Higher Engineering Mathematics, Sixth Edition

(Nancy Kaufman) #1

Linear regression 579



X =b 0 N+b 1


Y
and


XY=b 0


Y+b 1


Y^2
(from equations (3) and (4))

The values of the summations have been obtained
in part (a) giving:

145 = 8 b 0 + 180 b 1

and 2045= 180 b 0 + 5100 b 1

Solving these simultaneous equations gives
b 0 = 44 .2andb 1 =− 1 .16, correct to 3 significant
figures. Thus the equation of the regression line of
radius on force is:

X=44.2−1.16Y

The force,Y, at a radius of 40cm, is obtained
from the regression line of force on radius, i.e.
y= 33. 7 − 0. 617 ( 40 )= 9 .02,
i.e.the force at a radius of 40cm is 9.02N.
The radius,X, when the force is 32newtons is
obtained from the regression line of radius on
force, i.e.X= 44. 2 − 1. 16 ( 32 )= 7 .08,
i.e.the radius when the force is 32Nis 7.08cm.

Now try the following exercise


Exercise 218 Further problemson linear
regression
In Problems 1 and 2, determine the equation of the
regression line ofYonX, correct to 3 significant
figures.


  1. X 14 18 23 30 50
    Y 900 1200 1600 2100 3800


[Y=− 256 + 80. 6 X]


  1. X 6 3 9 15 2 14 21 13


Y 1.3 0.7 2.0 3.7 0.5 2.9 4.5 2.7

[Y= 0. 0477 + 0. 216 X]

In Problems 3 and 4, determine the equations of
the regression lines ofXonYfor the data stated,
correct to 3 significant figures.


  1. The data given in Problem 1
    [X= 3. 20 + 0. 0124 Y]

  2. The data given in Problem 2
    [X=− 0. 056 + 4. 56 Y]

  3. The relationship between the voltage applied
    to an electrical circuit and the current flowing
    is as shown:


Current (mA) Applied voltage (V)

2 5

4 11

6 15
8 19

10 24

12 28

14 33

Assuming a linear relationship, determine
the equation of the regression line of applied
voltage,Y, on current,X, correct to 4 signifi-
cant figures.
[Y= 1. 142 + 2. 268 X]


  1. For the data given in Problem 5, determine the
    equation of the regression line of current on
    appliedvoltage,correct to3significant figures.
    [X=− 0. 483 + 0. 440 Y]

  2. Draw the scatter diagram for the data given
    in Problem 5 and show the regression lines
    of applied voltage on current and current on
    applied voltage. Hence determine the values
    of (a) the applied voltage needed to give a
    current of 3mA and (b) the current flowing
    when the applied voltage is 40volts,assuming
    the regression lines are still true outside of the
    range of values given.
    [(a) 7.92V (b) 17.1mA]

  3. In an experiment to determine the relationship
    between force and momentum, a forceX,is
    applied to a mass, by placing the mass on an
    inclined plane, and the time,Y, for the velocity

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