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Adaptive Environmental
   Stress Screening

     Hilaire Ananda Perera
Environmental Stress Screening (ESS)



    Environmental stress screening of a product is a
     process which involves the application of one or
     more specific t
              ifi types of environmental stresses f
                          f    i      tl t        for
     the purpose of precipitating to hard failure,
     latent, intermittent, or incipient defects or
     flaws which would cause product failure in
     the use environment. The stress may be applied
     in combination or in sequence on an accelerated
                              q
     basis but within product design capabilities.



                       Hilaire Ananda Perera
                                                  AP – 13 Sep 2006
     .
2
Should the ESS Chosen Remain the Same


     The form of ESS chosen by the equipment
      manufacturer is dependant on the failure
      mechanisms for the relevant field failures

     The ESS process is dynamic, and must change as
      product failure behavior changes

     For this reason, it is not appropriate to “Spec” an
      ESS regimen and leave it unchanged throughout
      product life



                         Hilaire Ananda Perera
                                                     AP – 13 Sep 2006
      .
3
What Required from the ESS Process

    The ESS Process should detect defective devices
     without consuming an unacceptable portion of the
     other “
      th “good” d i ’ useful lif
               d” device’s  f l life

    The more flaws an equipment has the higher is its
                                has,
     failure rate
    Large Flaws          Early Failures (Infant Mortality)
    Small Flaws          End of Life Failures (Durability)

    ESS should remove Large Flaws without
     effecting much of the Small Flaw population

                         Hilaire Ananda Perera
                                                       AP – 13 Sep 2006
      .
4
Adaptive Environmental Stress Screening


    ESS is a process rather than a test in the normal
                p
     accept/reject sense. Adaptive ESS is based on the
     adjustment of screens in response to previously
     observed screening results to minimize
     Outgoing Defects.

    With no firm failure mechanism/mode information,
     Random Vibration followed by Thermal Cycling with few
     Power On/Off cycles is a good default condition.
                        y             g
     Screening should not stress the equipment such that
     fatigue failures are precipitated


                          Hilaire Ananda Perera
                                                     AP – 13 Sep 2006
       .
5
ESS Strength Estimation with no Failure/Time Data

    The Screening Strength of a given stress screen profile is defined as the
    probability that the stress screen will precipitate a latent defect into a
    detectable failure, given that a defect is present. Screening provide assurance
    on the Outgoing Reliability

    Screening Strength for Temperature Cycling (STn) is a function of Temperature Range =T;
    Temp. Rate of Change =R; Number of Cycles =n

                                = 1 − e[−[0.0017⋅(T + 0.6)                ⋅ln(e + R) ⋅n]]
                                                                    0.6             3
                                                                             (
                          STn

    Screening Strength for Random Vibration (SVt) is a function of G = gRMS; Vibration Duration = t

                                = 1 − e[−(0.0046⋅G               ⋅t )]
                                                          1.71

                         SVt                                                       When T = 111oC; R = 10oC/Min
                                                                                      n =16 Cyc; G = 5gRMS;
    Combined Screen Strength (SS) = 1 - (1-STn).(1-SVt)                                     t = 15 Min

                                                                                            SS = 0.999826



    The Screening Strength equations were developed by Hughes Aircraft Company, and modified by Rome Air
    Development Centre (RADC) based on the data from McDonnel Aircraft Co. and Grumman Aerospace
    Corporation



                                          Hilaire Ananda Perera
                                                                                                             AP – 13 Sep 2006
    .
6
Chance Defective Exponential (CDE) Model


    CDE Model is based on the assumption that the
     population of components within like equipments is
     comprised of two subpopulations i.e. A main
     subpopulation of “good” components and a much
     smaller subpopulation of defectives
                              defectives.

