anomalert 22 case studies march 2011
DESCRIPTION
22 simple csae study examples of the BN AnomAlert (Artesis MCM) identifying machine malfunctions (2011)TRANSCRIPT
GE BN AnomAlertGE-BN AnomAlert22 Case Studies
March 2011March 2011
Segment: Automotive Equipment: Pump
Case 1
Company: Automobile Manufacturer A Fault: Stator Isolation Breakdown
Decreasing current unbalance level
2GE Title or job number
5/11/2011
Segment: Automotive Equipment: Pump
Case 1
g
Company: Automobile Manufacturer A
q p p
Fault: Stator Isolation Breakdown
AnomAlert gave alarm indicating aAnomAlert gave alarm indicating a developing electrical fault. Thermal camera results verified AnomAlert’s warnings. The pump motor was replaced.
Hot Spot on stator winding
3GE Title or job number
5/11/2011
Segment: Automotive Equipment: Tower Fan
Case 2
Company: Automobile Manufacturer A Fault: Imbalance & Misalignment
AnomAlert first gave a warning of a problem on 16th October 2005, and diagnosed a looseness problem Thediagnosed a looseness problem. The decision was to wait for further indications.
Renewed alert on 19th November 2005 initiated an inspection and a loose
Increasing unbalance parameter level
initiated an inspection and a loose attachment bolt was found on 14thFebruary 2006.
Oct 16 2005
Oct 24 2005
Nov 19 2005
Feb 14 2006
4GE Title or job number
5/11/2011
Segment: Automotive Equipment: Tower Fan
Case 2
Company: Automobile Manufacturer A Fault: Imbalance & Misalignment
Loose bolt
Oct 05 Nov 05 Dec 05 Jan 06 Feb 06 Mar 06
Fixed foundation
correctly identified
Looseness indicated briefly, but then problem disappeared
Consistent alarm on foundations, imbalance and misalignment
Continued monitoring of foundation problem
Continued monitoring of imbalance and misalignment problem
Fixed foundation problem
5GE Title or job number
5/11/2011
Segment: Automotive Equipment: Rubber Mixing Mill
Case 3
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Company: Rubber & Tire Manufacturer
q p g
Fault: Rotor Bar Crack
AnomAlert identified existing transmission and unbalance faultsand unbalance faults
Later, AnomAlert began giving “Rotor Fault” warning also
6GE Title or job number
5/11/2011
Segment: Automotive Equipment: Rubber Mixing Mill
Case 3
Company: Rubber & Tire Manufacturer Fault: Rotor Bar Crack
The “Rotor Fault” trend showed development of the rotor fault
Vibration measurement also verified existence of broken rotor bars, confirming h A Al di ithe AnomAlert predictions
Increasing Trend
7GE Title or job number
5/11/2011
Segment: Oil & Gas Equipment: Diesel Fuel Pump
Case 4
g
Company: Oil & Gas Company A
q p p
Fault: Misalignment
This case shows that AnomAlert can be a very useful tool for quality
Diesel Fuel Pump
3th J l Ch f Oil3th J l Ch f Oil useful tool for quality assurance of maintenance work, showing whether alignment has been correctly
l f ll
Trials of Axle adjustmentsTrials of Axle adjustments
3th July; Change of Oil Felt
3th July; Change of Oil Felt
completed following a maintenance task.
4th July; axle adjustment done4th July; axle adjustment done
8GE Title or job number
5/11/2011
Segment: Aerospace Equipment: Radar Antenna
Case 5
Company: NATO Radar Base Fault: Gear Box Defect
A gear box defect is d dFebruary 4
2003, the gear box changed
detected at a NATO radar base Early
January 24 2003, the problem starts
base. Early detection of this fault helped uninterrupted
i foperation of the radar.
