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Fundamentals of Reliability 
              Fundamentals of Reliability
             Engineering and Applications
                      Part 1 of 3

                               E. A. Elsayed
                           ©2011 ASQ & Presentation Elsayed
                            Presented live on Nov 30th, 2010




http://reliabilitycalendar.org/The_Re
liability_Calendar/Short_Courses/Sh
liability Calendar/Short Courses/Sh
ort_Courses.html
ASQ Reliability Division 
                 ASQ Reliability Division
                  Short Course Series
                  Short Course Series
                     The ASQ Reliability Division is pleased to 
                     present a regular series of short courses 
                   featuring leading international practitioners, 
                           academics, and consultants.
                           academics and consultants

                  The goal is to provide a forum for the basic and 
                  The goal is to provide a forum for the basic and
                        continuing education of reliability 
                                    professionals.




http://reliabilitycalendar.org/The_Re
liability_Calendar/Short_Courses/Sh
liability Calendar/Short Courses/Sh
ort_Courses.html
Fundamentals of Reliability Engineering and
              Applications



                 E. A. Elsayed
            elsayed@rci.rutgers.edu
               Rutgers University




                 Nov 30, 2010
                                          1
Outline
      Part 1.     Reliability Definitions

1. Reliability---Time dependent characteristic
2. Failure rate
3. Mean Time to Failure
4. Availability
5. Mean residual life




                                                 2
Outline
  Part 2.    Reliability Calculations


1. Use of failure data
2. Density functions
3. Reliability function
4. Hazard and failure rates




                                        3
Outline
Part 3.     Failure Time Distributions


1. Constant failure rate distributions
2. Increasing failure rate distributions
3. Decreasing failure rate distributions
4. Weibull Analysis – Why use Weibull?




                                           4
Part 1. Reliability Definitions

  Some Initial Thoughts
   Personal Experience …Time
   Dependent Characteristics
  More on Reliability Economics
  Reliability Definition
  Availability
  Mean residual life
  Conclusions




                                   5
Outline
              Part 1

  Some Initial Thoughts
   Personal Experience
  More on Reliability Economics
  Reliability Definition
  Reliability Estimation
  System Reliability Calculations
  Role of New Technologies
  Conclusions



                                     6
Reliability Importance

  One of the most important characteristics of a product,
  it is a measure of its performance with time
  (Transatlantic and Transpacific cables)

  Products’ recalls are common (only after time elapses).
  In October 2006, Sony Corporation recalled up to 9.6
  million of its personal computer batteries

  Products are discontinued because of fatal accidents
  (Pinto, Concord)

  Medical devices and organs (reliability of artificial
  organs)
                                                             7
Failure: Types and Prediction

  Two types of failures:
1.  Sudden failure (no indicators): Stress exceeds
      strength ….

2.  Degradation (gradual wear out): degradation indicator
      such as crack growth, change of resistance, corrosion,
      … This is ideal for Condition-Based Maintenance

     Failure prediction:
1.    Analysis of field data at normal conditions
2.    Accelerated life testing
3.    Accelerated degradation testing
      other testing
                                                               8
Examples: Component Wear out


Nov 23 2009, Consumer Product Safety
Commission recalls 2.1 million Stork Craft drop-
down-side cribs because at least four infants have
died in them. the drop-down sides of the cribs
became detached, which resulted in dozens of
babies either becoming entrapped between the
side and the crib frame, or falling out of the crib
altogether. Latch wear out.

                                                      9
Reliability Economics
                Auto Warranty Cost

In 2006, Hyundai chose to woo buyers in America by
promising quality and reliability. It issued an ambitious
new warranty, good for five years (ten on the engine
and transmission), then challenged its engineers to
back that up with flaw-proof cars. The early sign are
they have delivered. Hyundai has trimmed its
warranty provision from 5.7% to just 1.8% of its
revenue… Sales and profits are up.


                                                       10
Prediction of Failure: Auto Recall
Feb 13 2010
Toyota recalls 2.3 million vehicles, three major
weaknesses in the company’s quality monitoring include:

-- Lack of thoroughness in testing new cars and car parts
   under varying weather conditions, gas-pedal
   mechanism tended to stick more as humidity
   increased.
-- Failures in gathering information from customer
   complaints, especially in the United States.
-- Inability to analyze and act quickly on complaints that
   have been received.                                   11
Personal Experience: Design of
              Reliable System
A new fiber-optic cable to carry 40,000 simultaneous
call (data, voice). The ultrathin glass fibers in the
cable carry information on laser beams of light.

The glass-fiber line is suited to video transmission. It
provides a security advantage for banks.          Unlike
satellite transmissions, which can be intercepted, a
glass-fiber line is almost impossible to tap.

