DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage...
Transcript of DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage...
![Page 1: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/1.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 1
24 Oct 2005
DOD MAINTENANCE
SYMPOSIUM
Dr. Bill Lewis A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E
CBMMain Rotor Swashplate Bearing
Fault Detection
Spalling/Corrosion
Broken Cage
CBM
![Page 2: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/2.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 2
DOD MAINTENANCE SYMPOSIUM
METHODOLOGY
TRANSITION TO A CBM ENVIRONMENT
CULTURE CHANGE
AMRDEC- COMITTED TO DEVELOPING THE METHODOLOGY TO SUPPORT THE CBM PROCESS
TIME BASED
TBO’S
REAL TIME CONDITIONED BASED
CI’S (DIAGNOSTICS) CI’S (PROGNOSTIC’S)
TODAY
![Page 3: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/3.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 3
CBM STEPS
DOD MAINTENANCE
SYMPOSIUM
• IDENTIFY PARTS• FAILURE MODES• DATA REQUIREMENT• ANALYSIS METHODS• COLLECT DATA• CONDITION INDICATORS• CORRELATE USAGE• PROGNOSTICS• CI THRESHOLDS• MAINTENANCE ACTIONS• DOCUMENT
INITIAL STEPSCI’S THAT LEAD US TO
PROGNOSTICS “THE PROMISED LAND”
FOR THE FUTURE
“MORE THAN 1 CI”
• CI’S• FIELD• COLLECT MORE DATA• REFINE CI’S• FIELD• BECOMES “CYCLE OF CI”
CBM REVOLVES AROUND CI’S
ON
E CI
![Page 4: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/4.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 4
• The primary focus of AED with respect to CBM is the acquisition and analysis of “HUMS (vib) data” to diagnose the condition of components.
• Exactly what is “HUMS data”?– Significant signal processing/know-how is required to get trend able
and actionable data from an accelerometer
Signal ProcessingCI = 4
Vibration
Time(Sec) Time
(Months)
CI
DOD MAINTENANCE
SYMPOSIUMCBM PERSPECTIVE
![Page 5: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/5.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 5
1. Flight hours, not Calendar Time2. Correlation of maintenance events with vib data3. Help with units/CCAD-AIB for teardown4. Seeded faults to help set thresholds
-Fault progression from “yellow” to “red”
CI (Vibration)
3. & 4.What is yellow?
Calendar Time
1. Nine months, how many flight hours?2. Maintenance?
DOD MAINTENANCE
SYMPOSIUMHOW DO WE START?
![Page 6: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/6.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 6
83-23874 &83-23900
Fleet
Jan 2003 Jan 2004Jan 2002 Jan 2005
Condition Indicator History
Outliers
![Page 7: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/7.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 7
Oil Cooler Fan Bearing Race
Faults CI = Sum of Vibration = 8
Faulty Oil Cooler
(Abnormal)
![Page 8: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/8.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 8
CI = Sum of Vibration = 3
New Oil Cooler
(Normal)
![Page 9: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/9.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 9
AWRs* Enabled CBM Processes On More Than 100 Aircraft* Air Worthiness Release
SYSTEM ITEM ACTION / BENEFIT
AH-64M/R Swashplate Eliminates 50 Hr Bearing Inspection (Between 1750 and 2250 Hrs)
Eliminates Maintenance Operational Check (approx 1 hr)MMH Saved per Inspection 7.4 Hrs. Downtime Saved per Aircraft 5.9 Hrs
AH-64APU Clutch Eliminates Vibration Checks at Installation and Phase. Extends APU Mount
Inspection From 250 to 500 Hrs. MMH Saved per Inspection 28 Hrs. Downtime Saved per Aircraft 9 hours
AH-64 Aft Hanger Bearing
Safety Improvement With Continuous Diagnostic Monitoring. Extends TBO From 2500 to 2750.
AH-64 Fwd Hanger Bearing
Safety Improvement With Continuous Diagnostic Monitoring. Extends TBO From 2500 to 2750.
UH-60 Oil Cooler Axial Fan Bearing
Eliminates 120 Hour Inspection With Continuous Diagnostic Monitoring.Extends TBO From 2500 Hrs to 3000 Hrs.
