linear law “transformation” of non-linear relationships into linear relationships

40
Linear Law “Transformation” of non- linear relationships into linear relationships

Upload: giles-chambers

Post on 16-Jan-2016

243 views

Category:

Documents


5 download

TRANSCRIPT

Page 1: Linear Law “Transformation” of non-linear relationships into linear relationships

Linear Law

“Transformation” of non-linear relationships into linear

relationships

Page 2: Linear Law “Transformation” of non-linear relationships into linear relationships

How it works22 3y x Quadratic Curve: non-linear!

Page 3: Linear Law “Transformation” of non-linear relationships into linear relationships

Transforming to linear relationship

22 3y x

cmXY

Linear ?

General equation of linear relationship:

22 3y x −3

y

x2

Plot y vs x2

Page 4: Linear Law “Transformation” of non-linear relationships into linear relationships

yx

2

3 31

2

xy

3

y

1/x

Page 5: Linear Law “Transformation” of non-linear relationships into linear relationships

baxy

2

1

baxy

bax

y

2

2

1

1

1

cmXY

Plot (1/y) vs x2 m = a, c = b

Example 1

Page 6: Linear Law “Transformation” of non-linear relationships into linear relationships

cmXY

Plot xy vs x2 m = a, c = b

Example 2

x

baxy

baxxy 2

Page 7: Linear Law “Transformation” of non-linear relationships into linear relationships

cmXY

m = b, c = a

Example 3

xbx

ay

xbxaxy

Plot xy vs xx

Page 8: Linear Law “Transformation” of non-linear relationships into linear relationships

cmXY

Plot lg y vs x m = lg b, c = lg a

Q9

xaby

bxay

bay

abyx

x

lglglg

lglglg

)lg(lg

Page 9: Linear Law “Transformation” of non-linear relationships into linear relationships

ya bx

x

bxaxy bx

ay

Plot xy vs x Plot y vs

Grad = b, xy-intercept = a Grad = a, y-intercept = b

x

1

Q16

Page 10: Linear Law “Transformation” of non-linear relationships into linear relationships

y ab x 3

bbxay

bxay

bay

abyx

x

lg3lglglg

lg)3(lglg

lglglg

)lg(lg3

3

cmXY

Plot lg y vs x m = lg b, c = lg a + 3 lg b

Q17

Page 11: Linear Law “Transformation” of non-linear relationships into linear relationships

y ab x 4 cmXY

bxay

aby

abyx

x

lglg)4lg(

)lg()4lg(

4

Plot lg (y – 4) vs x m = lg b, c = lg a

Q18

Page 12: Linear Law “Transformation” of non-linear relationships into linear relationships

cmXY

Plot lg y vs lg x m = b, c = - lg a

Q19

bxay

axby

xbya

xay b

lglglg

lglglg

)lg()lg(

Page 13: Linear Law “Transformation” of non-linear relationships into linear relationships

cmXY

m = p, c = - q

Q20

qxpxe y 2

qpxx

e y

Plot vs xx

e y

Page 14: Linear Law “Transformation” of non-linear relationships into linear relationships

Express y in terms of x? y = ??

(0,1)

(4,9)

a) y

x2

cxmy )( 2

204

19

12

12

xx

yym

121

)0(21

)1,0(

)(2

2

2

xyc

c

At

cxy

12

)0(21

)(

)(

2

2

1

2

1

11

xy

xy

xxmyy

xxmyy

Page 15: Linear Law “Transformation” of non-linear relationships into linear relationships

Express y in terms of x?

cx

my

11

2

1

40

02

12

12

xx

yym

22

11

21

2

112

)0(2

12

)2,0(

1

2

11

xy

xyc

c

At

cxy

22

11

)01

(2

12

1

)1

(1

)(

11

11

xy

xy

xx

myy

xxmyy

(4,0)

(0,2)y

1

x

1

Page 16: Linear Law “Transformation” of non-linear relationships into linear relationships

(5, 9)

