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Subject: Error Propogation
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  <o:LastPrinted>1997-09-01T03:36:00Z</o:LastPrinted>
  <o:Created>2000-08-25T14:38:00Z</o:Created>
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<H1 style=3D"TEXT-ALIGN: center" align=3Dcenter><B=20
style=3D"mso-bidi-font-weight: normal"><FONT face=3DArial size=3D5><SPAN =

style=3D"FONT-SIZE: 18pt; mso-bidi-font-size: 10.0pt">ERROR=20
PROPAGATION<o:p></o:p></SPAN></FONT></B></H1>
<H2><B style=3D"mso-bidi-font-weight: normal"><I=20
style=3D"mso-bidi-font-style: normal; mso-ansi-font-style: normal"><FONT =

face=3DArial size=3D4><SPAN=20
style=3D"FONT-SIZE: 14pt; FONT-STYLE: normal; mso-bidi-font-size: =
10.0pt">1.<SPAN=20
style=3D"mso-spacerun: yes">&nbsp; </SPAN>Measurement of Physical=20
Properties<o:p></o:p></SPAN></FONT></I></B></H2>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: 10.0pt">The =
value of a=20
physical property often depends on one or more measured=20
quantities</SPAN></SPAN></FONT></P>
<P class=3DMsoNormal style=3D"TEXT-ALIGN: center" align=3Dcenter><FONT=20
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"miter"></v:stroke><v:formulas><v:f eqn =3D=20
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"sum 0 0 @1 "></v:f><v:f eqn =3D "prod @2 1 2 "></v:f><v:f eqn =3D=20
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style=3D"FONT-WEIGHT: bold; FONT-SIZE: 12pt"><SPAN=20
style=3D"mso-bidi-font-size: =
10.0pt">Example:</SPAN></SPAN></FONT></B><SPAN=20
style=3D"mso-spacerun: yes">&nbsp; </SPAN>Volume of a cylinder</P>
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<H2><B style=3D"mso-bidi-font-weight: normal"><I=20
style=3D"mso-bidi-font-style: normal; mso-ansi-font-style: normal"><FONT =

face=3DArial size=3D4><SPAN=20
style=3D"FONT-SIZE: 14pt; FONT-STYLE: normal; mso-bidi-font-size: =
10.0pt">2.<SPAN=20
style=3D"mso-spacerun: yes">&nbsp; </SPAN>Systematic=20
Errors<o:p></o:p></SPAN></FONT></I></B></H2>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: 10.0pt">A =
systematic=20
error in the measurement of <I style=3D"mso-bidi-font-style: =
normal"><SPAN=20
style=3D"FONT-STYLE: italic">x</SPAN></I>, <I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">y</SPAN></I>, or <I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">z</SPAN></I> leads to an error in the =
determination=20
of <I style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">u</SPAN></I>.</SPAN></SPAN></FONT></P>
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face=3D"Times New Roman" size=3D3><SUB><!--[if gte vml 1]><v:shape =
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<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: =
10.0pt">This is simply=20
the multi-dimensional definition of slope.<SPAN style=3D"mso-spacerun: =
yes">&nbsp;=20
</SPAN>It describes how changes in <I style=3D"mso-bidi-font-style: =
normal"><SPAN=20
style=3D"FONT-STYLE: italic">u</SPAN></I> depend on changes in <I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">x</SPAN></I>, <I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">y</SPAN></I>, and <I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">z</SPAN></I>.</SPAN></SPAN></FONT></P>
<P class=3DMsoNormal><B style=3D"mso-bidi-font-weight: normal"><FONT=20
face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-WEIGHT: bold; FONT-SIZE: 12pt"><SPAN=20
style=3D"mso-bidi-font-size: =
10.0pt">Example:</SPAN></SPAN></FONT></B><SPAN=20
style=3D"mso-spacerun: yes">&nbsp; </SPAN>A miscalibrated ruler results =
in a=20
systematic error in length measurements.<SPAN style=3D"mso-spacerun: =
