Maintenance planners schedule preventive work on calendar intervals or engine-hour triggers that were set during commissioning and rarely revised despite accumulated failure history. Condition monitoring data - vibration spectra, oil analysis results, component temperature trends - arrives from three or more separate systems with different reporting cycles. By the time a reliability engineer correlates a degrading vibration signature with a rising iron count in the oil sample and an elevated final drive temperature, the failure is days away rather than weeks. The result is reactive work orders written under time pressure with parts unavailable, costing multiples of what a planned intervention would have.
Built For
Reliability Engineer managing condition-based maintenance for a fleet of 40 ultra-class haul trucks and 8 hydraulic shovels at a remote open pit site
Don't build from scratch. Deploy a pre-trained specialist agent instantly.
Reliability / Maintenance Engineer
Forecasts component remaining useful life by correlating vibration spectra, oil analysis trends, and temperature profiles against historical failure signatures.
Mine Planner / Operations
Integrates maintenance forecasts into production scheduling to minimize planned downtime impact and avoid unplanned availability losses.
Safety Officer
Ensures equipment condition deterioration is escalated to safety-critical status before operational risk thresholds are breached.
Lumina correlates vibration spectral trends, oil analysis element counts, component temperature profiles, and historical failure records to forecast remaining useful life for engines, final drives, and hydraulic systems, enabling condition-based maintenance planning that replaces the calendar interval.
Drag and drop your CSVs. No complex pipelines required.
Ask questions in plain English, get instant answers.
I see a consistent -12% variance between Block Model estimates and Plant Recovery for material from Pit B. This suggests high dilution during blasting.
Related Capabilities