Designate a few bays as gold-standard references where every reading gets cross-checked by humans for a week. Capture empty, half, and full states multiple times. Photograph setups, store environmental notes, and make these records part of your acceptance criteria. Use these bays when new firmware ships or sensors are replaced. Share results openly with frontline staff, inviting corrections. This creates a common language, reduces blame, and speeds decisions when anomalies happen during peak hours or end-of-month inventory reconciliations. Keep charts visible by the breakroom to sustain awareness.
Temperature swings alter ultrasonic speed, dust dampens signals, and forklifts shake mounts. Compensate with on-board temperature sensors, protective covers, and lock washers. Calibrate for reflective metal surfaces by angling emitters or adding diffusers. Schedule self-tests during quiet periods. Flag suspect readings when vibration exceeds thresholds and prompt a quick visual check. If condensation is common, select conformal coatings and IP-rated enclosures. By engineering for the worst shift, your readings remain believable when weather, workload, or layout inevitably change, preserving trust in critical replenishment and picking decisions.
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