UH-60Engine Output Drive Shaft
Eliminates AVA Installation Requirement for 120 Hr Inspection. Replace With Continuous Diagnostic Monitoring. MMH Saved per Inspection 3.3 Hrs. Downtime Saved per Aircraft 1.8 Hrs
Aviation Engineering Directorate Published AWRs* 16 Jun 05
DOD MAINTENANCE
SYMPOSIUM
![Page 10: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/10.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 10
Prognostics for Mechanical ComponentsUH-60 Intermediate Gearbox
• Developed Estimates of Remaining Useful Life (Prognostics)
• Proved the Value of Seeded Fault and Bench Test Data
Georgia Tech Applied Research Corporation
![Page 11: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/11.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 11Algorithms for Estimating Remaining Useful Life
Estimated Remaining Life
35 hours
3 Tests Yielded High
Confidence Level
![Page 12: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/12.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 12
Intermediate Gearbox Prognostics Summary
Demonstrated Capabilities:• Prognostic Algorithms Developed From Seeded Fault and Bench Test Data
• Prognostic Process Involved: – Fault Classification and Characterization
– Estimation of Remaining Useful Life (Prognostics)
– Validation of the Algorithms By Run to Failure and Teardown Analysis
• Calculated Probabilities of Component Health and Existence of a Fault
Benefits to the Warfighter:• Improved Maintenance Planning
• Proactive Supply Actions Based on Component Health
• Improved Operational Availability
DOD MAINTENANCE
SYMPOSIUM
![Page 13: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/13.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 13
DOD MAINTENANCE
SYMPOSIUMHOW DO YOU DEVELOPE A CI?
Vibration MonitoringUsed For Time Change/Condition Change Assemblies with Rolling Element BearingsIdentifies Abnormal Vibration Signatures Due To Component Degradation
Regime RecognitionUsed For Fatigue Life Limited Critical ComponentsRetirement Life Based On ACTUAL Rather Than ASSUMED Usage SpectrumAllows Non-Fatigue Failures To Be Correlated With Usage
Performance MonitoringUsed For Time Change/Condition Change Assemblies Like Pumps, Gearboxes, And EnginesExamples Include Oil Analysis, Chip Detectors, Temperature, Torque,Pressure, Flow, Etc.
![Page 14: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/14.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 14
DOD MAINTENANCE
SYMPOSIUMCONDITION INDICATORS
ENGINEERING ANALYSIS
SEEDED FAULT TESTINGPARTS
ALGORITHMS
TEST PLANS
TESTING
POST TEST
THE TBO’S OF TODAY BECOME THE CI’s OF TOMORROW
HOW MUCH IS ENOUGH TO SATISFY SAFETY
HOW MUCH IS THE MAX TO KEEP IT ON THE AIRCRAFT
CI’S
![Page 15: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/15.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 15
1. History of part retirement for fatigue
2. Purpose
• Increase the Useful Life of a Part• Extend Fatigue Life (Calculate Actual Fatigue
Damage)• Plan for part removal to reduce unplanned
maintenance
The Basics
Regime Recognition
![Page 16: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/16.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 16
Background on fatigue
Safe-life Fatigue Methodology
• Safe-life – the structure is able to withstand the repeated loadings that are encountered without detectable cracks
• Safe-life approach has been in use in the helicopter industry for more than 40 years to substantiate the retirement life of fatigue-loaded dynamic components
![Page 17: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/17.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 17
Fatigue Methodology
• Takes into account:– Part strength as demonstrated in test– Loads as determined from flight surveys– Usage
• Total process gives desired reliability• Changing one aspect of process will
impact reliability
![Page 18: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/18.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 18
Service Life
• Safe-life period• Crack initiation• Crack growth• Part failure
Safe Life
Crack Growth
Crack Initiation
Army approach is to stop use of the part before detectable crack initiation
![Page 19: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/19.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 19
Safe-life Fatigue Overview
Flight Loads
UsageSpectrum
FatigueStrength
DamageAccumulation Model
CalculatedFatigue Life
RetirementLife
![Page 20: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/20.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 20
Simplified, Sample Usage Spectrum
Condition Percent TimeTake Off 3Hover 15Climb 6Forward Flight 55Turns 10Pull-ups 3Decent 6Landing 2
100
![Page 21: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/21.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 21
Regime Recognition:Definition
0
10
20
30
40
50
60
70
80
Ban
ked
Turn
GA
G C
ycle
s
Fwd
Leve
lFl
ight
Take
-Off,
Clim
b, D
esce
nt
Pullo
ut
Side
& R
ear
Flig
ht
Con
trol
Rev
ersa
l
Hov
er
Aut
orot
atio
n
Land
ing
& T
axi
%Ti
me
or N
o. E
vent
s pe
r Hou
r
DesignActual
Regime Recognition Software reads the aircraft parametric data during each flight and determines the “Flight Regime” at any time during a flight.
The “Flight Regimes” are regimes which were used by the OEM to design the aircraft and have known loads associated with them.
This chart represents Regime Recognition:Flight time is divided into identifiable “Regimes”.