Cost $700 M and 8600 miles for transpacific
Cost $350 M and 3600 miles for transatlantic

Goal : No failures in 80 years of service
                                                           12
Global Impact: Oceanic Airspace
   Data Link Communication Reliability

                                              Engine
                                              Monitoring
                                              AOC or Aircraft
Position                                      Operational
Monitoring                                    Communication
                       Ground
                        Earth
                       Stations


             ARINC                   SITA



                                     Uplink

                     Oakland ARTCC
                                                         13
Reliability Economics
    Oil Pipeline Shutdown (Hardware Failure)
BP shuts oilfield August 8, 2006
  Damaged pipeline in Alaska affects 8% of U.S. oil
   production; crude surges; record gas prices seen.
  The price of crude jumped $2.22 a barrel on the shutdown
   news to over $76.
  Gasoline futures rose 3.35 cents to $2.2650 a gallon.
  The threat of a stoppage also endangers Alaska's budget:
   Oil taxes account for more than 90 percent of its revenues.
  BP officials have acknowledged they did not test the pipes
   adequately using a so-called pig device which is runs
   through a pipe to gauge corrosion (utilizes ultrasound to
   detect corrosion). Lack of proper inspection.
                                         Lucent            14
Reliability Economics
   Oil Pipeline No-Shutdown (Hardware Failure)
BP Fails to Shutdown Oil Pipeline (April 10, 2010)

  A “blowout” on an oil rig occurs when some combination of
  pressurized natural gas, oil, mud, and water escapes from a
  well, shoots up the drill pipe to the surface, expands and
  ignites. Wells are equipped with structures called blowout
  preventers that sit on the wellhead and are supposed to
  shut off that flow and tamp the well. Deepwater Horizon’s
  blowout preventer failed. Two switches — one manual and
  an automatic backup — failed to start it (System Design).


                                                          15
Reliability Engineering
      Air Traffic Delays (Software Failure)
    Nov 19 2009: A computer glitch caused flight
     cancellations and delays across the U.S.

    The problem involved the FAA computer systems
     in Salt Lake City and Atlanta that handle
     automated flight plans, forcing air traffic
     controllers to revert to the much more time-
     consuming approach of entering flight plans by
     hand.

    Software failure (7000 flights)
                                                      16
Reliability Definitions “Measurements”

► When you a buy a product or service…
  you request “high quality” and “high reliability”

  How do you measure it? What is “high”?
  How long? Reliability: 0.99 at year 5, 0.999 at year 4…

► Time dependent quality…reliability

► How do companies predict reliability and estimate
  warranty?

► Reliability of cold standby units …New tires and old
  tires…                                                 17
Some Initial Thoughts
     Repairable and Non-Repairable
Another measure of reliability is availability (probability
that the system provides its functions when needed).
                      Maximum Reliability level

                                         With R
                                               epairs
     Reliability




                                         No Rep
                                                airs




                                             Time
                                                              18
Some Initial Thoughts
                              Warranty
     •  Will you buy additional warranty?
     •  Burn in and removal of early failures.
        (Lemon Law).

                       Early Failures
                                                       Increasing
                                        Constant       Failure
                                        Failure Rate   Rate
        Failure Rate




19                                Time
Reliability Definitions

Reliability is a time dependent characteristic.

 It can only be determined after an elapsed time but
  can be predicted at any time.

 It is the probability that a product or service will
  operate properly for a specified period of time (design
  life) under the design operating conditions without
  failure.


                                                        20
Other Measures of Reliability

Availability is used for repairable systems

 It is the probability that the system is operational
  at any random time t.

 It can also be specified as a proportion of time
  that the system is available for use in a given
  interval (0,T).



                                                     21
Other Measures of Reliability

Mean Time To Failure (MTTF): It is the average
time that elapses until a failure occurs.
It does not provide information about the distribution
of the TTF, hence we need to estimate the variance
of the TTF.

Mean Time Between Failure (MTBF): It is the
average time between successive failures.
It is used for repairable systems.
                                                    22
Mean Time to Failure: MTTF

                 ∞           ∞
       MTTF = ∫ tf (t )dt = ∫ R(t )dt
                 0           0


                      1 n
                MTTF = ∑ ti
                      n i =1

1
                                 2 is better than 1?
                     2
R(t)




                             1
                                              Time t
 0
                                                       23
Mean Time Between Failure: MTBF




                                  24
Other Measures of Reliability

Mean Residual Life (MRL): It is the expected remaining
  life, T-t, given that the product, component, or a system
  has survived to time t.
                                       1 ∞
          L(t ) = E[T − t | T ≥ t ] =       ∫ τ f (τ )dτ − t
                                      R(t ) t
Failure Rate (FITs failures in 109 hours): The failure rate in
  a time interval [ t1 −t2 ] is the probability that a failure per
  unit time occurs in the interval given that no failure has
  occurred prior to the beginning of the interval.

