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Keamanan dan privasi merupakan perhatian lain. Penerangan yang memadai, keberadaan petugas atau pemantauan jarak jauh, serta penempatan toilet di area yang mudah dijangkau namun tidak terisolasi membantu mengurangi risiko kekerasan atau pelecehan. Privasi desain—pintu yang tertutup rapat, partisi yang cukup tinggi, dan pengaturan jalur masuk—meningkatkan kenyamanan pengguna.

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| Use‑Case | ML Technique | Data Sources | Expected Benefits | |----------|---------------|--------------|-------------------| | | Time‑series forecasting (ARIMA, Prophet, LSTM) | Door‑sensor counts, motion sensors, CCTV anonymized heatmaps | Reduces wait time, enables dynamic signage (“Free”/“Occupied”) | | Anomaly Detection for Maintenance | Unsupervised clustering (Isolation Forest, Auto‑encoders) | Flow‑meter readings, flush counts, water pressure, temperature, sensor health logs | Early warning of leaks, clogged pipes, broken flushes | | Hygiene Monitoring | Computer‑vision classification (CNN) on low‑resolution, privacy‑preserving images | UV‑LED camera snapshots, surface‑temperature sensors | Alerts for spills, unsanitary conditions, triggers cleaning crew dispatch | | Energy & Water Optimization | Reinforcement learning (Q‑learning, DDPG) for actuator control | Faucet flow meters, smart‑valve states, occupancy data | Cuts water usage by 20‑30 % and electricity by 15‑25 % | | User Sentiment & Feedback Loop | Natural‑Language Processing (BERT, GPT‑4) on SMS/WhatsApp/Google‑Forms | Textual feedback, social‑media mentions | Prioritizes improvements, tracks satisfaction trends | | Security & Vandalism Prevention | Anomaly detection on acoustic sensors + video analytics | Microphone arrays, edge‑processed video | Immediate alerts to security personnel, deter illicit behavior | Keamanan dan privasi merupakan perhatian lain