yes">&nbsp;=20
</SPAN>The values of <I style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">r</SPAN></I> and <I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">h</SPAN></I> must be changed by +0.1 =
cm.</P>
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      style=3D"FONT-SIZE: 12pt"><o:p></o:p></SPAN></FONT></P></TD>
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0in; WIDTH: 401.4pt; PADDING-TOP: 0in"=20
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<H2><B style=3D"mso-bidi-font-weight: normal"><I=20
style=3D"mso-bidi-font-style: normal; mso-ansi-font-style: normal"><FONT =

face=3DArial size=3D4><SPAN=20
style=3D"FONT-SIZE: 14pt; FONT-STYLE: normal; mso-bidi-font-size: =
10.0pt">3.<SPAN=20
style=3D"mso-spacerun: yes">&nbsp; </SPAN>Random=20
Errors<o:p></o:p></SPAN></FONT></I></B></H2>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: =
10.0pt">Random errors=20
in the measurement of <I style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">x</SPAN></I>, <I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">y</SPAN></I>, or <I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">z</SPAN></I> also lead to error in the =
determination=20
of <I style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">u</SPAN></I>.<SPAN style=3D"mso-spacerun: =
yes">&nbsp;=20
</SPAN>However, since random errors can be both positive and negative, =
one=20
should examine (<I style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">du</SPAN></I>)<SUP>2</SUP> rather than <I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">du</SPAN></I>.</SPAN></SPAN></FONT></P>
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style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: 10.0pt">If =
the measured=20
variables are independent (non-correlated), then the cross-terms average =
to=20
zero</SPAN></SPAN></FONT></P>
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"./errorpropagation_files/image013.wmz"></v:imagedata></v:shape><![endif]=
--><![if !vml]><img width=3D224 height=3D21
src=3D"./errorpropagation_files/image014.gif" =
v:shapes=3D"_x0000_i1041"><![endif]></SUB><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.2" =
ShapeID=3D"_x0000_i1041"
  DrawAspect=3D"Content" ObjectID=3D"_1028705158">
 </o:OLEObject>
</xml><![endif]--></FONT></P>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: 10.0pt">as =
<I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">dx</SPAN></I>, <I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">dy</SPAN></I>, and <I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">dz</SPAN></I> each take on both positive =
and negative=20
values.</SPAN></SPAN></FONT></P>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN=20
style=3D"mso-bidi-font-size: 10.0pt">Thus,</SPAN></SPAN></FONT></P>
<P class=3DMsoNormal style=3D"TEXT-ALIGN: center" align=3Dcenter><FONT=20
face=3D"Times New Roman" size=3D3><SUB><!--[if gte vml 1]><v:shape =
id=3D_x0000_i1042=20
style=3D"WIDTH: 224.25pt; HEIGHT: 66.75pt" o:ole=3D"" type =3D =
"#_x0000_t75" coordsize=20
=3D "21600,21600"><v:imagedata o:title=3D"" src =3D=20
"./errorpropagation_files/image015.wmz"></v:imagedata></v:shape><![endif]=
--><![if !vml]><img width=3D299 height=3D89
src=3D"./errorpropagation_files/image016.gif" =
v:shapes=3D"_x0000_i1042"><![endif]></SUB><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.2" =
ShapeID=3D"_x0000_i1042"
  DrawAspect=3D"Content" ObjectID=3D"_1028705159">
 </o:OLEObject>
</xml><![endif]--></FONT></P>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: =
10.0pt">Equating=20