9GE Title or job number
5/11/2011
Segment: Water Equipment: Pump
Case 6
Company: Water Distribution Co. A Fault: Loose Foundation & Unbalance
10GE Title or job number
5/11/2011
Segment: Water Equipment: Pump
Case 6
Segment: Water
Company: Water Distribution Co. A
Equipment: Pump
Fault: Loose Foundation & Unbalance
Before Maintenance After Maintenance
February 19 2009
Before Maintenance After Maintenance
L April 29, 2008February 19, 2009Loose
Foundation Problem
Before Maintenance After Maintenance
U b lApril 29, 2008
February 19, 2009
Unbalance Problem
11GE Title or job number
5/11/2011
Segment: Metals Equipment: Reversing Cold Rolling Mill Fume Fan
Case 7
Company: Iron & Steel Company AFume Fan
Fault: Dirty Filter
12GE Title or job number
5/11/2011
Segment: Metals Equipment: Reversing Cold Rolling Mill Fume Fan
Case 7
Company: Iron & Steel Company AFume Fan
Fault: Dirty Filter
This fan discharges dust‐laden air out of the factory via a filter.
A Al t t t d t th b
Motor Current11.17.2008 04.15.2009
05.25.2009
AnomAlert started to warn the user by giving a “Watch Load” alarm on 15th April 2009. Motor Status 2
Parameter
Examination of the motor current trend shows that the motor current had been
ll th b
Watch Load Level
gradually decreasing since 17th November 2008. This indicates that the filter blockage started on that date and had been gradually deteriorating to the point wheregradually deteriorating to the point where it exceeded the AnomAlert alarm level on 15th April.
This drop off in current shows that the fan had not been extracting the desired volume of air, and hence the ventilation in the plant would be below design levels
13GE Title or job number
5/11/2011
the plant would be below design levels.
Segment: Metals Equipment: Reversing Cold Rolling Mill Fume Fan
Case 7
Company: Iron & Steel Company AFume Fan
Fault: Dirty FilterThe maintenance team attempted to clean th filt ith d i 25th A ilthe filter with compressed air on 25th April 2009, but it was not fully successful. AnomAlert started giving a “Watch Load” alert again after just 1 month of operation.alert again after just 1 month of operation.
The team changed the filter completely on 20th August 2009. After this AnomAlert stopped giving alert signals and the motorstopped giving alert signals and the motor current reverted to its nominal value.
M t C tMaintenance
Motor Current 08.20.2009
14GE Title or job number
5/11/2011
Segment: Food
C S R fi
Equipment: Deep Well Pump
F lt C it ti
Case 8
Company: Sugar Refinery Fault: Cavitation
Just after AnomAlert’s LEARN period was completed, the AnomAlert warned b t f lt i f b dabout a fault in a frequency band associated with Cavitation.
The maintenance team dismantled the pump and checked for cavitation Thepump and checked for cavitation. The photos show the damage of cavitation which can be observed as small pits on pump blade, hence confirming the diagnosisdiagnosis.
Increasing failure level
15GE Title or job number
5/11/2011
• After maintenance, AnomAlert stopped warning.
Segment: Automotive Equipment: Exhaust Fan
Case 9
g
Company: Automobile Manufacturer B
q p
Fault: Belt Looseness
AnomAlert indicated a transmission fault, ,so the engineers looked at the trending data, which pointed to a loose belt.
Increasing failure l l
The maintenance team confirmed belt looseness.
level
Belt tension starts to loose
Belt looseness would tend to result in slippage, which in turn would mean that the motor could not transmit all the power to the fan. This was consistent with the decrease in the three phase currents.
Decreasing current level
16GE Title or job number
5/11/2011
Segment: Power Generation Equipment: Feed Water Pump
Case 10
Company: Power Generation Company A Fault: Bearing Fault
One month after the AnomAlert installation, AnomAlert indicated a developing “Bearing” fault. Maintenance team verified the bearing f lt d l d th b i f th
Developing bearing failure
fault and replaced the bearing of the motor. After the maintenance action AnomAlert stopped giving alarm verifying the effectiveness of the
03.26.2009 03.30.2009
verifying the effectiveness of the maintenance action.
03 30 2009
AnomAlert Alarm history Examine 1 Level
03.26.2009 03.30.2009
17GE Title or job number
5/11/2011
Segment: Water Equipment: Pump
Case 11
g
Company: Saline Water Conversion
q p p
Fault: Stator Failure
The frequency spectrum indicates stator i di bl i b th t 120 Hwinding problem in both pumps at 120 Hz
as shown in the figure below.