![Page 22: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/22.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 22
Parameter Name Minimum Sample Rate (Hz)
Parameter Name Minimum Sample Rate (Hz)
Indicated Airspeed or Calibrated Airspeed
Analog 4 Total Fuel Weight Analog 1
Vertical Speed (ROC) Analog 4 Tow Tension Analog 2Pitch Attitude Analog 4 Tow Angle Analog 2Roll Attitude Analog 4 External cargo weight or Analog or 1Pitch Rate Analog 4 Hook Release Open DiscreteRoll Rate Analog 4 Weight on Wheels or Discrete 1Heading Attitude Analog 4 MR Brake Applied Discrete 1Yaw Rate Analog 4 Wheel Brake Applied Discrete 1Nz (Load Factor ) Analog 10 RAST Landing in Progress Discrete 1Ny Analog 4 Rotor Fold Discrete 1Nx Analog 4 Pylon Fold Discrete 1MR Speed Analog 4 Sonar Deployed Discrete 1Engine Torque, each engine Analog 4 Air Refueling in Progress Discrete 1Ng, each engine Analog 4 APU On Discrete 1MR Torque Analog 4 Total Gross Weight Analog 1Pressure Altitude Analog 4 CG Analog 1Radar Altitude Analog 4 Accelerometers for drivetrain
monitoringTBD
Longitudinal Cyclic Stick Position
Analog 10 Accelerometers for gearbox monitoring
TBD
Lateral Cyclic Stick Position Analog 10 Accelerometers for engine monitoring
TBD
Collective Stick Position Analog 10 Accelerometers for rotor balancing
TBD
Pedal Position Analog 10 Main Rotor azimuth TBDLongitudinal Ground Speed Analog 4 Tail rotor azimuth TBDLateral Ground Speed Analog 4 Strain gages DC – 2000 hzOutside Air Temperature Analog 4
Sample of Parameters used for Regime Recognition
![Page 23: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/23.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 23
Purpose of Regime Recognition
With the knowledge of how the parts are used, and the Root Cause for replacement, we can apply our engineering and testing activities such that we extend the useful life these parts.
Detailed hardware inspections (Score Card) will be used to determine why parts are removed before they reach their Design Life. (Root Cause for part replacement)
Correlate the Flight Usage Data, including the operational environment (i.e. desert, tropical, artic) with the Root Cause for the part replacements.
$0
$50
$100
$150
$200
$250
$300
0% 50% 100% 150% 200% 250% 300%% Design Life
Cos
t per
Yea
r -M
illio
ns
Usage Life
Design Life
Typical Actual Life ( 1/4 Design)
Improved Life (1/3 Design)
Δ=$20M
Δ=$50M
Step 1 Extend Actual to Design Life
Increase the Useful Life of a Part
Step 2Extend Fatigue Life
This “Design Life” chart shows that parts fall short of design expectations.
![Page 24: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/24.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 24
% T o ta l D e s ig n D a m a g e b y R e g im e
0 %
1 0 %
2 0 %
3 0 %
4 0 %
5 0 %
6 0 %
Ban
ked
Turn
GA
G C
ycle
s
Fwd
Leve
lFl
ight
Take
-Off,
Clim
b, D
esce
nt
Pullo
ut
Side
& R
ear
Flig
ht
Con
trol
Rev
ersa
l
Hov
er
Aut
orot
atio
n
Land
ing
& T
axi
%To
tal D
esig
n D
amag
e
D e s ig nA c tu a l
Given the amount of Time in a Regime and the Load in the part we can determine fatigue life remaining in that part.
Regime Recognition: Step 2Calculate Actual Fatigue Damage
![Page 25: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/25.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 25
Planning for Part Removal
Based upon upcoming usage (e.g., deployment) will be able to plan for what will be the fatigue damage impact to each part on the aircraft
-What parts will need to be replaced?-How can we best schedule maintenance?
Regime Recognition will allow these sort of questions to be answered in a dependable way.
For example: tail rotor blade has 600 hours life left, being deployed to OEF/OIF for 1 year –will TR blade need to be replaced during deployment? Will it last longer than the deployment period? Should we change it out now and leave it for a stateside unit to use?
![Page 26: DOD MAINTENANCE SYMPOSIUMSpectrum Allows Non-Fatigue Failures To Be Correlated With Usage Performance Monitoring Used For Time Change/Condition Change Assemblies Like Pumps, Gearboxes,](https://reader033.fdocuments.net/reader033/viewer/2022042006/5e6fd673db29733c836b5974/html5/thumbnails/26.jpg)
10/31/2005 A V I A T I O N E N G I N E E R I N G D I R E C T O R A T E 26
Regime Recognition
Questions?