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What is predictive maintenance
The document discusses the benefits of predictive maintenance for valves, emphasizing its role in diagnosing asset conditions to optimize maintenance schedules. Key advantages include cost savings, prevention of unexpected shutdowns, and increased safety and production efficiency. Predictive maintenance leverages machine learning for diagnostics and relies on data collection, early fault detection, and resource optimization.
What is predictive maintenance
- 1. ©PhononIA Ltd. 2020 Makingvalves immune to failure Making valves immune to failure Predictive maintenance helps diagnose the condition of an asset to estimate when maintenance should be performed. It is considered to be one of the driving forces for improving productivity.
- 2. Benefits: • Cost savings •Prevention of unexpected shutdowns • Increased plant safety, fewer accidents • Optimized spare parts handling • Convenience - scheduled maintenance • Increased materials production Making valves immune to failure
- 3. ©PhononIA Ltd. 2020 Makingvalves immune to failure Making valves immune to failure Predictive maintenance • Relies on the actual asset condition to predict when maintenance is required. • It typically uses Machine Learning for diagnostics and forecasting future states. • Relies on the asset’s average expected life statistics. Preventative maintenance vs.
- 4. Predictive maintenance components: •Data collection and pre-processing • Early fault detection • Fault detection • Time to failure prediction • Maintenance scheduling • Resource Optimization Making valves immune to failure