(2, 3)

x + 1

lg y

225

39

12

12

xx

yym

cxmy 1lg

12

10

11

11

10

12log

12lg

)1(23lg

)21(23lg

)1(2lg

)(

xy

xy

xy

xy

xy

xxyy

xxmyy

Q1

Page 17: Linear Law “Transformation” of non-linear relationships into linear relationships

313

39

12

12

xx

yym

cxmy )]1[ln(ln

3

3

11

11

)1(

)1ln(ln

)1ln(3ln

3)1ln(33ln

]1)1[ln(33ln

])1[ln(3ln

)(

xy

xy

xy

xy

xy

xxyy

xxmyy

Q (3, 9)

P (1, 3)ln (x – 1)

ln y

Q2

Page 18: Linear Law “Transformation” of non-linear relationships into linear relationships

The following table gives values of y corresponding to some value of x.

x 1 2 3 4 5

y 1 1.6 2 2.28 2.5

It is known that x and y are related by the equation 1a b

y x

.

(i)Explain how a straight-line graph of 1

y against

1

x

can be drawn to represent the given equation and draw it for the given data. Use this graph to estimate the value of a and of b.

(ii) Express the given equation in another form suitable for a straight-line graph to be drawn. State the variables whose values should be plotted.

Page 19: Linear Law “Transformation” of non-linear relationships into linear relationships

.

(i)Explain how a straight-line graph of 1

y against

1

x

can be drawn to represent the given equation and draw it for the given data. Use this graph to estimate the value of a and of b.

(i) 1

1 1( ) ( ) 1

1 1 1( )

a b

y x

a by x

b

y a x a

In order to plot 1/y against 1/x, we need to arrange the equation into (1). b/a represents the gradient and 1/a represents the vertical intercept.

(1)

Page 20: Linear Law “Transformation” of non-linear relationships into linear relationships

x 1 2 3 4 5

y 1 1.6 2 2.28 2.5

1/x 1 0.5 0.33 0.25 0.2

1/y 1 0.625 0.5 0.44 0.4

Choose appropriate scales1

y

1

x0.2 0.4 0.6 0.8 1.0

0.2

0.40.6

0.8

1.0

Page 21: Linear Law “Transformation” of non-linear relationships into linear relationships

1

1 1( ) ( ) 1

1 1 1( )

a b

y x

a by x

b

y a x a

1, intercept 0.25

10.25

4

Fr graphy

aa

,

0.7 0.250.75

0.6 0

0.75

3

Fr graph

m

b

ab

1

y

1

x0.2 0.4 0.6 0.8 1.0

0.2

0.40.6

0.8

1.0

(0.6, 0.7)

(0,0.25)

1 1 1b

y a x a

Page 22: Linear Law “Transformation” of non-linear relationships into linear relationships

(ii) Express the given equation in another form suitable for a straight-line graph to be drawn. State the variables whose values should be plotted.

1

plot vs with gradient and vertical intercept

a b

y x

y ya b y y b a

x xy

y b ax

Page 23: Linear Law “Transformation” of non-linear relationships into linear relationships

Q1 The data for x and y given in the table below are related by a law of the form y px x q 2

, where p and q are constants.

x 1 2 3 4 5

y 41.5 38.0 31.5 22.0 9.5

By drawing a suitable straight line, find estimates for p and q.

qxpxy 2

qpxxy 2

Plot (y ─ x) against x2, p represents the gradient and q represents the (y-x) -intercept.

Page 24: Linear Law “Transformation” of non-linear relationships into linear relationships

qpxxy 2 x 1 2 3 4 5

y 41.5 38.0 31.5 22.0 9.5

x2 1 4 9 16 25

y ─ x 40.5 36.0 28.5 18.0 4.5

42.5q

42.5 20

0 151.5

p

5 10 15 20 25

5

1015

20

25

2x

xy

303540

45 (0, 42.5)

)20,15(

qpxxy 2

Page 25: Linear Law “Transformation” of non-linear relationships into linear relationships

Q2 The table shows the experimental values of two variables x and y which are known to be related by an equation of the form p(x + y – q) = qx 3, where p and q are constants.

x 0.5 1.0 1.5 2.0 2.5

y 1.06 1.00 1.69 3.50 6.81

Draw a suitable straight-line graph to represent the above data. Use your graph to estimate (i) the value of p and of q, (ii)the value of y when x = 2.2.

qxp

qyx

p

qxqyx

3

3

Plot (x + y) against x3, (q/p) represents the gradient and q represents the (x + y) - intercept.

