T.2)  Exponential data

T.2.a) Running an exponential through two data points

Here are the two points [Graphics:Images/index_gr_1.gif] and [Graphics:Images/index_gr_2.gif] and the line function going through them.

[Graphics:Images/index_gr_3.gif]

[Graphics:Images/index_gr_4.gif]

Add to this plot the plot of the exponential function
       [Graphics:Images/index_gr_5.gif]
that goes through the same two points.

Answer:

Call [Graphics:Images/index_gr_6.gif] the exponential function that goes through these two points:

[Graphics:Images/index_gr_7.gif]
[Graphics:Images/index_gr_8.gif]

[Graphics:Images/index_gr_9.gif] is a line function that goes through:

[Graphics:Images/index_gr_10.gif]
[Graphics:Images/index_gr_11.gif]

So [Graphics:Images/index_gr_12.gif] is given by:

[Graphics:Images/index_gr_13.gif]
[Graphics:Images/index_gr_14.gif]

But
       [Graphics:Images/index_gr_15.gif],
so [Graphics:Images/index_gr_16.gif] is given by:

[Graphics:Images/index_gr_17.gif]
[Graphics:Images/index_gr_18.gif]

This is the exponential function
       [Graphics:Images/index_gr_19.gif]
with  [Graphics:Images/index_gr_20.gif]  and [Graphics:Images/index_gr_21.gif].
Here comes the plot:

[Graphics:Images/index_gr_22.gif]

[Graphics:Images/index_gr_23.gif]

Lookin' fine.

T.2.b.i)  [Graphics:Images/index_gr_24.gif] and exponential data analysis

Information relating the variable [Graphics:Images/index_gr_25.gif] and the function [Graphics:Images/index_gr_26.gif] may consist of nothing more than some measurements indicating the observed value of [Graphics:Images/index_gr_27.gif] for various values of [Graphics:Images/index_gr_28.gif].  A quick plot of the data usually reveals to the alert eye whether the functional relationship of [Graphics:Images/index_gr_29.gif] in terms of [Graphics:Images/index_gr_30.gif] is of the form
       [Graphics:Images/index_gr_31.gif].
If the plot of the data looks like this:

[Graphics:Images/index_gr_32.gif]

[Graphics:Images/index_gr_33.gif]

Then you are happy fitting these data with a line:

[Graphics:Images/index_gr_34.gif]
[Graphics:Images/index_gr_35.gif]
[Graphics:Images/index_gr_36.gif]

[Graphics:Images/index_gr_37.gif]

Not bad.
Sometimes the points do not line up in a straight line:

[Graphics:Images/index_gr_38.gif]

[Graphics:Images/index_gr_39.gif]

This looks suspiciously exponential.
How do you better eyeball an exponential relationship?
How do you come up with a compromise exponential function
       [Graphics:Images/index_gr_40.gif]
whose plot runs through or near the data points above?

Answer:

Here are the data points in the form [Graphics:Images/index_gr_41.gif]:

[Graphics:Images/index_gr_42.gif]

The following instruction keeps the first slots fixed but replaces the corresponding second slot by its base [Graphics:Images/index_gr_43.gif] logarithm:

[Graphics:Images/index_gr_44.gif]
[Graphics:Images/index_gr_45.gif]

Now plot the logdata points:

[Graphics:Images/index_gr_46.gif]

[Graphics:Images/index_gr_47.gif]

These points nearly line up in a perfect straight line.

This is a dead give-away that the data display a strong exponential relationship.

Let's agree that
       [Graphics:Images/index_gr_48.gif]
is a compromise exponential function whose plot does a good job of going with the flow of these data points.
[Graphics:Images/index_gr_49.gif] is a compromise line function that flows with:

[Graphics:Images/index_gr_50.gif]
[Graphics:Images/index_gr_51.gif]

So [Graphics:Images/index_gr_52.gif] is given by:

[Graphics:Images/index_gr_53.gif]
[Graphics:Images/index_gr_54.gif]

But
       [Graphics:Images/index_gr_55.gif],
so [Graphics:Images/index_gr_56.gif] is given by:

[Graphics:Images/index_gr_57.gif]
[Graphics:Images/index_gr_58.gif]

This is the exponential function
       [Graphics:Images/index_gr_59.gif]
with  [Graphics:Images/index_gr_60.gif]  and [Graphics:Images/index_gr_61.gif].
Here comes the plot:

[Graphics:Images/index_gr_62.gif]

[Graphics:Images/index_gr_63.gif]

No problem at all.

T.2.b.ii)

If there were an entry [Graphics:Images/index_gr_64.gif] in the exponential data table in part i), what would you bet that [Graphics:Images/index_gr_65.gif] would be?

Answer:

Go with the exponential fit [Graphics:Images/index_gr_66.gif] and plug in [Graphics:Images/index_gr_67.gif]:

[Graphics:Images/index_gr_68.gif]
[Graphics:Images/index_gr_69.gif]
T.2.b.iii)

If there were an entry [Graphics:Images/index_gr_70.gif] in the exponential data table in part i), what would you bet that [Graphics:Images/index_gr_71.gif] would be?

Answer:

Go with the exponential fit [Graphics:Images/index_gr_72.gif] and plug in [Graphics:Images/index_gr_73.gif]:

[Graphics:Images/index_gr_74.gif]
[Graphics:Images/index_gr_75.gif]


Converted by Mathematica      November 23, 1999