standard deviation with differential, <I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">i.e.</SPAN></I>,</SPAN></SPAN></FONT></P>
<P class=3DMsoNormal style=3D"TEXT-ALIGN: center" align=3Dcenter><FONT=20
face=3D"Times New Roman" size=3D3><SUB><!--[if gte vml 1]><v:shape =
id=3D_x0000_i1043=20
style=3D"WIDTH: 185.25pt; HEIGHT: 18pt" o:ole=3D"" type =3D =
"#_x0000_t75" coordsize =3D=20
"21600,21600"><v:imagedata o:title=3D"" src =3D=20
"./errorpropagation_files/image017.wmz"></v:imagedata></v:shape><![endif]=
--><![if !vml]><img width=3D247 height=3D24
src=3D"./errorpropagation_files/image018.gif" =
v:shapes=3D"_x0000_i1043"><![endif]></SUB><!--[if gte mso 9]><xml>
 <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.2" =
ShapeID=3D"_x0000_i1043"
  DrawAspect=3D"Content" ObjectID=3D"_1028705160">
 </o:OLEObject>
</xml><![endif]--></FONT></P>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: =
10.0pt">results in the=20
famous error propagation formula</SPAN></SPAN></FONT></P>
<DIV align=3Dcenter>
<TABLE=20
style=3D"BORDER-RIGHT: medium none; BORDER-TOP: medium none; =
BORDER-LEFT: medium none; BORDER-BOTTOM: medium none; BORDER-COLLAPSE: =
collapse; mso-padding-alt: 0in 5.4pt 0in 5.4pt; mso-border-alt: solid =
windowtext .75pt"=20
cellSpacing=3D0 cellPadding=3D0 border=3D1>
  <TBODY>
  <TR>
    <TD=20
    style=3D"BORDER-RIGHT: windowtext 0.75pt solid; PADDING-RIGHT: =
5.4pt; BORDER-TOP: windowtext 0.75pt solid; PADDING-LEFT: 5.4pt; =
PADDING-BOTTOM: 0in; BORDER-LEFT: windowtext 0.75pt solid; WIDTH: =
257.4pt; PADDING-TOP: 0in; BORDER-BOTTOM: windowtext 0.75pt solid"=20
    vAlign=3Dtop width=3D343>
      <P class=3DMsoNormal style=3D"TEXT-ALIGN: center" =
align=3Dcenter><FONT=20
      face=3D"Times New Roman" size=3D3><SUB><!--[if gte vml 1]><v:shape =

      id=3D_x0000_i1044 style=3D"WIDTH: 216.75pt; HEIGHT: 45pt" =
o:ole=3D"" type =3D=20
      "#_x0000_t75" coordsize =3D "21600,21600"><v:imagedata =
o:title=3D"" src =3D=20
      =
"./errorpropagation_files/image019.wmz"></v:imagedata></v:shape><![endif]=
--><![if !vml]><img width=3D289 height=3D60
  src=3D"./errorpropagation_files/image020.gif" =
v:shapes=3D"_x0000_i1044"><![endif]></SUB><!--[if gte mso 9]><xml>
   <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.2" =
ShapeID=3D"_x0000_i1044"
    DrawAspect=3D"Content" ObjectID=3D"_1028705161">
   </o:OLEObject>
  </xml><![endif]--></FONT></P></TD></TR></TBODY></TABLE></DIV>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: =
10.0pt">This expression=20
will be used in the Uncertainty Analysis section of every Physical =
Chemistry=20
laboratory report!</SPAN></SPAN></FONT></P>
<P class=3DMsoNormal><B style=3D"mso-bidi-font-weight: normal"><FONT=20
face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-WEIGHT: bold; FONT-SIZE: 12pt"><SPAN=20
style=3D"mso-bidi-font-size: =
10.0pt">Example:</SPAN></SPAN></FONT></B><SPAN=20
style=3D"mso-spacerun: yes">&nbsp; </SPAN>There is 0.1 cm uncertainty in =
the ruler=20
used to measure <I style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">r</SPAN></I> and <I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">h</SPAN></I>.</P>
<TABLE style=3D"BORDER-COLLAPSE: collapse; mso-padding-alt: 0in 5.4pt =
0in 5.4pt"=20
cellSpacing=3D0 cellPadding=3D0 border=3D0>
  <TBODY>
  <TR>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 77.4pt; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D103>
      <P class=3DMsoNormal><![if =
!supportEmptyParas]><![endif]>&nbsp;<FONT=20
      face=3D"Times New Roman" size=3D3><SPAN=20
      style=3D"FONT-SIZE: 12pt"><o:p></o:p></SPAN></FONT></P></TD>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 401.4pt; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D535>
