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Physics Informed Neural Networks

We show you the exact health of your pumps and motors

Standard sensors detect damage after it happens. We use Digital Twins to simulate internal physics in real-time, detecting problems months in advance with 99% accuracy.

How it works

Our proprietary physics model takes real-time sensor data and solves complex fluid and electromagnetic equations happening inside the machine. This allows us to see internal defects that standard tools miss.

Centrifugal Pump Digital Twin

Centrifugal Pump
Collecting sensor data...
Pumps

Data you must have

Virtual Cavitation Index

Cavitation is the formation of vapor bubbles in a liquid due to low pressure.

Best Efficiency Point

A pump has a specific efficiency curve (Head vs. Flow). The BEP is the peak of that curve.

Net Positive Suction Head

This is the pressure available at the suction pipe to prevent cavitation.

Impeller Stress Heatmap

This shows the mechanical stress on the metal vanes caused by water pressure.

Hydraulic Load

A pump has a specific efficiency curve (Head vs. Flow). The BEP is the peak of that curve.

Motors

Health & Efficiency

Current Imbalance

If Phase A draws 100 Amps and Phase B draws 105 Amps, the motor overheats.

Rotor Bar Health

In AC Induction motors, the internal bars can crack. This creates a specific vibration frequency.

Motor Efficiency Curve

Motors have a Torque vs. Efficiency curve. They are usually best at 75-100% load.

Winding Temperature

Our neural networks estimate the temperature inside the copper coils based on current and resistance.

Output Torque

A pump has a specific efficiency curve (Head vs. Flow). The BEP is the peak of that curve.

General Data

Applicable to Motors & Pumps

Vibration RMS

Used to detect imbalances, misalignments, loose mountings, and electric or hydraulic flow issues.

Temperature Trends

Critical for winding insulation in motors and bearings in pumps. Every 10°C rise cuts insulation life in half.

Remaining Useful Life

Predicts when the insulation or bearings will seize in motors and when the seal or impeller will degrade in pumps.

Integration

Works with the tools you already use

Our API automaticaly feeds predictive health metrics into SAP, Maximo, or Ignition, triggering maintenance tickets the moment a risk is detected.

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