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Innovative AI-Powered Monitoring: Preserving Air Quality and Elevating Performance at Baghouses

The Challenge

Maintaining baghouse performance is crucial for air quality control in power plants, steel mills, aluminum mills, mining, cement plants, chemical manufacturing, food processing, and grain milling. Unchecked, equipment wear and failure can lead to significant operational disruptions, environmental releases, and regulatory fines.

Catastrophic Fan Failure Avoided

Alerted by AI, the AssetWatch Condition Monitoring Engineer (CME) monitoring machine health for a steel mill observed a baghouse fan ODE showing several harmonics of 1x fan speed, indicating rotating looseness, and time wave form showing high amplitude (>50g's Pk-Pk) impacting spaced at 1x fan speed. The CME issued a Maintenance Recommendation and notified the customer to check the fan bearings for excessive clearance by conducting a shaft lift check or measuring bearing clearances.

The lift test confirmed 0.019"-0.020" excessive wear (0.025" overall). After disassembly, it was discovered that the bearing was damaged and the housing was worn. Both were changed and vibration amplitude decreased from >50 g's to 4.5 g's Pk-Pk, avoiding a catastrophic failure. The customer estimated that 24 hours of downtime were prevented and cost savings of more than $58k.

By integrating AI with expert analysis, we transform maintenance from a reactive to a proactive strategy, significantly enhancing operational efficiency and safety.

AssetWatch Expert

Baghouse Win Cost Savings
Six-Month Customer Savings
ROI Delivered
Downtime Risks Resolved
Baghouse Downtime Avoided
24 Hours
Baghouse Fan Vibration Reduction

Maximizing Returns: AssetWatch's Impact on Baghouse Operations

AssetWatch's innovative AI solution not only enhances operational efficiency but also significantly cuts down costs. By reducing downtime and maintenance expenses, AssetWatch ensures a substantial return on investment for baghouses.

*ROI across more than 165+ manufacturing customers

AssetWatch's AI reduced vibration by 77%, extending asset life

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