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Night patrol and room checks were burdensome, while the facility needed earlier signs of abnormal events, privacy-aware operation and record management.
Glossy and curved parts changed how scratches and stains appeared, causing variation in manual judgment.
Distance, code size and reflection varied, while generic readers did not fit enclosure or communication requirements.
Package and label conditions varied, causing read failures and repeated operations.
The product required a display-control platform balancing response, boot time, screen quality and long-term supply.
Communication control had to handle mobile network fluctuation, stable boot and vehicle power conditions.
Stable control had to consider outdoor conditions, power fluctuation, remote maintenance and display operation.