      <P class=3DMsoNormal><FONT face=3D"Times New Roman" =
size=3D3><SUB><!--[if gte vml 1]><v:shape id=3D_x0000_i1045=20
      style=3D"WIDTH: 296.25pt; HEIGHT: 128.25pt" o:ole=3D"" type =3D =
"#_x0000_t75"=20
      coordsize =3D "21600,21600"><v:imagedata o:title=3D"" src =3D=20
      =
"./errorpropagation_files/image021.wmz"></v:imagedata></v:shape><![endif]=
--><![if !vml]><img width=3D395 height=3D171
  src=3D"./errorpropagation_files/image022.gif" =
v:shapes=3D"_x0000_i1045"><![endif]></SUB><!--[if gte mso 9]><xml>
   <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.2" =
ShapeID=3D"_x0000_i1045"
    DrawAspect=3D"Content" ObjectID=3D"_1028705162">
   </o:OLEObject>
  </xml><![endif]--></FONT></P></TD></TR></TBODY></TABLE>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: =
10.0pt">Thus, the=20
expected uncertainty in <I style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">V</SPAN></I> is </SPAN></SPAN></FONT><FONT=20
face=3DSymbol><SPAN style=3D"FONT-FAMILY: Symbol">=B1</SPAN></FONT>39=20
cm<SUP>3</SUP>.</P>
<H2><B style=3D"mso-bidi-font-weight: normal"><I=20
style=3D"mso-bidi-font-style: normal; mso-ansi-font-style: normal"><FONT =

face=3DArial size=3D4><SPAN=20
style=3D"FONT-SIZE: 14pt; FONT-STYLE: normal; mso-bidi-font-size: =
10.0pt">4.<SPAN=20
style=3D"mso-spacerun: yes">&nbsp; </SPAN>Purpose of Error=20
Propagation<o:p></o:p></SPAN></FONT></I></B></H2>
<P class=3DMsoNormal=20
style=3D"MARGIN-LEFT: 0.25in; TEXT-INDENT: -0.25in; mso-list: l0 level1 =
lfo1"><![if !supportLists]><FONT=20
face=3DSymbol size=3D3><SPAN style=3D"FONT-SIZE: 12pt; FONT-FAMILY: =
Symbol">=B7<FONT=20
face=3D"Times New Roman" size=3D1><SPAN=20
style=3D"FONT: 7pt 'Times New =
Roman'">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
</SPAN></FONT></SPAN></FONT><![endif]>Quantifies precision of =
results</P>
<TABLE style=3D"BORDER-COLLAPSE: collapse; mso-padding-alt: 0in 5.4pt =
0in 5.4pt"=20
cellSpacing=3D0 cellPadding=3D0 border=3D0>
  <TBODY>
  <TR>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 77.4pt; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D103>
      <P class=3DMsoNormal><![if =
!supportEmptyParas]><![endif]>&nbsp;<FONT=20
      face=3D"Times New Roman" size=3D3><SPAN=20
      style=3D"FONT-SIZE: 12pt"><o:p></o:p></SPAN></FONT></P></TD>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 401.4pt; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D535>
      <P class=3DMsoNormal><B style=3D"mso-bidi-font-weight: =
normal"><FONT=20
      face=3D"Times New Roman" size=3D3><SPAN=20
      style=3D"FONT-WEIGHT: bold; FONT-SIZE: 12pt"><SPAN=20
      style=3D"mso-bidi-font-size: =
10.0pt">Example:</SPAN></SPAN></FONT></B><SPAN=20
      style=3D"mso-spacerun: yes">&nbsp; </SPAN><I=20
      style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: italic">V</SPAN></I> =3D 1131 <FONT =
face=3DSymbol><SPAN=20
      style=3D"FONT-FAMILY: Symbol">=B1</SPAN></FONT> 39=20
  cm<SUP>3</SUP></P></TD></TR></TBODY></TABLE>
<P class=3DMsoNormal=20
style=3D"MARGIN-LEFT: 0.25in; TEXT-INDENT: -0.25in; mso-list: l0 level1 =
lfo1"><![if !supportLists]><FONT=20
face=3DSymbol size=3D3><SPAN style=3D"FONT-SIZE: 12pt; FONT-FAMILY: =
Symbol">=B7<FONT=20
face=3D"Times New Roman" size=3D1><SPAN=20
style=3D"FONT: 7pt 'Times New =
Roman'">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
</SPAN></FONT></SPAN></FONT><![endif]>Identifies principle source of =
error and=20
suggests improvement</P>
<TABLE style=3D"BORDER-COLLAPSE: collapse; mso-padding-alt: 0in 5.4pt =
0in 5.4pt"=20
cellSpacing=3D0 cellPadding=3D0 border=3D0>
  <TBODY>