Hazard Function: It is the limit of the failure rate as the
  length of the interval approaches zero.
                                                               25
Strength
mean =20 kg/mm2, Sigma=5 kg/mm2




                                  26
Stress
mean =10 kg/mm2, Sigma=5 kg/mm2




                                  27
Stress-Strength




                  28
Safety Factors and Reliability
Let S denote the strength random variable and s
the stress random variable. The random variable y
= (S – s) is then related to the reliability of the
component by

            R = P( y ≥ 0)
                  (1)

When strength and stress random variables have
normal density functions, y is normally distributed
and the reliability R is given by
                                                      29
Safety Factors and Reliability
                                      − z2
            1       ∞
                                                  (2)
         R=
            2π     ∫ ( µ −µ )
                    − S s
                         2    2
                                  e    2     dz
                       σ S +σ s
                           µS − µs
                  z0 =
Where                      σ S + σ s2
                             2



This integral can be estimated using numerical
integration or

http://www.fourmilab.ch/rpkp/experiments/analysis/zCalc.html

                                                           30
Calculations of Factor of Safety

Using the mean values of the stress and strength we
obtain factor of safety = 20/10=2
The probability of failure is calculated as

                 µS − µs
          z0 =                 =1.4142
                 σ +σ
                   2
                   S
                           2
                           s

The corresponding probability of failure =0.078652 or
About 1 in 13. The reliability is 0.921348


                                                        31
Example




          32
Calculations of Factor of Safety

where z is the standard normal random variable, µS is
the mean value of the strength, µ s is the mean value of
the stress, and σ S and σ s are the standard
deviations of strength and stress, respectively. The
reliability clearly depends on the lower limit of the
integral in Equation 2. A higher value of reliability can
be obtained by lowering the lower limit.

Table 1 gives the reader an idea about the variability
in reliability related to different magnitudes of
variability in strength and stress random variables.
The factor of safety is given by µ S / µ s .
                                                      33
Solution using Matlab
%Load excel sheet file
[A,B]=xlsread('P1A1S2009.xls');
>> S1=A(:,1);
>> S2=A(:,2);
>> mu1=mean(S1)
mu1 = 9.8616
>> mu2=mean(S2)
mu2 =19.7842
>> sigma1=std(S1)
sigma1 = 0.9476
>> sigma2=std(S2)
sigma2 =1.9592
% Calculate z
>> z=(mu2-mu1)/(sqrt(sigma1^2+sigma2^2))
z = 4.5593
Probability corresponding to z is 0.0003   34

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Fundamentals of reliability engineering and applications part1of3