Both pumps are stopped and then d h d
Current Balance
restarted in the same day on May 14, 2007. AnomAlert long term trending data shows an increase in current balance parameters and amplitude variations in
May 14, 2007
parameters and amplitude variations in currents before and after May 14, 2007.
S and T phase currents before S apped S and Tcurrents before May 14, 2007
Swapped S and T phase currents
18GE Title or job number
5/11/2011
Segment: Manufacturing Equipment: Compressor
Case 13
g g
Company: Battery Manufacturer
q p p
Fault: Bearing Fault
l dAnomAlert started giving intermittent warnings on September 2005, and a bearing problem was diagnosed by AnomAlert Deterioration was kept underAnomAlert. Deterioration was kept under review until January 2006. When carried out, maintenance and repair actions verified the diagnostic assessment of AnomAlert.
On later examination of the AnomAlert trends, it was found that the bearing problem was detected even earlier that 13th September2005, but the severity was not sufficient to give rise to an alert. This demonstrates the capability of AnomAlertdemonstrates the capability of AnomAlert to indicate developing faults at a very early stage.
19GE Title or job number
5/11/2011
Segment: Manufacturing Equipment: Compressor
Case 13
Company: Battery Manufacturer Fault: Bearing Fault
Aug 05 Sept 05 Oct 05 Nov 05 Dec 05 Jan 06
No problem, Progress of b i bl
Problem fixed, having had 3
other than minor supply issue
Bearing problem indicated, with 3 month warning
bearing problem monitored –early indication in August
months to prepare
20GE Title or job number
5/11/2011
g in August
Segment: Metals Equipment: Pump
Case 14
Company: Iron & Steel Company B Fault: Coupling
Coupling fault d d ddetected and remedied.
21GE Title or job number
5/11/2011
Segment: Manufacturing Equipment: Phosphate Pump
Case 15
Segment: Manufacturing
Company: Home Appliance Man.
Equipment: Phosphate Pump
Fault: Bearing Defect & Bent Shaft
Bearing faultChange of bearings and shaft
Change of bearings and shaft
Change of Change of Increase in the 10thIncrease in the 10th
Bearing fault detected. The same fault indication repeated againg
bearingsg
bearingsthe 10th and 12th mechanical parameters.
the 10th and 12th mechanical parameters.
repeated again later. Further analysis indicated t b t h ftto an bent shaft which was causing the fault.
22GE Title or job number
5/11/2011
Segment: Automotive Equipment: Pump
Case 16
Company: Automobile Manufacturer C Fault: Unbalance
AnomAlert started giving ‘Unbalance’ i d ft it bwarning and soon after it became
nearly consistent, on 28 th May 2010.
Maintenance team checked the motor d f d h b land verified the imbalance.
23GE Title or job number
5/11/2011
Segment: Automotive Equipment: Pump
Case 16
Company: Automobile Manufacturer C Fault: Unbalance
Increasing
‘Unbalance’ and ‘Motor Status 2’ parameters show the development of the
failure trend
parameters show the development of the fault.
05.28.2010
Motor Status
24GE Title or job number
5/11/2011
Segment: Pharmaceutical Equipment: Ventilation Fan
Case 17
g
Company: Pharmaceutical Manufacturer
q p
Fault: Turbulence
Discontinuous but frequent warnings regarding ‘Driven Equipment Fault’ were detected on a Ventilation Fan, that had been monitored by AnomAlert.
After a detailed investigation, it was realized that the warning was being given g g gwhile the monitored fan was running together with the other fan supplying air to the same ventilation duct.
It was observed that when two motors run together they will cause turbulence in air flow.