Page 26: Linear Law “Transformation” of non-linear relationships into linear relationships

qxp

qyx

3

x 0.5 1.0 1.5 2.0 2.5

y 1.06 1.00 1.69 3.50 6.81

x3 0.125 1 3.375 8 15.625

x+y 1.56 2 3.19 5.5 9.31

5 10 15 20

2

46

8

10

yx

3x

)10,20(

)6,10(

8.1q

5.44.0

8.1

4.08.1

4.01020

610

p

p

p

q

42.22.62.6,graphFr

648.102.2 3

yyx

xx

qxp

qyx

3

Page 27: Linear Law “Transformation” of non-linear relationships into linear relationships

Q3 The table below shows experimental values of two variables, x and y. One value of y has been recorded incorrectly.

x 1 2 3 4 5

y 5.71 6.38 9.10 14.20 20.49

It is believed that x and y are related in the form y = x 2 – ax + b, where a and b are constants. Draw a suitable straight-line graph to represent the given data. Use your graph to estimate (i) the value of a and of b, (ii) a value of y to replace the incorrect value.

baxxy 2

Plot (y ─ x2) against x, ─ a represents the gradient and b represents the (y ─ x2) -intercept.

Page 28: Linear Law “Transformation” of non-linear relationships into linear relationships

baxxy 2 x 1 2 3 4 5

y 5.71 6.38 9.10 14.20 20.49

x 1 2 3 4 5

y ─ x2 4.71 2.38 0.10 -1.80 -4.51

1 2 3 4 5

1

23

4

5

2xy

x

-5

-4-3

-2

-1

5.7b

5.2

5.230

05.7

a

a

)5.7,0(

)0,3(

8.1342.24

readingcorrect 2.2

readingincorrect 8.1

2

2

2

yx

xy

xy

baxxy 2

Page 29: Linear Law “Transformation” of non-linear relationships into linear relationships

Identify the incorrect readings/ outliers!!1

y

1

xy x

2x

Page 30: Linear Law “Transformation” of non-linear relationships into linear relationships

x 1 2 3 4 5

y 2.65 3.00 3.32 3.71 3.87

x+2 3 4 5 6 7

y2 7.02 9.00 11.02 13.76 14.98

2 ( 2)y m x c

2y

2x 1 2 3 4 5

2

4

6

8

10

6 7

12

14

16

? One of the values of y is subject to an abnormally large error

Identify the abnormal reading and estimate its correct value.

abnormal reading: y = 3.71Correct value should be

2 12.8

3.58

y

y

2 ( 2)y m x c

Page 31: Linear Law “Transformation” of non-linear relationships into linear relationships

2y

2x 1 2 3 4 5

2

4

6

8

10

6 7

12

14

16

Estimate the value of x when y = 2

22 4y y

2When 4, 2 1.5y x

0.5x

2 1.99( 2) 1y x 22 1.99( 2) 1

3( 2)

1.990.492

x

x

x

2 ( 2)y m x c

2 ( 2)y m x c

Page 32: Linear Law “Transformation” of non-linear relationships into linear relationships

Q4 The table below shows the experimental values of two variables x and y. It is known that one value of y has been recorded incorrectly x 0.5 1 1.5 2.0 2.5

y 1.20 1.00 0.86 0.70 0.66

It is known that x and y are related by an equation of the form a

yx b

, where a and b are constants. By plotting

1

y

against x, obtain a straight-line graph to represent the above data. Use your graph to estimate the value of a and of b.

(i) Use your graph to estimate a value of y to replace the incorrect value.(ii) Find the value of x when y = 10

9.

