Rotec AI

Tools

Bearing SelectorPick the right bearing, step by stepVerify a BearingLife, safety factor and fitsLoad CalculatorLoads from your machineWorked templatesFan, gear and shaft load templatesCross-ReferenceNewSame size from other makers. Free, no sign-upBearing AutopsyNewUpload a photo, get the likely causesFailure AnalysisRead damage, find the causeCondition MonitoringVibration, envelope, oil clues, RCMLubricationGreases, oils, cleanliness, oil lifeEquipment AnatomyMotors, pumps, fans, gearboxesFAQ and quick checksSearch the basics in plain languageFind a DistributorSuppliers by brand and city

Learn

Free calculatorsLife, grease, oil, loads and moreFind a bearingSize, rating and equivalents by designationFailure modesDamage types, causes and fixesCondition monitoringVibration, envelope, oil clues, RCMKnowledge libraryLubrication and reliability articlesBearings by machineMotors, pumps, mills, kilns and moreHow-to guidesBearing life, grease, failures, numbersShaft alignmentSoft foot, procedure, tolerances, heatField casesFailure investigations and monitoring cases (licence)Lubrication guidesGreases, oil systems, oil life and costQuick answersPlain-language answers to common questions

More

PricingPartnershipsContact
Report · 2026

Field case findings: what 39 bearing and machinery cases show

Quick answer

Across 39 field cases, 5 came down to looseness, soft foot or a weak support, and 7 to lubrication or oil condition. Where before and after readings exist, fixing a loose support cut vibration by 78% to 87%.

By Tanmay Sharma, founder of Rotec AI · Last reviewed 6 November 2026

The dataset

39 anonymised cases: 26 condition monitoring, 6 failure investigation, 4 oil analysis, 2 design review, 1 energy and reliability. Each case was assigned one main cause theme by reading its summary. The data file is below.

What the cases came down to

Main themeCasesShare
Early bearing defect detection
Trend data gave months of warning
7
18%
Lubrication and oil condition
Grease or oil state was the cause or the clue
7
18%
Balance, resonance, rubs and beats
Vibration from the machine, not the bearing
6
15%
Looseness, soft foot and weak supports
Check the base, bolts and bearing fits before replacing parts
5
13%
Gear damage
Sidebands and waveforms pointed to the gear
4
10%
Design and load inputs
The bearing was fine; the inputs decided the life
2
5%
Electrical damage
Current through the bearing
2
5%
Assembly and operating errors
Overhaul or operating practice created the failure
2
5%
Measurement and operating point
Reading the data correctly, and running the machine at the right point
2
5%
Alignment and thermal growth
A procedure fault repeated across many machines
1
3%
Contamination
Dirt got into the bearing
1
3%

Counts describe this collection, not how often each cause occurs in industry. Cases that get written up skew towards faults that were found and fixed.

How big were the fixes?

Five measurements from four cases have both a before and an after reading on the same point.

CaseBeforeAfterReduction
Motor soft foot (one bolt loosened and shimmed)6.2 mm/s RMS1.2 mm/s RMS81%
Forced-draught fan, loose pedestal fixed8.3 mm/s RMS (axial)1.8 mm/s RMS78%
Condensate pump, loose bolts tightened2.94 mm/s RMS0.38 mm/s RMS87%
Hydro rotor, two-plane balance, plane 17.34 mm/s0.25 mm/s97%
Hydro rotor, two-plane balance, plane 24.38 mm/s0.48 mm/s89%

The three looseness-type fixes cut vibration by 78% to 87% for the cost of a spanner and some shims. The balance case shows the other kind of fix: right weight, right place, first time.

How much warning did monitoring give?

CaseWarningWhat happened
Ball mill pinion bearing9 monthsImpact-based measurement flagged an outer-race fault; standard vibration on the neighbouring bearing showed nothing until replacement day
Rotary calciner support wheels, 3.5 rpm9 to 10+ monthsThree defects found early and confirmed at teardown
Cement mill gearbox5 monthsGear wear seen in spectra before the teardown, with cement dust in the oil
Pulveriser gearbox thrust bearing1 monthFerrous reading rose from 0 to 352, then 443 in routine oil tests
Paper machine press roll, 130 rpm8 daysA weak outer-race line at 0.98 mm/s doubled in eight days and was confirmed at teardown

The pattern is that the warning was there in the data in every case. The value was in the plant acting on it: planning the stop instead of reacting to the failure.

Five patterns worth acting on

  1. Check the support before replacing the rotor or bearing. 5 cases ended at a bolt, a base or a bearing fit.
  2. Overall velocity can pass a damaged bearing. Several early detections came from acceleration, envelope or oil data while overall vibration looked acceptable.
  3. Fixed lubrication intervals do not show condition. Oil tests and measure-before-and-after greasing caught what the calendar missed.
  4. When many machines fail the same way, suspect the procedure. Fifteen boiler feed pumps shared one alignment method that ignored thermal growth.
  5. Check the inputs, not just the arithmetic. In two design reviews the life changed by more than ten times depending on a load or shock-factor input.

All cases by theme

Looseness, soft foot and weak supports (5)

Early bearing defect detection (7)

Lubrication and oil condition (7)

Balance, resonance, rubs and beats (6)

Gear damage (4)

Design and load inputs (2)

Electrical damage (2)

Assembly and operating errors (2)

Alignment and thermal growth (1)

Contamination (1)

Measurement and operating point (2)

Method and limits

Download the data (CSV)

See how each case was diagnosed

Questions

What is the most common cause in these field cases?

Lubrication and oil condition (7 cases) and early bearing defect detection (7 cases) are the largest themes, followed by looseness, soft foot and weak supports (5 cases).

How much can fixing looseness reduce vibration?

In the three looseness-type cases with before and after readings, vibration fell by 78%, 81% and 87%.

Can I use these figures as industry averages?

No. The collection is small and not random. It shows what recurred in these cases, not how often each fault occurs across industry.