  • 1. Fundamentals of Reliability  Fundamentals of Reliability Engineering and Applications Part 1 of 3 E. A. Elsayed ©2011 ASQ & Presentation Elsayed Presented live on Nov 30th, 2010 http://reliabilitycalendar.org/The_Re liability_Calendar/Short_Courses/Sh liability Calendar/Short Courses/Sh ort_Courses.html
  • 2. ASQ Reliability Division  ASQ Reliability Division Short Course Series Short Course Series The ASQ Reliability Division is pleased to  present a regular series of short courses  featuring leading international practitioners,  academics, and consultants. academics and consultants The goal is to provide a forum for the basic and  The goal is to provide a forum for the basic and continuing education of reliability  professionals. http://reliabilitycalendar.org/The_Re liability_Calendar/Short_Courses/Sh liability Calendar/Short Courses/Sh ort_Courses.html
  • 3. Fundamentals of Reliability Engineering and Applications E. A. Elsayed elsayed@rci.rutgers.edu Rutgers University Nov 30, 2010 1
  • 4. Outline Part 1. Reliability Definitions 1. Reliability---Time dependent characteristic 2. Failure rate 3. Mean Time to Failure 4. Availability 5. Mean residual life 2
  • 5. Outline Part 2. Reliability Calculations 1. Use of failure data 2. Density functions 3. Reliability function 4. Hazard and failure rates 3
  • 6. Outline Part 3. Failure Time Distributions 1. Constant failure rate distributions 2. Increasing failure rate distributions 3. Decreasing failure rate distributions 4. Weibull Analysis – Why use Weibull? 4
  • 7. Part 1. Reliability Definitions   Some Initial Thoughts Personal Experience …Time Dependent Characteristics   More on Reliability Economics   Reliability Definition   Availability   Mean residual life   Conclusions 5
  • 8. Outline Part 1   Some Initial Thoughts Personal Experience   More on Reliability Economics   Reliability Definition   Reliability Estimation   System Reliability Calculations   Role of New Technologies   Conclusions 6
  • 9. Reliability Importance   One of the most important characteristics of a product, it is a measure of its performance with time (Transatlantic and Transpacific cables)   Products’ recalls are common (only after time elapses). In October 2006, Sony Corporation recalled up to 9.6 million of its personal computer batteries   Products are discontinued because of fatal accidents (Pinto, Concord)   Medical devices and organs (reliability of artificial organs) 7
  • 10. Failure: Types and Prediction   Two types of failures: 1.  Sudden failure (no indicators): Stress exceeds strength …. 2.  Degradation (gradual wear out): degradation indicator such as crack growth, change of resistance, corrosion, … This is ideal for Condition-Based Maintenance   Failure prediction: 1.  Analysis of field data at normal conditions 2.  Accelerated life testing 3.  Accelerated degradation testing other testing 8
  • 11. Examples: Component Wear out Nov 23 2009, Consumer Product Safety Commission recalls 2.1 million Stork Craft drop- down-side cribs because at least four infants have died in them. the drop-down sides of the cribs became detached, which resulted in dozens of babies either becoming entrapped between the side and the crib frame, or falling out of the crib altogether. Latch wear out. 9
  • 12. Reliability Economics Auto Warranty Cost In 2006, Hyundai chose to woo buyers in America by promising quality and reliability. It issued an ambitious new warranty, good for five years (ten on the engine and transmission), then challenged its engineers to back that up with flaw-proof cars. The early sign are they have delivered. Hyundai has trimmed its warranty provision from 5.7% to just 1.8% of its revenue… Sales and profits are up. 10
  • 13. Prediction of Failure: Auto Recall Feb 13 2010 Toyota recalls 2.3 million vehicles, three major weaknesses in the company’s quality monitoring include: -- Lack of thoroughness in testing new cars and car parts under varying weather conditions, gas-pedal mechanism tended to stick more as humidity increased. -- Failures in gathering information from customer complaints, especially in the United States. -- Inability to analyze and act quickly on complaints that have been received. 11
  • 14. Personal Experience: Design of Reliable System A new fiber-optic cable to carry 40,000 simultaneous call (data, voice). The ultrathin glass fibers in the cable carry information on laser beams of light. The glass-fiber line is suited to video transmission. It provides a security advantage for banks. Unlike satellite transmissions, which can be intercepted, a glass-fiber line is almost impossible to tap. Cost $700 M and 8600 miles for transpacific Cost $350 M and 3600 miles for transatlantic Goal : No failures in 80 years of service 12
  • 15. Global Impact: Oceanic Airspace Data Link Communication Reliability Engine Monitoring AOC or Aircraft Position Operational Monitoring Communication Ground Earth Stations ARINC SITA Uplink Oakland ARTCC 13
  • 16. Reliability Economics Oil Pipeline Shutdown (Hardware Failure) BP shuts oilfield August 8, 2006   Damaged pipeline in Alaska affects 8% of U.S. oil production; crude surges; record gas prices seen.   The price of crude jumped $2.22 a barrel on the shutdown news to over $76.   Gasoline futures rose 3.35 cents to $2.2650 a gallon.   The threat of a stoppage also endangers Alaska's budget: Oil taxes account for more than 90 percent of its revenues.   BP officials have acknowledged they did not test the pipes adequately using a so-called pig device which is runs through a pipe to gauge corrosion (utilizes ultrasound to detect corrosion). Lack of proper inspection. Lucent 14
