BIS Measurement Error R Caulcutt

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    Measurement error

    The terminology and definitions used in different

    industries

    Roland Caulcutt

    Caulcutt Associates

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    Measurement

    How do people use measurements?

    People use measurements to help them:

    1. Control a process

    2. Assess the capability of a process

    3. Improve a process

    4. Classify a product or service

    5. Settle customer/supplier disputes

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    The classification of products and

    services

    Not

    acceptable

    Not

    acceptableAcceptable

    LSL USL Quality

    When there is no measurement error we can

    distinguish between good and bad products,

    with confidence.

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    When there is measurement error we may be left indoubt about the acceptability of the product or

    service.

    Not

    acceptable

    Not

    acceptableAcceptable

    Uncertainty

    ?????Uncertainty

    ?????

    LSL USL Quality

    Classification with measurement error

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    Terminology

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    Accuracy

    Bias

    Trueness

    Precision

    RepeatabilityReproducibility

    R&R

    Measurement systems analysis

    Measurement uncertainty

    Unfortunately some of these terms have different

    meanings in different organisations.

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    19.5 20.0 20.5 21.0 Viscosity

    19.5 20.0 20.5 21.0 Viscosity

    19.5 20.0 20.5 21.0 Viscosity

    19.5 20.0 20.5 21.0 Viscosity

    Lab A

    Lab B

    Lab C

    Lab D

    Measurement in the chemical industry

    True value

    Poor precision

    Bias/Trueness

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    Bias and trueness

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    For centuries scientists spoke of bias and precision.

    BS5497:1979 used the words bias and precision.

    BS5725:1994 uses the words trueness and precision.

    C

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    Repeatability and reproducibility

    Repeatability:

    Can the person producing the measurement

    repeat in the future what he/she did in the past?

    Reproducibility:

    Can a second person reproduce the

    measurement made by the first person?

    Precision can be split into two components:

    Repeatability

    Reproducibility.

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    Definitions in the chemical industry

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    Repeatability is a number that is unlikely to be

    exceeded by the difference between two

    measurements made under repeatability conditions.

    (Repeatability = 2.82sReproducibility is a number that is unlikely to be

    exceeded by the difference between two

    measurements made under reproducibilityconditions.

    (Reproducibility = 2.82s)

    C

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    Calculation of repeatability and

    reproducibility

    Repeatability = 2.82(Repeatability sd)

    Reproducibility = 2.82(Reproducibility sd)

    Reproducibility sd =

    [(Repeatability sd)2+ (Between labs sd)2]

    C

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    A procedure for the chemical industry

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    C

    For each level:

    send 2 samples

    to each of 10 laboratories.

    Use the 20 results to estimate repeatability and

    reproducibility, at each level.

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    Measurement uncertainty

    Since about 1993 analytical chemists haveincreasingly used measurement uncertainty to

    assess measurement error.

    Measurement uncertainty is an interval within whichthe true value is believed to lie.

    Measurement uncertainty = x + ks

    x is the measured value, s is a standard deviationk is a coverage factor.

    C

    12

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    19.5 20.0 20.5 21.0 Diameter

    19.5 20.0 20.5 21.0 Diameter

    19.5 20.0 20.5 21.0 Diameter

    19.5 20.0 20.5 21.0 Diameter

    Smith

    Jones

    Brown

    Lee

    Measurement in mechanical engineering

    True value

    Poor precision

    Inaccuracy

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    Repeatabilityis

    the measurement variability

    found

    whenthe same item is measured repeatedly

    with a specific gauge

    by

    the same operator.

    Repeatability is often called Equipment variation

    Repeatability in engineering E

    QS9000

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    R & Ris

    the total measurement variability

    found when

    the same item is measured repeatedlywith a specific gauge

    by

    different operators.

    R & R depends on equipment variation and

    appraiser variation.

    R & R E

    QS9000

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    Measurement variability is defined as the range within

    which 99% of the repeat measurements can beexpected to lie.

    Mean2.575s-2.575s

    99%

    99% of repeat measurements

    will lie within a band, which

    has a width of 5.15s.

    Measurement variability E

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    Repeatability = 5.15sEsE= SD of repeat measurements by a typical operator.Reproducibility= 5.15sAsA= SD of operator true mean measurements.

    R&R = 5.15sTsT = SD of repeat measurements by different operators.

    Calculation of R&R E

    QS9000

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    We can express the R&R as a percentage of the

    tolerance.

    %R&R=100*R&R/(USL-LSL)

    %R&R should not be more than 30% of tolerance.

    It is desirable that %R&R is less than 10%.

    R&R and product classification E

    QS9000

    If the purpose of measuring is process

    improvement, we should express the R&R as a

    percentage of the product variation.

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    LSL USL

    LSL USL

    LSL USL

    LSL USL

    R&R = 100%

    R&R = 30%

    R&R = 10%

    R&R = 0%

    Can you demonstrate your quality? E

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    A procedure for engineering industry

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    E

    Select 10 components.

    Ask assessor A to measure each component twice.

    Ask assessor B to measure each component twice.

    You may wish to use a third assessor.

    Analyse the 40 (60) results, using MINITAB, to

    estimate repeatability, reproducibility and R&R.

    Express R&R as a % of:

    1. Tolerance

    2. Product variation

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    Repeatability differences

    Engineering definition:

    Repeatability is the spread of measurements made

    under repeatability conditions.

    (Repeatability = 5.15s)

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    Chemical definition:

    Repeatability is a number that is unlikely to be

    exceeded by the difference between twomeasurements made under repeatability

    conditions.

    (Repeatability = 2.82s

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    Reproducibility differences

    Engineering definition:

    The additional spread within measurements made

    under reproducibility conditions.

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    Chemical definition:

    Reproducibility is a number that is unlikely to be

    exceeded by the difference between two

    measurements made under reproducibility

    conditions.

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    R&R

    Engineering definition:

    The total spread of measurements made under

    reproducibility conditions.

    The chemical industry does not use R&R.

    R&R(Engineering)

    is similar to Reproducibility(Chemical)

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    Variability

    To understand the usefulness of your measurement process

    you need to calculate the total variation and break this downas follows:

    Total variation

    Product variation Measurement system variation

    Repeatability Reproducibility

    Operator Operator bypart

    interaction

    Short Long

    term term

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    Repeatability and reproducibility have different

    meanings in different industries.

    R&R should be less than 30% of tolerance, and

    preferably less than 10%.

    Using only 2 or 3 assessors can be a weakness of the

    recommended procedure in QS9000.

    Graphing the results may tell you much more

    about the measurement system than you would

    learn from the analysis.

    Summary

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    Bibliography

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    QS 9000 Superseded by: PD ISO/TS 16949: 2009 Quality

    management systems. Particular requirements for the

    application of ISO 9001:2008 for automotive production and

    relevant service part organizations. (Section 8 - Measurement

    Analysis and Improvement)

    BS ISO 5725-2: 1994 Accuracy (trueness and precision) ofmeasurement methods and results. Basic methods for the

    determination of repeatability and reproducibility of a standard

    measurement method.

    BS EN ISO 4259: 2006 Petroleum products. Determination andapplication of precision data in relation to methods of test.

    Quantifying uncertainty in analytical measurement , Second

    edition (2000) - Eurachem

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