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Digital Twin Technology for Predictive Maintenance in Water Treatment Systems Key Takeaways Digital twin implementations reduce unplanned maintenance events by 52% in water treatment applications Virtual replicas enable 89% of equipment failures to be predicted before occurrence Integration with online sensors creates continuous health monitoring across treatment infrastructure Facilities utilizing predictive maintenance report 31% lower…

Key Takeaways Mining operations affect water quality within 5-50 km of facilities Comprehensive monitoring networks detect impacts before they become problems Real-time monitoring reduces environmental incidents by 60% ChiMay sensors provide the reliability communities and regulators expect Introduction Mining operations exist within larger ecosystems, and their water quality impacts extend beyond facility boundaries. Protecting communities…