  • 17. Reliability Economics Oil Pipeline No-Shutdown (Hardware Failure) BP Fails to Shutdown Oil Pipeline (April 10, 2010)   A “blowout” on an oil rig occurs when some combination of pressurized natural gas, oil, mud, and water escapes from a well, shoots up the drill pipe to the surface, expands and ignites. Wells are equipped with structures called blowout preventers that sit on the wellhead and are supposed to shut off that flow and tamp the well. Deepwater Horizon’s blowout preventer failed. Two switches — one manual and an automatic backup — failed to start it (System Design). 15
  • 18. Reliability Engineering Air Traffic Delays (Software Failure)   Nov 19 2009: A computer glitch caused flight cancellations and delays across the U.S.   The problem involved the FAA computer systems in Salt Lake City and Atlanta that handle automated flight plans, forcing air traffic controllers to revert to the much more time- consuming approach of entering flight plans by hand.   Software failure (7000 flights) 16
  • 19. Reliability Definitions “Measurements” ► When you a buy a product or service… you request “high quality” and “high reliability” How do you measure it? What is “high”? How long? Reliability: 0.99 at year 5, 0.999 at year 4… ► Time dependent quality…reliability ► How do companies predict reliability and estimate warranty? ► Reliability of cold standby units …New tires and old tires… 17
  • 20. Some Initial Thoughts Repairable and Non-Repairable Another measure of reliability is availability (probability that the system provides its functions when needed). Maximum Reliability level With R epairs Reliability No Rep airs Time 18
  • 21. Some Initial Thoughts Warranty •  Will you buy additional warranty? •  Burn in and removal of early failures. (Lemon Law). Early Failures Increasing Constant Failure Failure Rate Rate Failure Rate 19 Time
  • 22. Reliability Definitions Reliability is a time dependent characteristic.  It can only be determined after an elapsed time but can be predicted at any time.  It is the probability that a product or service will operate properly for a specified period of time (design life) under the design operating conditions without failure. 20
  • 23. Other Measures of Reliability Availability is used for repairable systems  It is the probability that the system is operational at any random time t.  It can also be specified as a proportion of time that the system is available for use in a given interval (0,T). 21
  • 24. Other Measures of Reliability Mean Time To Failure (MTTF): It is the average time that elapses until a failure occurs. It does not provide information about the distribution of the TTF, hence we need to estimate the variance of the TTF. Mean Time Between Failure (MTBF): It is the average time between successive failures. It is used for repairable systems. 22
  • 25. Mean Time to Failure: MTTF ∞ ∞ MTTF = ∫ tf (t )dt = ∫ R(t )dt 0 0 1 n MTTF = ∑ ti n i =1 1 2 is better than 1? 2 R(t) 1 Time t 0 23
  • 26. Mean Time Between Failure: MTBF 24
  • 27. Other Measures of Reliability Mean Residual Life (MRL): It is the expected remaining life, T-t, given that the product, component, or a system has survived to time t. 1 ∞ L(t ) = E[T − t | T ≥ t ] = ∫ τ f (τ )dτ − t R(t ) t Failure Rate (FITs failures in 109 hours): The failure rate in a time interval [ t1 −t2 ] is the probability that a failure per unit time occurs in the interval given that no failure has occurred prior to the beginning of the interval. Hazard Function: It is the limit of the failure rate as the length of the interval approaches zero. 25
  • 28. Strength mean =20 kg/mm2, Sigma=5 kg/mm2 26
  • 29. Stress mean =10 kg/mm2, Sigma=5 kg/mm2 27
  • 31. Safety Factors and Reliability Let S denote the strength random variable and s the stress random variable. The random variable y = (S – s) is then related to the reliability of the component by R = P( y ≥ 0) (1) When strength and stress random variables have normal density functions, y is normally distributed and the reliability R is given by 29
  • 32. Safety Factors and Reliability − z2 1 ∞ (2) R= 2π ∫ ( µ −µ ) − S s 2 2 e 2 dz σ S +σ s µS − µs z0 = Where σ S + σ s2 2 This integral can be estimated using numerical integration or http://www.fourmilab.ch/rpkp/experiments/analysis/zCalc.html 30
  • 33. Calculations of Factor of Safety Using the mean values of the stress and strength we obtain factor of safety = 20/10=2 The probability of failure is calculated as µS − µs z0 = =1.4142 σ +σ 2 S 2 s The corresponding probability of failure =0.078652 or About 1 in 13. The reliability is 0.921348 31
  • 34. Example 32
  • 35. Calculations of Factor of Safety where z is the standard normal random variable, µS is the mean value of the strength, µ s is the mean value of the stress, and σ S and σ s are the standard deviations of strength and stress, respectively. The reliability clearly depends on the lower limit of the integral in Equation 2. A higher value of reliability can be obtained by lowering the lower limit. Table 1 gives the reader an idea about the variability in reliability related to different magnitudes of variability in strength and stress random variables. The factor of safety is given by µ S / µ s . 33
  • 36. Solution using Matlab %Load excel sheet file [A,B]=xlsread('P1A1S2009.xls'); >> S1=A(:,1); >> S2=A(:,2); >> mu1=mean(S1) mu1 = 9.8616 >> mu2=mean(S2) mu2 =19.7842 >> sigma1=std(S1) sigma1 = 0.9476 >> sigma2=std(S2) sigma2 =1.9592 % Calculate z >> z=(mu2-mu1)/(sqrt(sigma1^2+sigma2^2)) z = 4.5593 Probability corresponding to z is 0.0003 34