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<title>Study Selection and Use of Inventory Models</title>
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<body lang=3DEN-US style=3D'tab-interval:.5in'>

<div class=3DSection1>

<p class=3DMsoNormal align=3Dcenter style=3D'text-align:center'><b style=3D=
'mso-bidi-font-weight:
normal'><i style=3D'mso-bidi-font-style:normal'><u><span style=3D'font-size=
:14.0pt'>Study,
Selection, Built up and Use of Inventory Models<o:p></o:p></span></u></i></=
b></p>

<p class=3DMsoNormal align=3Dcenter style=3D'text-align:center'><i style=3D=
'mso-bidi-font-style:
normal'><u><span style=3D'font-size:14.0pt'><o:p><span style=3D'text-decora=
tion:
 none'>&nbsp;</span></o:p></span></u></i></p>

<p class=3DMsoNormal><b style=3D'mso-bidi-font-weight:normal'><i style=3D'm=
so-bidi-font-style:
normal'><u><span style=3D'font-size:14.0pt'>Study:<o:p></o:p></span></u></i=
></b></p>

<p class=3DMsoNormal><b style=3D'mso-bidi-font-weight:normal'><i style=3D'm=
so-bidi-font-style:
normal'><u><span style=3D'font-size:14.0pt'><o:p><span style=3D'text-decora=
tion:
 none'>&nbsp;</span></o:p></span></u></i></b></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>The great difficulty =
in
learning inventory models stems from the need to translate reality (as often
expressed in cases or other word problems) into formal treatment.<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span>Basically there are three
challenges.<span style=3D'mso-spacerun:yes'>&nbsp; </span>The challenge to
identify the correct model and the challenge to distinguish among inputs ba=
sed
on the reading.<span style=3D'mso-spacerun:yes'>&nbsp; </span>A final chall=
enge
is to identify the desired out put.<span style=3D'mso-spacerun:yes'>&nbsp;&=
nbsp;
</span><o:p></o:p></span></p>

<p class=3DMsoNormal><b style=3D'mso-bidi-font-weight:normal'><i style=3D'm=
so-bidi-font-style:
normal'><u><span style=3D'font-size:14.0pt'><o:p><span style=3D'text-decora=
tion:
 none'>&nbsp;</span></o:p></span></u></i></b></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>These challenges requ=
ire <span
style=3D'background:yellow;mso-highlight:yellow'>conceptual comprehension</=
span> of
each model, its essence, inputs and output.<o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><span
style=3D'mso-spacerun:yes'>&nbsp;</span><o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>Drawing the distincti=
ve graph
for the model is a necessary part of the study and would be helpful for
conceptual understanding.<span style=3D'mso-spacerun:yes'>&nbsp; </span><o:=
p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>One way to testing
comprehension, is to build the various formulae independently, based on con=
ceptual
understanding.<span style=3D'mso-spacerun:yes'>&nbsp; </span>In particular,=
 after
learning the material, I would recommend trying to work in two directions.<=
span
style=3D'mso-spacerun:yes'>&nbsp; </span>First try to work in reverse, buil=
ding
independently first the Total Costs formula for the model, and then work
backward to establish its components, if necessary. Building the formula
conceptually should be done before inserting the proper formula.<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span><o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><span
style=3D'mso-spacerun:yes'>&nbsp;</span>If the values of the outputs are not
clear, it would then be worth while to begin with conceptual understanding =
of
the inputs followed by the assignment of values or computation of the value=
s of
the inputs.<span style=3D'mso-spacerun:yes'>&nbsp; </span>Finally the outpu=
ts
should be identified and computed.<span style=3D'mso-spacerun:yes'>&nbsp; <=
/span>Building
the formula conceptually should be done before inserting the proper
formula.<span style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span><o:p></o=
:p></span></p>

<p class=3DMsoNormal><b style=3D'mso-bidi-font-weight:normal'><i style=3D'm=
so-bidi-font-style:
normal'><u><span style=3D'font-size:14.0pt'><o:p><span style=3D'text-decora=
tion:
 none'>&nbsp;</span></o:p></span></u></i></b></p>

