AI Powered Condition Based Maintenance (CBM)
ioEYE Predict AI, IoT sensors and software make asset condition monitoring easy and affordable to implement.
Condition Based Maintenance (CBM) is a maintenance strategy in which an assets condition is monitored regularly to decide if maintenance is required.
IMPLEMENTING CONDITION BASED MAINTENANCE
Identify leading health indicators
Analyze the failure modes or history of your asset. Identify parameters that are a good leading indicator of failure. These indicators trend in a predictable way as the asset degrades.
Set baseline
You can then set the baseline against which you need to benchmark performance. A change from this, absolute or relative, triggers a maintenance event.
Continuous measurement
Continuous measurements are made manually or automatically from sensors. These are trended and continuously compared to the baseline performance or level.
Widely used leading indicators for CBM
The advantage of condition-based maintenance are tremendous. Condition-based maintenance can transform your plant and allow you to balance between reliability and maintenance costs. It brings definite cost savings through reduction in unexpected & planned downtime, maximizing equipment life and improving team efficiency.
One of the main disadvantages of condition based maintenance is the amount of time it takes to collect data and the complexity in storing this data.
ioEYE Predict IoT sensors and software is making enterprises overcome this challenge
IOT SENSORS
Acquire asset health data like vibration, ultrasound, temperature, magnetic flux using our wireless and wired IoT sensors and gateways.
FEATURE EXTRACTION AND BASELINING
Extract features (health indicators) from the sensor data in time domain and frequency domain. Apply filters and establish baselines.
TRENDING AND THRESHOLD ALERTS
Health indicators are trended and continuously compared to the baseline. Alerts can be set when the baseline or threshold is breached.
Benefits of Condition Based Maintenance (CBM)
Condition Based Maintenance appeals to enterprises due to its high ROI and its ability to reduce unexpected downtime.