Connect changing equipment conditions with diagnostics and maintenance planning. Every site is different; reliable decisions depend on data and experience.
PROJECT EXPERIENCE
Steel
Detect bearing damage early
Vibration monitoring and fault analysis identified bearing damage in a rolling mill roller table before obvious signs appeared. A later inspection confirmed damage to the bearing balls, and the customer replaced the bearing. The system complements the existing PLC and supports maintenance planning.
This project complements an existing PLC system and did not use an AI agent.
Monitor pumps and fans in cooling systems and analyze trends to guide mechanical fault investigation. Field checks and post-maintenance measurements support informed maintenance planning.
Connect condition monitoring, diagnostics, field verification, and maintenance records for critical fab utility equipment. Traceable equipment histories support shift handovers and future investigations.
Combine vibration trends, maintenance history, and field inspections to narrow investigations into critical rotating equipment. Compare conditions after maintenance to verify the outcome.
Monitor motors and gearboxes in baggage handling systems for emerging signs of deterioration. Use field verification and operating schedules to prioritize inspections and prepare spare parts.
Vibration monitoring, trends, and diagnostics support investigations into drive equipment and fans on production lines. Plan inspections, maintenance, and spare parts around production needs.
Monitor motors and gearboxes in gantry crane hoisting and travel mechanisms. Analyze vibration alongside starts, stops, and load changes to focus inspections and schedule maintenance around lifting operations.
Monitor vibration and temperature in fans and pumps supporting off-gas treatment and circulating water systems. Use operating context and field checks to investigate deterioration and plan maintenance.
Track cooling circulation pumps and fans in battery energy storage systems. Diagnostics and field inspections support maintenance planning for thermal management equipment.
Connect monitoring, diagnostics, and maintenance records for pumps and fans in pharmaceutical water, cooling, and ventilation systems. Compare equipment conditions before and after maintenance to support verification and handovers.