IoT Based Predictive Maintenance Solutions

AI Powered Early Fault Detection | Condition Monitoring | RUL Prediction

Predictive Maintenance

Current Scenario of Maintenance

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1000–5000 rotating equipment in a typical plant

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Managed by limited maintenance staff

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Manual inspection (touch, hear, visual guess)

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Quarterly offline measurement by vendors

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Sudden failures still occur frequently

Challenges in Traditional Maintenance

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Inaccurate diagnosis (skill dependent)

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No real-time asset visibility

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Late detection of faults

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No historical fault tracking

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Reactive rather than proactive maintenance

This Leads To

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Unplanned equipment downtime

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Reduced machine life

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Higher spare parts usage

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Production loss & increased OPEX

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Inefficient manpower utilization

Value of IoT Based Predictive Maintenance

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24×7 vibration, temperature & sound monitoring

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AI/ML based health scoring

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FFT analytics for deep diagnostics

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Remote visibility from anywhere

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Monthly expert reports

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20–40% reduction in downtime

Data Collection from Machine Body

High-accuracy vibration & temperature sensors collect continuous machine health data for ML & predictive maintenance.

Faults That Can Be Diagnosed

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Bearing Faults

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Unbalance

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Misalignment

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Mechanical Looseness

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Gear Mesh Faults

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Resonance & Soft Foot

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Temp Abnormalities

Predictive Maintenance Architecture

Predictive Maintenance Architecture

Dashboard Visibility

Dashboard Visibility

System Alerts

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Automatic instant alerts for deviations

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SMS / Email / WhatsApp Notifications

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Configurable thresholds

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Critical + Warning-level notifications

Motor Health KPI

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Machine Health Score

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Vibration Severity Index

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Temperature Trend Index

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Failure Probability Score

Realtime Data Monitoring

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Live vibration waveform

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Real-time FFT spectrum

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Continuous temperature logs

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RPM, load & performance insights

Remaining Useful Life (RUL)

AI/ML-based life prediction helps schedule maintenance before failure.

Equipment History

Complete audit trail of past faults, vibration patterns, and maintenance logs.

📞 Get in Touch With Us

Our team will help you with system design, BOQ, pricing, integration support and complete deployment planning tailored for your facility.