  <TR>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 77.4pt; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D103>
      <P class=3DMsoNormal><![if =
!supportEmptyParas]><![endif]>&nbsp;<FONT=20
      face=3D"Times New Roman" size=3D3><SPAN=20
      style=3D"FONT-SIZE: 12pt"><o:p></o:p></SPAN></FONT></P></TD>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 401.4pt; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D535>
      <P class=3DMsoNormal><B style=3D"mso-bidi-font-weight: =
normal"><FONT=20
      face=3D"Times New Roman" size=3D3><SPAN=20
      style=3D"FONT-WEIGHT: bold; FONT-SIZE: 12pt"><SPAN=20
      style=3D"mso-bidi-font-size: =
10.0pt">Example:</SPAN></SPAN></FONT></B><SPAN=20
      style=3D"mso-spacerun: yes">&nbsp; </SPAN>Determine <I=20
      style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: italic">r</SPAN></I> better (not <I=20
      style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: =
italic">h</SPAN></I>!)</P></TD></TR></TBODY></TABLE>
<P class=3DMsoNormal=20
style=3D"MARGIN-LEFT: 0.25in; TEXT-INDENT: -0.25in; mso-list: l0 level1 =
lfo1"><![if !supportLists]><FONT=20
face=3DSymbol size=3D3><SPAN style=3D"FONT-SIZE: 12pt; FONT-FAMILY: =
Symbol">=B7<FONT=20
face=3D"Times New Roman" size=3D1><SPAN=20
style=3D"FONT: 7pt 'Times New =
Roman'">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
</SPAN></FONT></SPAN></FONT><![endif]>Justifies observed standard =
deviation</P>
<TABLE style=3D"BORDER-COLLAPSE: collapse; mso-padding-alt: 0in 5.4pt =
0in 5.4pt"=20
cellSpacing=3D0 cellPadding=3D0 border=3D0>
  <TBODY>
  <TR>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 77.4pt; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D103>
      <P class=3DMsoNormal><![if =
!supportEmptyParas]><![endif]>&nbsp;<FONT=20
      face=3D"Times New Roman" size=3D3><SPAN=20
      style=3D"FONT-SIZE: 12pt"><o:p></o:p></SPAN></FONT></P></TD>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 401.4pt; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D535>
      <P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN =

      style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: =
10.0pt">If <I=20
      style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: italic">s</SPAN></I><SUB>observed</SUB>=20
      </SPAN></SPAN></FONT><FONT face=3DSymbol><SPAN=20
      style=3D"FONT-FAMILY: Symbol">=BB</SPAN></FONT> <I=20
      style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: italic">s</SPAN></I><SUB>calculated</SUB> =
then the=20
      observed standard deviation is accounted for</P>
      <P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN =

      style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: =
10.0pt">If <I=20
      style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: italic">s</SPAN></I><SUB>observed</SUB> =
differs=20
      significantly from <I style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: italic">s</SPAN></I><SUB>calculated</SUB> =
then perhaps=20
      unrealistic values were chosen for <I=20
      style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: italic">s<SUB>x</SUB></SPAN></I>, <I=20
      style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: italic">s<SUB>y</SUB></SPAN></I>, and <I=20
      style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: =
italic">s<SUB>z</SUB></SPAN></I>.</SPAN></SPAN></FONT></P></TD></TR></TBO=
DY></TABLE>
<P class=3DMsoNormal=20
style=3D"MARGIN-LEFT: 0.25in; TEXT-INDENT: -0.25in; mso-list: l0 level1 =
lfo1"><![if !supportLists]><FONT=20
face=3DSymbol size=3D3><SPAN style=3D"FONT-SIZE: 12pt; FONT-FAMILY: =
Symbol">=B7<FONT=20
face=3D"Times New Roman" size=3D1><SPAN=20
