trapped by mtbf
TRANSCRIPT
ARS, North America 2007ARS, North America 2007San Diego, California USASan Diego, California USA
Track 2, Session 9Track 2, Session 9
Trapped by MTBFTrapped by MTBFFred Schenkelberg
Ops A La Carte, LLC
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 2Session 9Track 2
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Introduction Introduction
How does your organization talk about Reliability?
How do your customers talk about Reliability?
How does your organization talk about Reliability?
How do your customers talk about Reliability?
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 3Session 9Track 2
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OutlineOutline
MTBF – calculationMTBF – a very poor four letter acronymHistory of Use It’s MisleadingA Better MetricActually, we’ve been talking about MTTF
MTBF – calculationMTBF – a very poor four letter acronymHistory of Use It’s MisleadingA Better MetricActually, we’ve been talking about MTTF
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 4Session 9Track 2
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MTBF CalculationMTBF Calculation
failures
hoursMTBF
#
#
1MTBF
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 5Session 9Track 2
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Mean (M)Mean (M)
The mean in MTBF
What does it mean to you? (no pun intended!)
Average?
The mean in MTBF
What does it mean to you? (no pun intended!)
Average?
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 6Session 9Track 2
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Start 1000 units, MTBF = 100 hrsStart 1000 units, MTBF = 100 hrs
0
200
400
600
800
1000
1200
1 8 15 22 29 36 43 50 57 64 71 78 85 92 99
368 still alive at 101 hours
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 7Session 9Track 2
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Note the exponential decayNote the exponential decay
0
200
400
600
800
1000
1200
1 21 41 61 81 101 121 141 161 181 201 221 241 261 281
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 8Session 9Track 2
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Other IssuesOther Issues
Time – just because it is hours…
Between – note the duration of the failure-free period!
Failure – use the customer definition
Time – just because it is hours…
Between – note the duration of the failure-free period!
Failure – use the customer definition
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 9Session 9Track 2
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History of UseHistory of Use
Remember Slide Rule and Mechanical Adding Machines
Victor Adding Machine
Remember Slide Rule and Mechanical Adding Machines
Victor Adding Machine
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 10Session 9Track 2
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History of UseHistory of Use
Early Parts Count based on adding failure rates of components (60’s and early 70’s)
Early Parts Count based on adding failure rates of components (60’s and early 70’s)
t
ttt
n
n
etR
eeetR)( 21
21
)(
)(
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 11Session 9Track 2
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Beta = 0.63Beta = 0.63
DEPTH.CUT
.0001
.0002
.0003
.0005
.001
.003
.005
.01
.02
.03
.05
.1
.2
.3
.5
10^-01 10^00 10^01 10^02 10^03 10^04
Fra
ctio
n F
aili
ng
Depth Cut Response data Weibull Probability Plot
Weibull Distribution ML FitExponential Distribution ML Fit95% Pointwise Confidence Intervals
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 12Session 9Track 2
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Beta = 1.97Beta = 1.97
Depth In
.00000001
.00000003
.0000001
.0000003
.000001
.000003
.00001
.00003
.0001
.0003
.001
.003
.01
.03
.1
.3
.7
1 10 100 1000 10000 100000
Fra
ctio
n F
aili
ng
test7.df data Weibull Probability Plot
Weibull Distribution ML FitExponential Distribution ML Fit95% Pointwise Confidence Intervals
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 13Session 9Track 2
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Use ReliabilityUse Reliability
R(t) is the probability that a random unit drawn from the population will still be operating by t hours
R(t) is the fraction of all units in the population that will survive by t hours
R(t) is the probability that a random unit drawn from the population will still be operating by t hours
R(t) is the fraction of all units in the population that will survive by t hours
Applied Reliability, 2nd Ed., pg 29
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 14Session 9Track 2
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The four (five) elementsThe four (five) elements
FunctionDurationProbabilityEnvironment
They all change over time
FunctionDurationProbabilityEnvironment
They all change over time
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 15Session 9Track 2
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Use better models/distributionsUse better models/distributions
Weibull Type I Gumbel Exponential Lognormal Etc.
Weibull Type I Gumbel Exponential Lognormal Etc.
)(
)(t
Weibull etR
)()(te
Gumbel etR
50ln
1)(Tt
tRlognormal
tlExponentia etR
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 16Session 9Track 2
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Other metricOther metric
What is the cost of a field failure?
Warranty $ per unit shippedReturns/field failure $ per unit shipped
What else could you use?
What is the cost of a field failure?
Warranty $ per unit shippedReturns/field failure $ per unit shipped
What else could you use?
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 17Session 9Track 2
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Actually…Actually…
MTBF is or should be used for repairable systems
MTTF is what I’ve been talking about MTTF is calculated the same way as MTBF
when we assume Negligible repair time Interarrival times as from an independent sample of
non-repairable parts Exponential distribution for lifetime of parts
See Chap 10, Applied Reliability for more info
MTBF is or should be used for repairable systems
MTTF is what I’ve been talking about MTTF is calculated the same way as MTBF
when we assume Negligible repair time Interarrival times as from an independent sample of
non-repairable parts Exponential distribution for lifetime of parts
See Chap 10, Applied Reliability for more info
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 18Session 9Track 2
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SummarySummary
MTBF
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 19Session 9Track 2
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Where to Get More InformationWhere to Get More Information
Tobias, Paul A. and Trindade, David C., Applied Reliability, 2nd Ed. Chapman & Hall, New York, 1995.
“The Limitations of Using the MTTF as a Reliability Specification” Reliability Edge, Qtr 2, 2000, Vol 1, Issue 1.
Ops A La Carte, LLC provides a full range of reliability engineering services including assessments, FMEA facilitation, HALT and ALT testing, data analysis and customized training.
Tobias, Paul A. and Trindade, David C., Applied Reliability, 2nd Ed. Chapman & Hall, New York, 1995.
“The Limitations of Using the MTTF as a Reliability Specification” Reliability Edge, Qtr 2, 2000, Vol 1, Issue 1.
Ops A La Carte, LLC provides a full range of reliability engineering services including assessments, FMEA facilitation, HALT and ALT testing, data analysis and customized training.
Fred Schenkelberg, Ops A La Carte, LLC Slide Number: 20Session 9Track 2
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Presenter’s Biographical SketchPresenter’s Biographical Sketch
Fred Schenkelberg, Consultant Independent Reliability Engineering and
Management Consultant for past 3 years. Previously at HP Corporate Reliability Engineering Program for 5 years.
MS Statistics Stanford, BS Physics USMA
[email protected](408) 710-8248
www.opsalacarte.com
Fred Schenkelberg, Consultant Independent Reliability Engineering and
Management Consultant for past 3 years. Previously at HP Corporate Reliability Engineering Program for 5 years.
MS Statistics Stanford, BS Physics USMA
[email protected](408) 710-8248
www.opsalacarte.com