USE CASE |
May 29, 2026
Rotating Equipment Health Monitoring
Overview
Rotating equipment—motors, pumps, fans, and compressors—represents a significant share of both critical uptime risk and maintenance spend in manufacturing. Even a single unexpected failure can disrupt production and drive costly downtime. TDK SensEI’s edgeRX™ enables predictive maintenance with real-time monitoring and AI-driven insights, helping manufacturers reduce failures, optimize maintenance spend, and improve asset utilization.
Problem
Most manufacturers still rely on reactive or time-based maintenance, which leads to either over-maintenance (wasted cost) or unexpected failures (lost production). Rotating equipment failures often start as small, undetected issues—vibration anomalies, imbalance, or overheating—that escalate into expensive breakdowns.
Key operational and financial challenges:
- Unplanned downtime costs
Production losses, missed SLAs, and recovery costs - Excess maintenance spend
Replacing parts too early or performing unnecessary inspections - Energy inefficiency
Degraded equipment consuming more power than optimal - Labor inefficiency
Teams spending time firefighting instead of planned maintenance - Shortened asset lifespan
Late detection leading to major repairs or replacements
Predictive maintenance addresses these issues by continuously tracking vibration and temperature trends to identify early-stage faults.
https://product.tdk.com/en/techlibrary/productoverview/predictive-maintenance-for-machine-health.html
Solution: edgeRX™ at the Edge
TDK SensEI’s edgeRX™ delivers an integrated platform that combines sensing, edge AI, and analytics to convert raw machine data into actionable cost-saving insights.
How edgeRX™ drives reliability and ROI:
- Early fault detection
edge AI detects anomalies before failure, reducing costly production interruptions
https://sensei.tdk.com/edgerx/ - Condition-based maintenance
Replace parts only when needed instead of on fixed schedules
https://sensei.tdk.com/tdk-introduces-edgerx-the-future-of-industrial-machine-health-monitoring/ - Real-time monitoring
Alerts allow maintenance teams to act immediately, avoiding escalation
https://sensei.tdk.com/edgerx/ - Energy efficiency
Improvements identifies underperforming equipment drawing excess energy - Centralized visibility
Dashboards provide plant-wide insights for smarter decision-making - Low-touch deployment
Out-of-the-box platform reduces integration and setup costs
Expected Outcomes
Organizations deploying edgeRX™ for rotating equipment typically see improvements across uptime, cost, and efficiency metrics.
Illustrative impact:
- 20–40% reduction in unplanned downtime through early fault detection
- 10–25% reduction in maintenance costs via condition-based servicing
- 5–15% energy savings from optimized equipment performance
- Extended asset life (10–20%) by addressing issues earlier
- Improved maintenance productivity with fewer emergency interventions
These gains translate into higher production output, lower operating costs, and faster payback on monitoring investments.
Summary
TDK SensEI’s edgeRX™ transforms rotating equipment maintenance from a cost center into a strategic value driver. By combining continuous monitoring, edge AI analytics, and actionable insights, edgeRX™ helps manufacturers reduce downtime, optimize maintenance spend, and maximize asset performance—delivering clear, measurable ROI across operations.
