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Perception Layer Optimization**  \nDeploying multiple types of IoT sensors is crucial, including ammonia\u002Fhydrogen sulfide gas sensors (to monitor odor concentration), infrared human body sensors (to identify toilet stall occupancy), toilet stall occupancy indicator lights (to display real-time status), and water consumption meters (to track water usage). For example, combining laser toilet stall human body sensors with environmental monitors can create a perception network covering the operational status of public toilets, providing raw data support for subsequent analysis.\n\n**2. Network Layer Optimization**  \nUtilize wireless communication technologies such as Narrowband IoT (NB-IoT), LoRa, or 4G\u002F5G to ensure stable and low-power data transmission. Sensor data is transmitted via the IoT to a cloud platform, supporting remote real-time monitoring and device linkage control, such as dynamic toilet stall guidance and resource scheduling.\n\n**3. Platform Layer Optimization**  \nAs the data processing hub, it needs to have four key functions:  \n- **Real-time Computation and Trend Analysis**: Perform real-time computation on data such as toilet usage flow, water consumption, and air quality index, generating historical trend reports.  \n- **Threshold Alerting and Work Order Generation**: Automatically trigger alerts or generate maintenance work orders when ammonia concentration exceeds 0.5 ppm or tissue supply falls below 20%.  \n- **Multi-source Data Integration**: Integrate sensor data, user feedback, and third-party system information, providing standardized interfaces for upper-layer calls.  \n- **Rule Engine Presets**: Automatically schedule cleaning tasks or equipment maintenance based on condition priorities such as 'odor concentration + usage frequency'.\n\n**4. Application Layer Optimization**  \nProvide differentiated services for managers and the public:  \n- **Manager Applications**: Display global data (such as real-time foot traffic and fault statistics) through a web management dashboard, supporting cleaning scheduling and consumable alerts; mobile apps\u002Fmini-programs receive equipment fault alerts and enable remote inspections.  \n- **Public Applications**: Outdoor displays show toilet stall occupancy, air quality, and consumable levels; city apps or map software integrate toilet navigation, real-time stall availability queries, and complaint portals; touchless interaction designs (such as wave-activated tissue dispensers and foot-operated flush devices) reduce physical contact.\n\n**5. 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