    The defectives contain major flaws which degrade
     with stress and time and are manifested as early-life
                                                 early life
     (infant mortality) failures. The failure rate of a
     defective part is several orders of magnitude greater
     than the failure rate of a “good” part
                                 g     p

                 More Information Available in MIL-HDBK-344A


                             Hilaire Ananda Perera
                                                               AP – 13 Sep 2006
     .
7
Equation Selection from SigmaPlot
                              Chance Defective
                             Exponential (CDE)
                                  Model




                    Hilaire Ananda Perera
                                                 AP – 13 Sep 2006
    .
8
Outgoing Reliability Assurance

                     C = Average rate of defect precipitation under a given set of stress conditions
                                                                     B/C = Incoming Defect Density (Din)
                                                                         A / Normal Failure Rate = Acceleration Factor (AF)
                                        Accelerated Life Tests
                                                                                                                           -
                                    Environmental Stress Screening
                                                                                                    Screening Strength (SS) = 1 – e -Ct
                                                                                                                                     C

                                                   ESS                                                   Test Strength (TS) = SS * Detection Efficiency (DE)
                                                                                                            Outgoing Defect Density (Dout) = Din * (1 - TS)
                        X
                                                                                        -Ct
                                                                                                    Time To Remove 99.999% Defects = (-1/C)*ln(0.00001)
         Rate (FR)




                                              FR(t) = A + Be
                            X
                                X
              re
              (
         Failur




                                                   Chance Defective Exponential Model
                                    X
                                        X




                                                                                                                                          Time
                       t1 (variable)


                     Gather failure data and establish failure rate/time distribution functions

         • Starting t1 is based on equipment parts count. t1 is varied depending on the                                          effectiveness      of the
         Stress Screen ( Adaptive ESS ).

         • Proper screening levels assure that there are no manufacturing process related failures and latent
         defects (i.e. ESS + FFT). FFT = Failure Free Time

         • Performance of FFT is an accurate precursor to the kind of reliability to be expected in the field


                                                                            Hilaire Ananda Perera
                                                                                                                                                     AP – 13 Sep 2006
     .
10
Benefits of Adaptive ESS

     • Able to produce High Confidence Reliability Numerics for
       Reliability Guarantees

     • Minimize Warranty Failures (move failures from field to factory)
       Using Optimum Outgoing Defect Densities

     • Able to apply Failure Rate/Time Distributions to Predict
       Reliability of New Similar Electronic Controllers

     • Possibility to Determine Cost Optimized ESS Times

     • Improved Overall Quality of the Process and the Product

     • Reduced Loading on Screening Facilities
                     g            g

                               Hilaire Ananda Perera
                                                                   AP – 13 Sep 2006
       .
15