<p class=3DMsoNormal><i style=3D'mso-bidi-font-style:normal'><u><span
style=3D'font-size:14.0pt'><o:p><span style=3D'text-decoration:none'>&nbsp;=
</span></o:p></span></u></i></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>The greatest challeng=
e in
using inventory models is the selection of the right model.<span
style=3D'mso-spacerun:yes'>&nbsp; </span>Let us present a conceptual approa=
ch for
selection.<span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span><o:p></o:p><=
/span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>All together we have 5
different models and 7 model variation to select from. <o:p></o:p></span></=
p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><span
style=3D'mso-spacerun:yes'>&nbsp;</span><o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>There are 3 models wi=
th <span
style=3D'background:yellow;mso-highlight:yellow'>Deterministic Demand</span=
>,
i.e., models where <span style=3D'background:yellow;mso-highlight:yellow'>t=
he
annual demand is given or can be computed exactly</span>.<span
style=3D'mso-spacerun:yes'>&nbsp; </span>These are: Model 1) Regular EOQ mo=
del,
Model 2) Inventory with Backorder, and Model 3) Inventory with Production.<=
span
style=3D'mso-spacerun:yes'>&nbsp; </span><o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>There are 2 models wi=
th <span
style=3D'background:yellow;mso-highlight:yellow'>Stochastic (Probabilistic)
Demand</span>:<span style=3D'mso-spacerun:yes'>&nbsp; </span>They differ ba=
sed on
the nature of their distribution system. In Model 4), the probability of the
demand is <span style=3D'background:yellow;mso-highlight:yellow'>Discrete</=
span>.<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp; </span>In Model 5), the proba=
bility
of the demand is <span style=3D'background:yellow;mso-highlight:yellow'>Con=
tinuous</span>.<span
style=3D'mso-spacerun:yes'>&nbsp; </span>In the case of continuous distribu=
tion
we are limiting the study to Normal Distribution of the demand.<o:p></o:p><=
/span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>Hence, if the annual =
demand
is deterministic (i.e. not probabilistic) <span class=3DGramE>The</span> ri=
ght
model is either Model 1) or Model 2) or Model 3). It cannot be Model 4) or
Model 5).<span style=3D'mso-spacerun:yes'>&nbsp; </span>If the demand (for =
the
cycle) is probabilistic it must be either Model 4) or Model 5).<span
style=3D'mso-spacerun:yes'>&nbsp; </span><span
style=3D'mso-spacerun:yes'>&nbsp;</span>If the demand is probabilistic and =
is
discrete it must be model 4) and if the distribution of the demand is a nor=
mal
distribution, it must be model 5).<span style=3D'mso-spacerun:yes'>&nbsp; <=
/span><span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp;&nbsp;&nbsp;</span><o:p></o:p></span=
></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>How to distinguish am=
ong the
deterministic models?<o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>Model 1: If the quant=
ity is
ordered and we <u>do not deal</u> with Back Order and Production it must be
model 1.<o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>In this case there <u=
>are no
inputs</u> <span class=3DGramE>of <span
style=3D'mso-spacerun:yes'>&nbsp;</span>penalty</span> (per unit p) or serv=
ice
standard (L) or rate of production (B). <o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>Model 2: In case we d=
eal with
backorder and waiting list, it is model 2.<span style=3D'mso-spacerun:yes'>=
&nbsp;
</span><u>In this case only</u> either penalty for being on the waiting lis=
t (p
per <span class=3DGramE>item )</span> or alternatively service level (L)<sp=
an
style=3D'mso-spacerun:yes'>&nbsp; </span>must be supplied.<o:p></o:p></span=
></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>Model 3: In case of i=
nventory
with production, it is model 3.<span style=3D'mso-spacerun:yes'>&nbsp; </sp=
an><u>In
this case <span class=3DGramE>only<span style=3D'text-decoration:none;text-=
underline:
none'> ,</span></span></u> the annual production rate (B) must either be gi=
ven
or can be calculated.<span style=3D'mso-spacerun:yes'>&nbsp; </span><o:p></=
o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>Within Model 2, we
distinguish between two variations.<span style=3D'mso-spacerun:yes'>&nbsp;
</span><o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>Model 2a: The penalty=
 per
item on the waiting list, p, is given directly.<span
style=3D'mso-spacerun:yes'>&nbsp; </span>In this variation, you may proceed
directly to compute the various formulae. You can also find the service lev=
el.<o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>Model 2b: The service=
 level,
designating the probability of finding the item on the shelf, L is given
directly.<span style=3D'mso-spacerun:yes'>&nbsp; </span>In this case one ne=
eds to
find the imputed waiting list penalty p, before proceeding to deal with var=
ious
formulae. The formulae for p <span class=3DGramE>is </span><sub><!--[if gte=
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 id=3D"_x0000_t75" coordsize=3D"21600,21600" o:spt=3D"75" o:preferrelative=
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  <v:f eqn=3D"if lineDrawn pixelLineWidth 0"/>
  <v:f eqn=3D"sum @0 1 0"/>
  <v:f eqn=3D"sum 0 0 @1"/>
  <v:f eqn=3D"prod @2 1 2"/>
  <v:f eqn=3D"prod @3 21600 pixelWidth"/>
  <v:f eqn=3D"prod @3 21600 pixelHeight"/>
  <v:f eqn=3D"sum @0 0 1"/>
  <v:f eqn=3D"prod @6 1 2"/>
  <v:f eqn=3D"prod @7 21600 pixelWidth"/>
  <v:f eqn=3D"sum @8 21600 0"/>
  <v:f eqn=3D"prod @7 21600 pixelHeight"/>
  <v:f eqn=3D"sum @10 21600 0"/>
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</xml><![endif]--><span style=3D'mso-spacerun:yes'>&nbsp;</span>, where h i=
s the
cost <o:p></o:p></span></p>

