AI Predictive Maintenance for Compressors, Motors and Boilers
Predictive maintenance for industrial equipment that starts with one asset. Vibration, current and SCADA show the pattern. A single-asset pilot is how you see whether the watch earns a second machine.
Name one compressor, motor or boiler and the signals you can export.
Asset health
Compressors, motors, boilers
Compressor 2
WatchMotor 4
SteadyBoiler 1
Plan workCompressor 2 is in the watch portion of the window. No day count is shown until the pilot scores it.
The Cost of Unplanned Downtime
When a main compressor, a line motor or a boiler stops without a plan, the line stops with it. Output is lost. Scrap and overtime follow. The repair is done in a hurry, often with parts that were not on the shelf.
That cost is real and it is specific to the line. We do not print a rupee figure for it. A number from another plant would not be yours. Predictive maintenance for industrial equipment is the attempt to see the pattern early enough that the stop can be chosen.
The same machines often waste energy before they fail. Short cycling and unloaded running belong with factory energy monitoring. This page is the failure watch. Both sit under Energy and Utilities.
What a planned stop can use
- A named asset and the signal that moved
- Time to arrange parts and people
- A window that production can accept
- A note of what the model did not explain
Assets Covered
Compressors, industrial motors and boilers are the core. Other rotating equipment can follow the same pilot shape once one asset has been scored.
Predictive maintenance for compressor
Screw and reciprocating machines: vibration, current, temperature, unload hours and short cycling. The alert names the unit.
Predictive maintenance for industrial motors
Main drives and the motors around a line. Current signature and temperature sit next to whatever vibration the site already collects.
Predictive maintenance for motors
Smaller motors are in scope when the feeder or the drive can see them. A motor with no measurement is listed as a gap, not scored.
Boilers and auxiliaries
Pressure, temperature, feed and fan motors. A boiler watch uses the SCADA the boiler house already trends.
Data Sources
Vibration, current, temperature, pressure and SCADA. The pilot uses the series the asset already has. A missing series is written down, not filled with a guess.
Vibration
Existing sensors, a route-based reading, or a partner-fitted point on the pilot asset.
Current
Drive, feeder or clamp measurement. Useful even when a vibration point is not in place yet.
Temperature and pressure
From SCADA, the boiler panel, or a transmitter that is already logged.
Run context
Hours, load and production state, so a start-up transient is not called a fault.
Failure Prediction and Energy-Waste Alerts
Two lists, kept apart. One is a failure watch. The other is energy the asset is using while it still runs. Mixing them hides both. A Gujarat plant that later claims equipment assistance measures the energy side on the audit and subsidy path.
A pattern, not a promise
The model raises a watch when vibration, current or temperature leaves the asset’s own history. It does not claim every failure in advance.
Energy waste before a trip
A compressor that short-cycles, or a motor running unloaded, can waste energy while it is still “healthy” on the alarm list.
The maintenance window
The useful-life view is a window for planning work, scored on the pilot asset. It is not a published day count.
Work order, not a dashboard
The alert names the asset, the signal and why it is on the list, so a planner can schedule the stop.
Sensor Partners
Most pilots start on SCADA and current. A sensor partner is for the asset that truly has a gap. The partner fits the point. We say what the model needs from it.
Use what is logged
SCADA, drives and any vibration system you already pay for are the first source.
Name the gap
If the pilot asset has no current and no vibration, we say so before a model is fitted.
Sensor partners
A vibration or current point can be added with a partner. The pilot scope says which point, and why.
One asset, then others
Hardware for the rest of the fleet waits until the first asset has shown what the signals are worth.
Single-Asset Pilot
One compressor, motor or boiler. An agreed window. A review of which alerts matched a real condition and which did not. The next asset is a decision after that review.
Pick the asset
One compressor, motor or boiler that matters to the line, plus the signals you can already export.
History
We check how far back the data goes and whether load context exists.
Fit
A model of that asset’s normal behaviour, including start-up and load changes.
Watch
Alerts through an agreed pilot window. Each alert is kept for the review.
Review
What the data supported, what it did not, and whether a second asset is worth adding.
Results
Figures stay on the pilot asset until a client approves publication.
[client result: failures caught in the pilot window]
[client result: planned stops that replaced a breakdown]
[client result: energy waste flagged on the pilot asset]
[client result: lead time before the maintenance work]
Results will be published as case studies with client approval.
Frequently asked questions
Common questions about assets, sensors, pilot length, and how alerts reach the maintenance team.
What is predictive maintenance for industrial equipment here?
A watch on one asset’s vibration, current, temperature or pressure, raised while the machine is still running, so maintenance can be planned. It covers compressors, industrial motors and boilers. It is not a claim that every failure is named in advance.
Which asset should the pilot use?
Usually the compressor, motor or boiler whose stop hurts the line most, and which already has some history. Predictive maintenance for a compressor is a common start. A motor with only a feeder current is still a valid start.
Do we need new sensors?
Not if SCADA, the drive or an existing vibration point covers the asset. If it does not, a sensor partner can add the missing point. We say which point before anything is bought.
How long is a single-asset pilot?
Long enough to see the asset across the loads it actually runs. We agree the window when we see the history. We do not print a fixed number of days on this page.
Does this replace the maintenance team?
No. Planners still decide the stop. The alert is the evidence. Energy waste on the same asset can go to factory energy monitoring.
Start a Single-Asset Pilot
One compressor, motor or boiler, and the history you can export. We will say what that history can support.