(iii) By inserting another straight line to your graph, find the value of x and of y which satisfy the simultaneous equations

ay

x b

and

10

15 12y

x

Page 33: Linear Law “Transformation” of non-linear relationships into linear relationships

x 0.5 1 1.5 2.0 2.5

y 1.20 1.00 0.86 0.70 0.66

x 0.5 1 1.5 2.0 2.5

1/y 0.83 1 1.16 1.43 1.52

ay

x b

1

1 1

x b

y a

bx

y a a

1

y

x0.5 1.0 1.5 2.0 2.5

0.2

0.40.6

0.8

1.01.2

1.4

1.6

13.2

68.0

ba

b

)68.0,0(

)4.1,25.2(

13.3025.2

68.04.11

aa

1 1 bx

y a a

Page 34: Linear Law “Transformation” of non-linear relationships into linear relationships

1

y

x0.5 1.0 1.5 2.0 2.5

0.2

0.40.6

0.8

1.01.2

1.4

1.6

)68.0,0(

)4.1,25.2(

abnormal reading: y = 0.70Correct value should be

x 0.5 1 1.5 2.0 2.5

y 1.20 1.00 0.86 0.70 0.66

x 0.5 1 1.5 2.0 2.5

1/y 0.83 1 1.16 1.43 1.52

11.35

0.741

y

y

1 1 bx

y a a

Page 35: Linear Law “Transformation” of non-linear relationships into linear relationships

1

y

x0.5 1.0 1.5 2.0 2.5

0.2

0.40.6

0.8

1.01.2

1.4

1.6

Estimate the value of x when y = 10

910 1

0.99

yy

1When 0.9, 0.75x

y

10.319 0.68x

y

0.9 0.319 0.68

0.690

x

x

1 1 bx

y a a

Page 36: Linear Law “Transformation” of non-linear relationships into linear relationships

ay

x b

and

10

15 12y

x

1 15 12

10

11.5 1.2

x

y

xy

Need to draw this and find the point of intersection of the 2 lines

Bear in mind: need to use the same axes as first line!

Vertical intercept (0, -1.2)

Horizontal intercept (0.8, 0)

1 11.5(0) 1.2 1.2

11.5 1.2

y y

xy

1.20 1.5 1.2 0.8

1.5x x

Page 37: Linear Law “Transformation” of non-linear relationships into linear relationships

1

y

x0.5 1.0 1.5 2.0 2.5

0.2

0.40.6

0.8

1.01.2

1.4

1.6

Vertical intercept (0, -1.2)

Horizontal intercept (0.8, 0)

ay

x b

-0.2-0.4

-0.6

-0.8

-1.0

-1.2

10

15 12y

x

At point of intersection,

11.3 0.769

1.8

yy

x

Page 38: Linear Law “Transformation” of non-linear relationships into linear relationships

Q5 The variables x and y are known to be connected by the equation

xCay

An experiment gave pairs of values of x and y as shown in the table.One of the values of y is subject to an abnormally large error.

x 1 2 3 4 5 6 7

y 56.20 29.90 25.10 8.91 6.31 3.35 1.78

Plot lg y against x and use the graph to

(i) identify the abnormal reading and estimate its correct value.(ii) estimate the value of C and of a.(iii) estimate the value of x when y = 1.

Page 39: Linear Law “Transformation” of non-linear relationships into linear relationships

xCay

axCy

Cay x

lglglg

lglg

x 1 2 3 4 5 6 7

y 56.20 29.90 25.10 8.91 6.31 3.35 1.78

lg y 1.75 1.48 1.40 0.95 0.80 0.53 0.25

lg y

x1 2 3 4 5

0.2

0.40.6

0.8

1.0

1.2

1.4

1.6

6 7

1.8

2.0

(i) abnormal reading: y = 25.10 Correct value should be

lg 1.28

19.05

y

y

(ii) lg 2.0

100

C

C

2.0 0.4(ii) lg

0 6.51.76

a

a

)0.2,0(

)4.0,5.6(

lg lg lgy C x a

Page 40: Linear Law “Transformation” of non-linear relationships into linear relationships

(iii) 1

lg 0

8.3

y

y

x

lg y

x1 2 3 4 5

0.2

0.40.6

0.8

1.0

1.2

1.4

1.6

6 7

1.8

2.0

8 9

estimate the value of x when y = 1.

lg lg lgy C x a