | Analytics | +-----------------+ +-------------------+ +------------------+
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| Sensor Type | Typical Specs | Placement | |-------------|---------------|-----------| | | ±1 person, 0‑5 m range | Doorframe | | Ultrasonic Water Flow Meter | ±2 % accuracy | Supply pipe | | Smart Faucet Valve | PWM‑controlled | Sink | | Temperature/Humidity | ±0.5 °C, ±2 % RH | Ceiling | | Low‑Res Camera (640×480, 5 fps, IR) | No facial details, on‑device anonymization | Ceiling, angled toward stalls | | Acoustic Sensor | 0‑20 kHz, noise‑filtering | Ceiling/Wall |
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