style=3D"FONT: 7pt 'Times New =
Roman'">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
</SPAN></FONT></SPAN></FONT><![endif]>Identifies type of error</P>
<TABLE style=3D"BORDER-COLLAPSE: collapse; mso-padding-alt: 0in 5.4pt =
0in 5.4pt"=20
cellSpacing=3D0 cellPadding=3D0 border=3D0>
  <TBODY>
  <TR>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 77.4pt; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D103>
      <P class=3DMsoNormal><![if =
!supportEmptyParas]><![endif]>&nbsp;<FONT=20
      face=3D"Times New Roman" size=3D3><SPAN=20
      style=3D"FONT-SIZE: 12pt"><o:p></o:p></SPAN></FONT></P></TD>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 401.4pt; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D535>
      <P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN =

      style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: =
10.0pt">If=20
      </SPAN></SPAN></FONT><FONT face=3DSymbol><SPAN=20
      style=3D"FONT-FAMILY: Symbol">=BD</SPAN></FONT><I=20
      style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: italic">u</SPAN></I><SUB>obserrved</SUB> =
<FONT=20
      face=3DSymbol><SPAN style=3D"FONT-FAMILY: Symbol">-</SPAN></FONT> =
<I=20
      style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: =
italic">u</SPAN></I><SUB>literature</SUB><FONT=20
      face=3DSymbol><SPAN style=3D"FONT-FAMILY: =
Symbol">=BD</SPAN></FONT> <FONT=20
      face=3DSymbol><SPAN style=3D"FONT-FAMILY: =
Symbol">=A3</SPAN></FONT> <I=20
      style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: italic">s</SPAN></I><SUB>calculated</SUB> =
then error is=20
      random error</P>
      <P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN =

      style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: =
10.0pt">If=20
      </SPAN></SPAN></FONT><FONT face=3DSymbol><SPAN=20
      style=3D"FONT-FAMILY: Symbol">=BD</SPAN></FONT><I=20
      style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: italic">u</SPAN></I><SUB>obserrved</SUB> =
<FONT=20
      face=3DSymbol><SPAN style=3D"FONT-FAMILY: Symbol">-</SPAN></FONT> =
<I=20
      style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: =
italic">u</SPAN></I><SUB>literature</SUB><FONT=20
      face=3DSymbol><SPAN style=3D"FONT-FAMILY: =
Symbol">=BD</SPAN></FONT> <FONT=20
      face=3DSymbol><SPAN style=3D"FONT-FAMILY: =
Symbol">&gt;&gt;</SPAN></FONT> <I=20
      style=3D"mso-bidi-font-style: normal"><SPAN=20
      style=3D"FONT-STYLE: italic">s</SPAN></I><SUB>calculated</SUB> =
then error is=20
      systematic error</P></TD></TR></TBODY></TABLE>
<H2><B style=3D"mso-bidi-font-weight: normal"><I=20
style=3D"mso-bidi-font-style: normal; mso-ansi-font-style: normal"><FONT =

face=3DArial size=3D4><SPAN=20
style=3D"FONT-SIZE: 14pt; FONT-STYLE: normal; mso-bidi-font-size: =
10.0pt">5.<SPAN=20
style=3D"mso-spacerun: yes">&nbsp; </SPAN>Calculating and Reporting =
Values when=20
using Error Propagation<o:p></o:p></SPAN></FONT></I></B></H2>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: 10.0pt">Use =
full=20
precision (keep extra significant figures and do not round) until the =
end of a=20
calculation.<SPAN style=3D"mso-spacerun: yes">&nbsp; </SPAN>Then keep =
two=20
significant figures for the uncertainty and match precision for the=20
value.</SPAN></SPAN></FONT></P>
<P class=3DMsoNormal><B style=3D"mso-bidi-font-weight: normal"><FONT=20
face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-WEIGHT: bold; FONT-SIZE: 12pt"><SPAN=20
style=3D"mso-bidi-font-size: =
10.0pt">Example:</SPAN></SPAN></FONT></B><SPAN=20
style=3D"mso-spacerun: yes">&nbsp; </SPAN><I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">V</SPAN></I> =3D 1131 <FONT =
