Track 1: AI and Data-Driven Decision Making

• Prevent false positives by not detecting slurries containing 0–8% solids, allowing fines to pass through without triggering an alert. • Ensure the sensor only detects turbidity originating from the cloth on the installed plate, with no interference or signal contamination from adjacent filter media or nearby plates. • Allow operators to quickly and accurately identify which plate—or multiple plates—have a damaged filter cloth. • Support disconnecting and reconnecting during filter media or plate maintenance without excessive power consumption. • Maintain a battery life of approximately six months under normal operating conditions. Figure 5 – Theoretical failure detection criteria

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