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Adaptive ESS

  • 1. Adaptive Environmental Stress Screening Hilaire Ananda Perera
  • 2. Environmental Stress Screening (ESS) Environmental stress screening of a product is a process which involves the application of one or more specific t ifi types of environmental stresses f f i tl t for the purpose of precipitating to hard failure, latent, intermittent, or incipient defects or flaws which would cause product failure in the use environment. The stress may be applied in combination or in sequence on an accelerated q basis but within product design capabilities. Hilaire Ananda Perera AP – 13 Sep 2006 . 2
  • 3. Should the ESS Chosen Remain the Same The form of ESS chosen by the equipment manufacturer is dependant on the failure mechanisms for the relevant field failures The ESS process is dynamic, and must change as product failure behavior changes For this reason, it is not appropriate to “Spec” an ESS regimen and leave it unchanged throughout product life Hilaire Ananda Perera AP – 13 Sep 2006 . 3
  • 4. What Required from the ESS Process The ESS Process should detect defective devices without consuming an unacceptable portion of the other “ th “good” d i ’ useful lif d” device’s f l life The more flaws an equipment has the higher is its has, failure rate Large Flaws Early Failures (Infant Mortality) Small Flaws End of Life Failures (Durability) ESS should remove Large Flaws without effecting much of the Small Flaw population Hilaire Ananda Perera AP – 13 Sep 2006 . 4
  • 5. Adaptive Environmental Stress Screening ESS is a process rather than a test in the normal p accept/reject sense. Adaptive ESS is based on the adjustment of screens in response to previously observed screening results to minimize Outgoing Defects. With no firm failure mechanism/mode information, Random Vibration followed by Thermal Cycling with few Power On/Off cycles is a good default condition. y g Screening should not stress the equipment such that fatigue failures are precipitated Hilaire Ananda Perera AP – 13 Sep 2006 . 5
  • 6. ESS Strength Estimation with no Failure/Time Data The Screening Strength of a given stress screen profile is defined as the probability that the stress screen will precipitate a latent defect into a detectable failure, given that a defect is present. Screening provide assurance on the Outgoing Reliability Screening Strength for Temperature Cycling (STn) is a function of Temperature Range =T; Temp. Rate of Change =R; Number of Cycles =n = 1 − e[−[0.0017⋅(T + 0.6) ⋅ln(e + R) ⋅n]] 0.6 3 ( STn Screening Strength for Random Vibration (SVt) is a function of G = gRMS; Vibration Duration = t = 1 − e[−(0.0046⋅G ⋅t )] 1.71 SVt When T = 111oC; R = 10oC/Min n =16 Cyc; G = 5gRMS; Combined Screen Strength (SS) = 1 - (1-STn).(1-SVt) t = 15 Min SS = 0.999826 The Screening Strength equations were developed by Hughes Aircraft Company, and modified by Rome Air Development Centre (RADC) based on the data from McDonnel Aircraft Co. and Grumman Aerospace Corporation Hilaire Ananda Perera AP – 13 Sep 2006 . 6
  • 7. Chance Defective Exponential (CDE) Model CDE Model is based on the assumption that the population of components within like equipments is comprised of two subpopulations i.e. A main subpopulation of “good” components and a much smaller subpopulation of defectives defectives. The defectives contain major flaws which degrade with stress and time and are manifested as early-life early life (infant mortality) failures. The failure rate of a defective part is several orders of magnitude greater than the failure rate of a “good” part g p More Information Available in MIL-HDBK-344A Hilaire Ananda Perera AP – 13 Sep 2006 . 7
  • 8. Equation Selection from SigmaPlot Chance Defective Exponential (CDE) Model Hilaire Ananda Perera AP – 13 Sep 2006 . 8
  • 9. Outgoing Reliability Assurance C = Average rate of defect precipitation under a given set of stress conditions B/C = Incoming Defect Density (Din) A / Normal Failure Rate = Acceleration Factor (AF) Accelerated Life Tests - Environmental Stress Screening Screening Strength (SS) = 1 – e -Ct C ESS Test Strength (TS) = SS * Detection Efficiency (DE) Outgoing Defect Density (Dout) = Din * (1 - TS) X -Ct Time To Remove 99.999% Defects = (-1/C)*ln(0.00001) Rate (FR) FR(t) = A + Be X X re ( Failur Chance Defective Exponential Model X X Time t1 (variable) Gather failure data and establish failure rate/time distribution functions • Starting t1 is based on equipment parts count. t1 is varied depending on the effectiveness of the Stress Screen ( Adaptive ESS ). • Proper screening levels assure that there are no manufacturing process related failures and latent defects (i.e. ESS + FFT). FFT = Failure Free Time • Performance of FFT is an accurate precursor to the kind of reliability to be expected in the field Hilaire Ananda Perera AP – 13 Sep 2006 . 10
  • 10. Benefits of Adaptive ESS • Able to produce High Confidence Reliability Numerics for Reliability Guarantees • Minimize Warranty Failures (move failures from field to factory) Using Optimum Outgoing Defect Densities • Able to apply Failure Rate/Time Distributions to Predict Reliability of New Similar Electronic Controllers • Possibility to Determine Cost Optimized ESS Times • Improved Overall Quality of the Process and the Product • Reduced Loading on Screening Facilities g g Hilaire Ananda Perera AP – 13 Sep 2006 . 15