face=3DSymbol><SPAN=20
style=3D"FONT-FAMILY: Symbol">=B1</SPAN></FONT> 39 cm<SUP>3</SUP></P>
<H2><B style=3D"mso-bidi-font-weight: normal"><I=20
style=3D"mso-bidi-font-style: normal; mso-ansi-font-style: normal"><FONT =

face=3DArial size=3D4><SPAN=20
style=3D"FONT-SIZE: 14pt; FONT-STYLE: normal; mso-bidi-font-size: =
10.0pt">6.<SPAN=20
style=3D"mso-spacerun: yes">&nbsp; </SPAN>Comparison of Error =
Propagation to=20
Significant Figures<o:p></o:p></SPAN></FONT></I></B></H2>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: 10.0pt">Use =
of=20
significant figures in calculations is a rough estimate of error=20
propagation.</SPAN></SPAN></FONT></P>
<TABLE style=3D"BORDER-COLLAPSE: collapse; mso-padding-alt: 0in 5.4pt =
0in 5.4pt"=20
cellSpacing=3D0 cellPadding=3D0 border=3D0>
  <TBODY>
  <TR>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 0.95in; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D91>
      <P class=3DMsoNormal><B style=3D"mso-bidi-font-weight: =
normal"><FONT=20
      face=3D"Times New Roman" size=3D3><SPAN=20
      style=3D"FONT-WEIGHT: bold; FONT-SIZE: 12pt"><SPAN=20
      style=3D"mso-bidi-font-size: =
10.0pt">Example:</SPAN></SPAN></FONT></B></P></TD>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 409.5pt; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D546>
      <P class=3DMsoNormal><FONT face=3D"Times New Roman" =
size=3D3><SUB><!--[if gte vml 1]><v:shape id=3D_x0000_i1046=20
      style=3D"WIDTH: 224.25pt; HEIGHT: 18pt" o:ole=3D"" type =3D =
"#_x0000_t75"=20
      coordsize =3D "21600,21600"><v:imagedata o:title=3D"" src =3D=20
      =
"./errorpropagation_files/image023.wmz"></v:imagedata></v:shape><![endif]=
--><![if !vml]><img width=3D299 height=3D24
  src=3D"./errorpropagation_files/image024.gif" =
v:shapes=3D"_x0000_i1046"><![endif]></SUB><!--[if gte mso 9]><xml>
   <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.2" =
ShapeID=3D"_x0000_i1046"
    DrawAspect=3D"Content" ObjectID=3D"_1028705163">
   </o:OLEObject>
  </xml><![endif]--></FONT></P></TD></TR></TBODY></TABLE>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: =
10.0pt">Keeping two=20
significant figures in this example implies a result of <I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">V</SPAN></I> =3D 1100 =
</SPAN></SPAN></FONT><FONT=20
face=3DSymbol><SPAN style=3D"FONT-FAMILY: Symbol">=B1</SPAN></FONT> 100=20
cm<SUP>3</SUP>, which is much less precise than the result of <I=20
style=3D"mso-bidi-font-style: normal"><SPAN=20
style=3D"FONT-STYLE: italic">V</SPAN></I> =3D 1131 <FONT =
face=3DSymbol><SPAN=20
style=3D"FONT-FAMILY: Symbol">=B1</SPAN></FONT> 39 cm<SUP>3</SUP> =
derived by error=20
propagation.</P>
<H2><B style=3D"mso-bidi-font-weight: normal"><I=20
style=3D"mso-bidi-font-style: normal; mso-ansi-font-style: normal"><FONT =

face=3DArial size=3D4><SPAN=20
style=3D"FONT-SIZE: 14pt; FONT-STYLE: normal; mso-bidi-font-size: =
10.0pt">7.<SPAN=20
style=3D"mso-spacerun: yes">&nbsp; </SPAN>Common Applications of the =
Error=20
Propagation Formula<o:p></o:p></SPAN></FONT></I></B></H2>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: =
10.0pt">Several=20
applications of the error propagation formula are regularly used in =
Analytical=20
Chemistry.</SPAN></SPAN></FONT></P>
<TABLE style=3D"BORDER-COLLAPSE: collapse; mso-padding-alt: 0in 5.4pt =
0in 5.4pt"=20
cellSpacing=3D0 cellPadding=3D0 border=3D0>
  <TBODY>
  <TR>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 0.95in; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D91>
      <P class=3DMsoNormal style=3D"tab-stops: 63.0pt"><B=20
