8/30/2015 1 secant method major: all engineering majors authors: autar kaw, jai paul

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06/14/22 http:// numericalmethods.eng.usf.edu 1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul http://numericalmethods.eng.u sf.edu Transforming Numerical Methods Education for STEM Undergraduates

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Page 1: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

04/19/23http://

numericalmethods.eng.usf.edu 1

Secant Method

Major: All Engineering Majors

Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.eduTransforming Numerical Methods Education for STEM

Undergraduates

Page 2: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

Secant Method

http://numericalmethods.eng.usf.edu

Page 3: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu3

Secant Method – Derivation

)(xf

)f(x - = xx

i

iii 1

f ( x )

f ( x i )

f ( x i - 1 )

x i + 2 x i + 1 x i X

ii xfx ,

1

1 )()()(

ii

iii xx

xfxfxf

)()(

))((

1

11

ii

iiiii xfxf

xxxfxx

Newton’s Method

Approximate the derivative

Substituting Equation (2) into Equation (1) gives the Secant method

(1)

(2)

Figure 1 Geometrical illustration of the Newton-Raphson method.

Page 4: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu4

Secant Method – Derivation

)()(

))((

1

11

ii

iiiii xfxf

xxxfxx

The Geometric Similar Triangles

f(x)

f(xi)

f(xi-1)

xi+1 xi-1 xi X

B

C

E D A

11

1

1

)()(

ii

i

ii

i

xx

xf

xx

xf

DE

DC

AE

AB

Figure 2 Geometrical representation of the Secant method.

The secant method can also be derived from geometry:

can be written as

On rearranging, the secant method is given as

Page 5: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu5

Algorithm for Secant Method

Page 6: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu6

Step 1

0101

1 x

- xx =

i

iia

Calculate the next estimate of the root from two initial guesses

Find the absolute relative approximate error

)()(

))((

1

11

ii

iiiii xfxf

xxxfxx

Page 7: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu7

Step 2

Find if the absolute relative approximate error is greater than the prespecified relative error tolerance.

If so, go back to step 1, else stop the algorithm.

Also check if the number of iterations has exceeded the maximum number of iterations.

Page 8: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu8

Example 1You are working for ‘DOWN THE TOILET COMPANY’ that makes floats for ABC commodes. The floating ball has a specific gravity of 0.6 and has a radius of 5.5 cm. You are asked to find the depth to which the ball is submerged when floating in water.

Figure 3 Floating Ball Problem.

Page 9: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu9

Example 1 Cont.

Use the Secant method of finding roots of equations to find the depth x to which the ball is submerged under water. • Conduct three iterations to estimate the root of the above equation. • Find the absolute relative approximate error and the number of significant digits at least correct at the end of each iteration.

The equation that gives the depth x to which the ball is submerged under water is given by

423 1099331650 -.+x.-xxf

Page 10: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu10

Example 1 Cont.

423 1099331650 -.+x.-xxf

To aid in the understanding of how this method works to find the root of an equation, the graph of f(x) is shown to the right,

where

Solution

Figure 4 Graph of the function f(x).

Page 11: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu11

Example 1 Cont.Let us assume the initial guesses of the root of as and

0xf 02.0 1 x

Iteration 1The estimate of the root is

06461.0

10993.302.0165.002.010993.305.0165.005.0

02.005.010993.305.0165.005.005.0

423423

423

10

10001

xfxf

xxxfxx

.05.00 x

Page 12: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu12

Example 1 Cont.The absolute relative approximate error at the end of Iteration 1 is

%62.22

10006461.0

05.006461.0

1001

01

x

xxa

a

The number of significant digits at least correct is 0, as you need an absolute relative approximate error of 5% or less for one significant digits to be correct in your result.

Page 13: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu13

Example 1 Cont.

Figure 5 Graph of results of Iteration 1.

Page 14: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu14

Example 1 Cont.

Iteration 2The estimate of the root is

06241.0

10993.305.0165.005.010993.306461.0165.006461.0

05.006461.010993.306461.0165.006461.006461.0

423423

423

01

01112

xfxf

xxxfxx

Page 15: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu15

Example 1 Cont.The absolute relative approximate error at the end of Iteration 2 is

%525.3

10006241.0

06461.006241.0

1002

12

x

xxa

a

The number of significant digits at least correct is 1, as you need an absolute relative approximate error of 5% or less.

Page 16: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu16

Example 1 Cont.

Figure 6 Graph of results of Iteration 2.

Page 17: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu17

Example 1 Cont.

Iteration 3The estimate of the root is

06238.0

10993.306461.0165.005.010993.306241.0165.006241.0

06461.006241.010993.306241.0165.006241.006241.0

423423

423

12

12223

xfxf

xxxfxx

Page 18: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu18

Example 1 Cont.The absolute relative approximate error at the end of Iteration 3 is

%0595.0

10006238.0

06241.006238.0

1003

23

x

xxa

a

The number of significant digits at least correct is 5, as you need an absolute relative approximate error of 0.5% or less.

Page 19: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu19

Iteration #3

Figure 7 Graph of results of Iteration 3.

Page 20: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu20

Advantages

Converges fast, if it converges Requires two guesses that do not need

to bracket the root

Page 21: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu21

Drawbacks

Division by zero

10 5 0 5 102

1

0

1

2

f(x)prev. guessnew guess

2

2

0

f x( )

f x( )

f x( )

1010 x x guess1 x guess2

0 xSinxf

Page 22: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

http://numericalmethods.eng.usf.edu22

Drawbacks (continued)

Root Jumping

10 5 0 5 102

1

0

1

2

f(x)x'1, (first guess)x0, (previous guess)Secant linex1, (new guess)

2

2

0

f x( )

f x( )

f x( )

secant x( )

f x( )

1010 x x 0 x 1' x x 1

0Sinxxf

Page 23: 8/30/2015  1 Secant Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul

Additional ResourcesFor all resources on this topic such as digital audiovisual lectures, primers, textbook chapters, multiple-choice tests, worksheets in MATLAB, MATHEMATICA, MathCad and MAPLE, blogs, related physical problems, please visit

http://numericalmethods.eng.usf.edu/topics/secant_method.html

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THE END

http://numericalmethods.eng.usf.edu