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    ERE 371

    Measurement Science Introduction

    Principles apply to any activity relying on measurements

    Considerations

    Surveying measurements !servations

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    vervie"

    #asic principles of measurements

    Su!se$uent use of measurements

    Planning for measurements %nits of measurements

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    Measurements

    Single measurement

    Issues

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    Measurements

    Met&ods for increasing confidence

    E'pressions of $uality

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    Precision

    %nderstanding precision

    (egree of precision depends on

    E'press precision using statistics

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    )ariance and Standard (eviation

    Purpose

    Indicate measurement spread

    *ormulae

    ( )1n

    ''s++

    = +ss=

    E'ample

    Set ,- +.3 m/ +.0 m/ +. m2 s+ 4.41 m+/ s 4.1 m Set #- +.1 m/ +.3 m/ +. m 2 s+ 4.40 m+/ s 4.+ m

    standard deviation-variance-

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    ,ccuracy

    %nderstanding accuracy

    E'ample ,ccepted value is +.31 m

    5&ic& measurement set is more accurate/ , or #6

    Set , average- +.0 m

    Set # average- +.3 m

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    ,CC%R,C

    PRECISI8

    9ig& :o"

    9ig&

    :o"

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    E'pressing ,ccuracy

    ,!solute accuracy

    Relative accuracy

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    Considering Measurement )ariations

    Issue

    ;"o approac&es

    Sources of error ;ypes of error

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    ;&eory of Errors

    ;&eory

    Error

    Issues

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    #asic Principles

    *our underlying principles in ;&eory of Errors

    Confidence is provided !y comparing to

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    ;&eory of !servations

    ;&eory

    Issues

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    Errors and Mista

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    ;ypes of Errors

    Systematic errors =!iases>

    Random errors

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    Redundancy in Measurements

    ?enerally ma

    Residuals

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    %nderstanding Random Errors

    *re$uency of occurrence

    (ispersion

    *re$uency

    9istogram

    8ormal distri!ution

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    :a"s of Pro!a!ility

    :a"s of pro!a!ility

    Increased precision (ecreased precision

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    E'pressing Precision

    E'pressing precision using standard deviation

    Interpreting standard deviation

    Percent errors

    %se percent errors to specify re$uired precision

    E@4 1.A00@ E@ 1.@@@ E.g. re$uire E@to !e less t&an specific value

    ( )

    1n

    ''s

    +

    =

    1n

    rs

    +

    =

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    Readings

    C&apter 3 sections 3.1 3.1A

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    ,pplying Measurement Science

    Su!se$uent %se of Measured )alues

    Preanalysis of Measurements

    Importance of %nits

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    Su!se$uent %se of Measured )alues

    ;ypes of o!servations

    ften use measurements to compute values

    ;&ree specific ideas

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    Significant *igures

    ;"o types of numeric values

    In calculations

    Issue

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    %se of 5eig&ts

    ,pplications

    Incorporate multiplicative factors into computation

    )ery po"erful tool

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    5eig&ted Measurements

    Situation- &ave greater confidence in some values

    9o" to determine "eig&t6

    Commonly use "eig&t derived !y inverse proportion

    +factor

    1por

    factor

    1p ==

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    5eig&ted Measurements E'ample

    3.373

    =0.+7>=3.44>=+.B3>MMeanRegular =

    ++==

    ?roup1

    ?roup+

    ?roup3

    +.0 +.B 0.

    3.4 3.4 3.+

    3.1 3.+ .1

    Sum B. @.4 1+.B

    Mean +.B 3.4 0.3

    S.(. 4.3B 4.+4 4.@7

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    5eig&ted Measurements E'ample

    3.44=1.4A>=+.44>=A.@A>

    7>=1.4A>=0.+44>=+.44>=3.=+.B3>=A.@A>M" =

    ++

    ++=

    ?roup1

    ?roup+

    ?roup3

    +.0 +.B 0.

    3.4 3.4 3.+

    3.1 3.+ .1

    Sum B. @.4 1+.B

    Mean +.B 3.4 0.3

    S.(. 4.3B 4.+4 4.@7

    5eig&t A.@A +.4 1.4A

    +i =s.d.>

    1p =

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    Propagation of )ariance

    )ariance of o!servations

    Issue

    )ariance of result depends on

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    Propagation of )ariance =Contd>

    ,ssumptions

    ;&eoretical formulation

    ( )D/E//F/f% =

    ( ) ( ) ( ) ( )+D+

    +

    +

    +

    +

    +

    F

    +

    +

    % GD

    %G

    %G

    %G

    F

    %G

    ++

    +

    +

    =

    8ote- Standard deviation %found !y ta

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    Propagation of )ariance E'ample

    Situation

    Measure slope distance and vertical angle

    Calculate &oriHontal distance

    Measurements made Slope distance =:> 1+0.4A7 m "it& S.(. =s:> 4.417 m

    ,ngle => 31 4J +K "it& S.(. =s> 44 44J 14K 4.44440B radians

    Calculating &oriHontal distance 9 : cos 1+0.4A7 m ' cos =31 4J +K> 14A.+0 m

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    Propagation of )ariance E'ample

    9o" good is calculated value of 96 %se propagation of variance to estimate variance

    Calculating variance Lcos:9 =

    mMm4.BA3>4J+K=31cosLcos:

    9===

    mradNA0.4AA71>4J+K=31sin1+0.4A7NL>=Nsin:L

    9===

    +++++

    L

    +

    +

    :

    +

    9 >14=0.B=NA0.4A7>=4.417>=4.BA>sL

    9s:

    9s

    +=

    +

    =

    4.41m4.410B@s9 ==

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    Propagation of )ariance =Contd>

    *ormulas in te't

    ?eneraliHing propagation of variance

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    Preanalysis of Measurements

    Issue

    #asically inverse of propagation of variance

    Steps

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    Preanalysis of Measurements

    Situation Reducing slope distance to &oriHontal

    9o" "ell does vertical angle need to !e measured6

    Steps

    (ifferentiate 9 ".r.t.

    ScosL9 =

    (ivide !y original e$uation

    Ignore sign/ rearrange to get d=radians>

    SsinLdLd9 =

    dLtanLScosL

    dLSsinL

    9

    d9=

    =

    ( ) ( )9tanL

    d9dL=

    dLSsinLd9 =

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    Preanalysis of Measurements

    E'ample

    Measure slope distance along O1 incline

    5ant relative accuracy in 9 of 1 in 14/444

    9o" "ell do "e need to measure 6

    ( ) ( )radians4.444373

    14/444tan1

    1dL =

    =

    ( ) ( )9tanL

    d9dL=

    41J17K477K7A.@KdL

    = Implication

    8eed a 1J instrument

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    %nits of Measurement

    :inear distance units

    9istoric- ?unters c&ain- 1 c&ain AA feet 0 rods 144 lin

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    %nits of Measurement

    ,rea units

    Englis&- ,cre- 1 acre 1 c&ain ' 14 c&ains 03A4 ft+

    Metric- 9ectare- 1 &a 144m ' 144m 14/444 m+

    )olume units Englis&- Cu!ic yards/ ,creNfeet

    Metric- Cu!ic meters

    ;&e %.S. and t&e metric system

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