      style=3D"mso-bidi-font-weight: normal"><FONT face=3D"Times New =
Roman"=20
      size=3D3><SPAN style=3D"FONT-WEIGHT: bold; FONT-SIZE: 12pt"><SPAN=20
      style=3D"mso-bidi-font-size: =
10.0pt">Example:</SPAN></SPAN></FONT></B></P></TD>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 409.5pt; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D546>
      <P class=3DMsoNormal><FONT face=3D"Times New Roman" =
size=3D3><SUB><!--[if gte vml 1]><v:shape id=3D_x0000_i1047=20
      style=3D"WIDTH: 143.25pt; HEIGHT: 108.75pt" o:ole=3D"" type =3D =
"#_x0000_t75"=20
      coordsize =3D "21600,21600"><v:imagedata o:title=3D"" src =3D=20
      =
"./errorpropagation_files/image025.wmz"></v:imagedata></v:shape><![endif]=
--><![if !vml]><img width=3D191 height=3D145
  src=3D"./errorpropagation_files/image026.gif" =
v:shapes=3D"_x0000_i1047"><![endif]></SUB><!--[if gte mso 9]><xml>
   <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.2" =
ShapeID=3D"_x0000_i1047"
    DrawAspect=3D"Content" ObjectID=3D"_1028705164">
   </o:OLEObject>
  </xml><![endif]--></FONT></P></TD></TR></TBODY></TABLE>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN=20
style=3D"mso-bidi-font-size: 10.0pt"></SPAN></SPAN></FONT>&nbsp;</P>
<TABLE style=3D"BORDER-COLLAPSE: collapse; mso-padding-alt: 0in 5.4pt =
0in 5.4pt"=20
cellSpacing=3D0 cellPadding=3D0 border=3D0>
  <TBODY>
  <TR>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 0.95in; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D91>
      <P class=3DMsoNormal><B style=3D"mso-bidi-font-weight: =
normal"><FONT=20
      face=3D"Times New Roman" size=3D3><SPAN=20
      style=3D"FONT-WEIGHT: bold; FONT-SIZE: 12pt"><SPAN=20
      style=3D"mso-bidi-font-size: =
10.0pt">Example:</SPAN></SPAN></FONT></B></P></TD>
    <TD=20
    style=3D"PADDING-RIGHT: 5.4pt; PADDING-LEFT: 5.4pt; PADDING-BOTTOM: =
0in; WIDTH: 409.5pt; PADDING-TOP: 0in"=20
    vAlign=3Dtop width=3D546>
      <P class=3DMsoNormal><FONT face=3D"Times New Roman" =
size=3D3><SUB><!--[if gte vml 1]><v:shape id=3D_x0000_i1048=20
      style=3D"WIDTH: 143.25pt; HEIGHT: 150.75pt" o:ole=3D"" type =3D =
"#_x0000_t75"=20
      coordsize =3D "21600,21600"><v:imagedata o:title=3D"" src =3D=20
      =
"./errorpropagation_files/image027.wmz"></v:imagedata></v:shape><![endif]=
--><![if !vml]><img width=3D191 height=3D201
  src=3D"./errorpropagation_files/image028.gif" =
v:shapes=3D"_x0000_i1048"><![endif]></SUB><!--[if gte mso 9]><xml>
   <o:OLEObject Type=3D"Embed" ProgID=3D"Equation.2" =
ShapeID=3D"_x0000_i1048"
    DrawAspect=3D"Content" ObjectID=3D"_1028705166">
   </o:OLEObject>
  </xml><![endif]--></FONT></P></TD></TR></TBODY></TABLE>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN=20
style=3D"mso-bidi-font-size: 10.0pt"></SPAN></SPAN></FONT>&nbsp;</P>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN style=3D"mso-bidi-font-size: =
10.0pt">Analytical=20
chemists tend to remember these common error propagation results, as =
they=20
encounter them frequently during repetitive measurements.<SPAN=20
style=3D"mso-spacerun: yes">&nbsp; </SPAN>Physical chemists tend to =
remember the=20
one general formula that can be applied to any case, as they encounter =
widely=20
varying applications of error propagation.<SPAN style=3D"mso-spacerun: =
yes">&nbsp;=20
</SPAN>(Or perhaps analytical chemists take a more utilitarian approach, =
whereas=20
physical chemists take a more "from first principles"=20
approach.)</SPAN></SPAN></FONT></P>
<P class=3DMsoNormal><FONT face=3D"Times New Roman" size=3D3><SPAN=20
style=3D"FONT-SIZE: 12pt"><SPAN=20
style=3D"mso-bidi-font-size: =
10.0pt"></SPAN></SPAN></FONT>&nbsp;</P></DIV></BODY></HTML>