25GE Title or job number
5/11/2011
Case 18
Segment: Oil & Gas Equipment: Reciprocating CompressorSegment: Oil & Gas
Company: Oil & Gas Company B
Equipment: Reciprocating Compressor
Fault: Valve Leaking
Baseline from June 2010 showingclear, valve related sideband energy
LNG compressors were being monitored by VA,which was not detecting problems. AnomAlertwas then fitted to the compressors. Weanalyzed the results and advised that therewere leaking valves that should be attended toat the next overhaul. When the equipmentwas stripped down, the diagnosis wasconfirmed. Following the overhaul, theAnomAlert was put back into learn mode toi PSD hi h h d i ifi l
October 2010
give a new PSD curve, which had a significantlydifferent shape from the earlier one,confirming that we detected the changeres ltin from the o erha l Vibration Anal sisresulting from the overhaul. Vibration Analysisdetected no change whatsoever.
26GE Title or job number
5/11/2011
Baseline from October 2010 following an overhaul. It can be seen that the valve sidebands are no longer present but there is broadband noise from one of the piston baffles.
Case 19
Segment: Oil & Gas Equipment: LNG Pump
AnomAlert correctly identified that the
g
Company: Oil & Gas Company C
q p p
Fault: Shaft Deflection
AnomAlert correctly identified that the pump had no major faults
No major faults –all green
27GE Title or job number
5/11/2011
Case 19
Segment: Oil & Gas Equipment: LNG PumpSegment: Oil & Gas
Company: Oil & Gas Company C
Equipment: LNG Pump
Fault: Shaft Deflection
AnomAlert trends revealed that the pump was experiencing increased rub energy when the load was too high
The cause of this was slight movement in one of the shaft bearings causing wear toone of the shaft bearings causing wear to the shaft and shaft deflection.
This was confirmed during strip down work on the pump and was related to a design problem that has since been eliminated.
28GE Title or job number
5/11/2011
Segment: Water Equipment: Pump
Case 20
AnomAlert began giving load alarms in
Segment: Water
Company: Water Distribution Co. B
Equipment: Pump
Fault: Pump Blockage
AnomAlert began giving load alarms in September 2010.
Some inherent friction‐related faults were identified in the frequency spectrumidentified in the frequency spectrum.
29GE Title or job number
5/11/2011
Case 20
Segment: Water Equipment: Pump
AnomAlert began giving load alarms in
Segment: Water
Company: Water Distribution Co. B
Equipment: Pump
Fault: Pump Blockage
September 2010 and the active power of the pump dropped drastically in December.
The cause was a piece of wood blocking thepump inlet.
30GE Title or job number
5/11/2011
Case 21
Power from waste generation station.
Segment: Power Generation
Company: Power Generation Company B
Equipment: ID Fan
Fault: Fouling
Between shutdowns the ID Fan system f l l di t d d ffi ifouls leading to reduced efficiency.
AnomAlert identifies this point byAnomAlert identifies this point by recognising the difference in the load conditions of the motor.
31GE Title or job number
5/11/2011Load alarm as power drops off / increases!
Case 21
Segment: Power Generation Equipment: ID Fan
The trends highlight the gradual change in Temporary, short term, changes in power
Segment: Power Generation
Company: Power Generation Company B
Equipment: ID Fan
Fault: Fouling
current between shutdowns, indicating that the system is fouling and that the fan is working harder to overcome this.
can also be seen to have a large effect on the vibration response of the machine.
32GE Title or job number
5/11/2011
Segment: Oil & Gas Equipment: Pump
Case 22
Segment: Oil & Gas
Company:Oil & Gas Company D
Equipment: Pump
Fault: Stator Insulation Progression
Frequent alarm and trend responses indicated changes in internal motor conditions.
Green yellow andGreen, yellow and blue lines correspond to internal electrical faultfault
33GE Title or job number
5/11/2011
Case 22
Segment: Oil & Gas Equipment: Pump
The trending showed that there was
Segment: Oil & Gas
Company: Oil & Gas Company DEquipment: Pump
Fault: Stator Insulation Progression
significant phase current in addition to the stator‐related trend increases and alarms.
Red line (Ir) and yellow line (Is)
Currents in the three phases vary in shape and separation
Red line (Ir) and yellow line (Is) cross over frequently, indicating inconsistent behaviour between the phases
34GE Title or job number
5/11/2011