<p class=3DMsoNormal><span class=3DGramE><span style=3D'font-size:14.0pt'>o=
f</span></span><span
style=3D'font-size:14.0pt'> holding a unit of inventory of an item in inven=
tory
for a year and c the cost per unit of the ordered item.<o:p></o:p></span></=
p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>How to distinguish am=
ong
Probabilistic models?<o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span class=3DGramE><span style=3D'font-size:14.0pt'>M=
odel 4.</span></span><span
style=3D'font-size:14.0pt'><span style=3D'mso-spacerun:yes'>&nbsp; </span>T=
he
probability of the demand is discrete.<o:p></o:p></span></p>

<p class=3DMsoNormal><span class=3DGramE><span style=3D'font-size:14.0pt'>M=
odel 5.</span></span><span
style=3D'font-size:14.0pt'><span style=3D'mso-spacerun:yes'>&nbsp; </span>T=
he
probability of the demand is continuous.<span style=3D'mso-spacerun:yes'>&n=
bsp;
</span>In our study, it is a normal distribution whose mean &#956; and stan=
dard
deviation &#963; must be given.<span style=3D'mso-spacerun:yes'>&nbsp; </sp=
an>In
dealing with Model 5, we distinguish between two variations:<o:p></o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>Model 5a:<span
style=3D'mso-spacerun:yes'>&nbsp; </span>In this case we do find that the O=
ptimal
Ordered Quantity Q is higher than the mean demand &#956;.<span
style=3D'mso-spacerun:yes'>&nbsp; </span><o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>Mode 5b:<span
style=3D'mso-spacerun:yes'>&nbsp; </span>In this case, we do find that the
optimal Ordered Quantity Q is lower than the mean demand &#956;. <o:p></o:p=
></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>The treatment that fo=
llows in
computing variety of formulae in each variation is distinctive. <o:p></o:p>=
</span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>II. Once you had iden=
tified
the correct model or model variation, proceed to use of formulae.<o:p></o:p=
></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><span
style=3D'mso-spacerun:yes'>&nbsp;</span>Step 1:<span
style=3D'mso-spacerun:yes'>&nbsp; </span>For the selected model, list the i=
nputs.
<span style=3D'mso-spacerun:yes'>&nbsp;</span>Sometimes you may need to com=
pute
some of the inputs.<span style=3D'mso-spacerun:yes'>&nbsp; </span>So you mu=
st
understand conceptually the meaning of each input.<span
style=3D'mso-spacerun:yes'>&nbsp; </span>Conceptual understanding is needed=
 in
order to distinguish every input from all other inputs.<span
style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span><o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>Step 2:<span
style=3D'mso-spacerun:yes'>&nbsp; </span>Identify the required outputs <o:p=
></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>Step 3:<span
style=3D'mso-spacerun:yes'>&nbsp; </span>For every required output find the=
 right
formula.<o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><span
style=3D'mso-spacerun:yes'>&nbsp; </span><o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>Step 4:<span
style=3D'mso-spacerun:yes'>&nbsp; </span>Perform computation.<o:p></o:p></s=
pan></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'>That&#8217;s it no mo=
re
steps.<span style=3D'mso-spacerun:yes'>&nbsp; </span><o:p></o:p></span></p>

