Unraveling Multimodality with Large Language Models.pdf
Trapped by MTBF
1. ARS, North America 2007
San Diego, California USA
Track 2, Session 9
Trapped by MTBF
Fred Schenkelberg
Ops A La Carte, LLC
2. Introduction
How does your organization talk about
Reliability?
How do your customers talk about
Reliability?
Applied Reliability Symposium, North America 2007
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 2
3. Outline
MTBF – calculation
MTBF – a very poor four letter acronym
History of Use
It’s Misleading
A Better Metric
Applied Reliability Symposium, North America 2007
Actually, we’ve been talking about MTTF
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 3
4. MTBF Calculation
# hours
MTBF =
# failures
Applied Reliability Symposium, North America 2007
MTBF = 1
λ
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 4
5. Mean (M)
The mean in MTBF
What does it mean to you?
(no pun intended!)
Applied Reliability Symposium, North America 2007
Average?
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 5
6. Start 1000 units, MTBF = 100 hrs
1200
1000
368 still alive at 101 hours
800
Applied Reliability Symposium, North America 2007
600
400
200
0
1 8 15 22 29 36 43 50 57 64 71 78 85 92 99
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 6
7. Note the exponential decay
1200
1000
800
Applied Reliability Symposium, North America 2007
600
400
200
0
1 21 41 61 81 101 121 141 161 181 201 221 241 261 281
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 7
8. Other Issues
Time – just because it is hours…
Between – note the duration of the failure-
free period!
Applied Reliability Symposium, North America 2007
Failure – use the customer definition
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 8
9. History of Use
Remember Slide Rule and Mechanical
Adding Machines
Victor Adding Machine
Applied Reliability Symposium, North America 2007
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 9
10. History of Use
Early Parts Count based on adding failure
rates of components (60’s and early 70’s)
− λ1t − λ 2t − λ nt
Applied Reliability Symposium, North America 2007
R(t ) = e •e • • e
− ( λ1 + λ 2 + + λ n ) t
R(t ) = e
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 10
11. Beta = 0.63
Depth Cut Response data
Weibull Probability Plot
.5 Weibull Distribution ML Fit
Exponential Distribution ML Fit
.3
95% Pointwise Confidence Intervals
.2
.1
.05
.03
Applied Reliability Symposium, North America 2007
Fraction Failing
.02
.01
.005
.003
.001
.0005
.0003
.0002
.0001
10^-01 10^00 10^01 10^02 10^03 10^04
DEPTH.CUT
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 11
12. Beta = 1.97
test7.df data
Weibull Probability Plot
.7 Weibull Distribution ML Fit
.3 Exponential Distribution ML Fit
95% Pointwise Confidence Intervals
.1
.03
.01
.003
Applied Reliability Symposium, North America 2007
.001
Fraction Failing
.0003
.0001
.00003
.00001
.000003
.000001
.0000003
.0000001
.00000003
.00000001
1 10 100 1000 10000 100000
Depth In
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 12
13. Use 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
Applied Reliability Symposium, North America 2007
Applied Reliability, 2nd Ed., pg 29
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 13
14. The four (five) elements
Function
Duration
Probability
Environment
Applied Reliability Symposium, North America 2007
They all change over time
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 14
15. Use better models/distributions
Weibull −( t )β
η
Type I Gumbel RWeibull (t ) = e
Exponential − ( et )
Lognormal
RGumbel (t ) = e
RExponential ( t ) = e − λt
Etc.
Applied Reliability Symposium, North America 2007
t
ln
T
50
Rlognormal (t ) = 1 − Φ
σ
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 15
16. Other metric
What is the cost of a field failure?
Warranty $ per unit shipped
Returns/field failure $ per unit shipped
Applied Reliability Symposium, North America 2007
What else could you use?
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 16
17. 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
Applied Reliability Symposium, North America 2007
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 Track 2 Session 9 Slide Number: 17
18. Summary
MTBF
Applied Reliability Symposium, North America 2007
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 18
19. Where 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,
Applied Reliability Symposium, North America 2007
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 Track 2 Session 9 Slide Number: 19
20. Presenter’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
Applied Reliability Symposium, North America 2007
fms@opsalacarte.com
(408) 710-8248
www.opsalacarte.com
Fred Schenkelberg, Ops A La Carte, LLC Track 2 Session 9 Slide Number: 20