<p class=3DMsoNormal><span style=3D'font-size:14.0pt'><o:p>&nbsp;</o:p></sp=
an></p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<p class=3DMsoNormal>.<span style=3D'mso-spacerun:yes'>&nbsp; </span></p>

<p class=3DMsoNormal><b style=3D'mso-bidi-font-weight:normal'><o:p>&nbsp;</=
o:p></b></p>

<p class=3DMsoNormal><b style=3D'mso-bidi-font-weight:normal'><o:p>&nbsp;</=
o:p></b></p>

<p class=3DMsoNormal><span style=3D'mso-spacerun:yes'>&nbsp;</span><span
style=3D'mso-spacerun:yes'>&nbsp;</span></p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<p class=3DMsoNormal align=3Dcenter style=3D'text-align:center'><u>Answerin=
g Problems
in Inventory: <span class=3DGramE>A</span> check List<o:p></o:p></u></p>

<p class=3DMsoNormal><u><o:p><span style=3D'text-decoration:none'>&nbsp;</s=
pan></o:p></u></p>

<p class=3DMsoNormal>1. <span style=3D'mso-spacerun:yes'>&nbsp;</span>Ident=
ify and
declare the correct Model in the Problem or Part of the Problem.<span
style=3D'mso-spacerun:yes'>&nbsp; </span>(This is the most crucial element.=
<span
style=3D'mso-spacerun:yes'>&nbsp; </span>In case of misidentification, all =
the
answers will be false).</p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<p class=3DMsoNormal>2.<span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span=
>List
the inputs (parameters) of the model.<span style=3D'mso-spacerun:yes'>&nbsp;
</span>Provide notation and definition for each input.<span
style=3D'mso-spacerun:yes'>&nbsp; </span>Be aware full of the unit of measu=
rement
of each input.</p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<p class=3DMsoNormal>3.<span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span=
>Write
the formulas for the Objective of the Model.</p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<p class=3DMsoNormal>4.<span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span=
>Draw
the graph(s) of the model.</p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<p class=3DMsoNormal>4.<span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span=
>For
each required sub problem write the formula for the desired unknown (Output=
).</p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<p class=3DMsoNormal>5.<span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span=
>Compute
the numerical answer for the desired unknown (output) in 4.<span
style=3D'mso-spacerun:yes'>&nbsp; </span></p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<p class=3DMsoNormal>General Comments</p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<p class=3DMsoNormal>1.<span style=3D'mso-spacerun:yes'>&nbsp; </span>In yo=
ur
computations, be aware of the unit of measurement of each input and output.=
<span
style=3D'mso-spacerun:yes'>&nbsp; </span></p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

<p class=3DMsoNormal>2.<span style=3D'mso-spacerun:yes'>&nbsp; </span><span
class=3DGramE>Be</span> aware whether you may or need providing a rounding =
of the
output or <u>whether rounding is not allowed </u>as it may represents a
conceptual mistake.<span style=3D'mso-spacerun:yes'>&nbsp;&nbsp; </span></p>

<p class=3DMsoNormal><o:p>&nbsp;</o:p></p>

</div>

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