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06/23/22 http:// numericalmethods.eng.usf.edu 1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker http://numericalmethods.eng.u sf.edu Transforming Numerical Methods Education for STEM Undergraduates
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Page 1: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

04/18/23http://

numericalmethods.eng.usf.edu 1

Romberg Rule of Integration

Mechanical Engineering Majors

Authors: Autar Kaw, Charlie Barker

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

Undergraduates

Page 2: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

Romberg Rule of Integration

http://numericalmethods.eng.usf.edu

Page 3: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu3

Basis of Romberg RuleIntegration

b

a

dx)x(fI

The process of measuring the area under a curve.

Where:

f(x) is the integrand

a= lower limit of integration

b= upper limit of integration

f(x)

a b

y

x

b

a

dx)x(f

Page 4: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu4

What is The Romberg Rule?

Romberg Integration is an extrapolation formula of the Trapezoidal Rule for integration. It provides a better approximation of the integral by reducing the True Error.

Page 5: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu5

Error in Multiple Segment Trapezoidal Rule

The true error in a multiple segment Trapezoidal

Rule with n segments for an integral

Is given by

b

a

dx)x(fI

n

f

n

abE

n

ii

t

12

3

12

where for each i, is a point somewhere in the domain , .

i iha,hia 1

Page 6: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu6

Error in Multiple Segment Trapezoidal Rule

The term can be viewed as an

n

fn

ii

1

approximate average value of in .

xf b,a

This leads us to say that the true error, Et

previously defined can be approximated as

2

1

nEt

Page 7: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu7

Error in Multiple Segment Trapezoidal Rule

Table 1 shows the results obtained for the integral using multiple segment Trapezoidal rule for

n Value Et

1 11868 807 7.296 ---

2 11266 205 1.854 5.343

3 11153 91.4 0.8265 1.019

4 11113 51.5 0.4655 0.3594

5 11094 33.0 0.2981 0.1669

6 11084 22.9 0.2070 0.09082

7 11078 16.8 0.1521 0.05482

8 11074 12.9 0.1165 0.03560

30

8

892100140000

1400002000 dtt.

tlnx

Table 1: Multiple Segment Trapezoidal Rule Values

%t %a

Page 8: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu8

Error in Multiple Segment Trapezoidal Rule

The true error gets approximately quartered as the number of segments is doubled. This information is used to get a better approximation of the integral, and is the basis of Richardson’s extrapolation.

Page 9: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu9

Richardson’s Extrapolation for Trapezoidal Rule

The true error, in the n-segment Trapezoidal rule is estimated as

tE

2n

CEt

where C is an approximate constant of proportionality. Since

nt ITVE

Where TV = true value and = approx. value

nI

Page 10: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu10

Richardson’s Extrapolation for Trapezoidal Rule

From the previous development, it can be shown that

nITVn

C222

when the segment size is doubled and that

32

2nn

n

IIITV

which is Richardson’s Extrapolation.

Page 11: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu11

Example 1A trunnion of diameter 12.363” has to be cooled from a room temperature of 800F before it is shrink fit into a steel hub (Figure 2). The equation that gives the diametric contraction of the trunnion in dry-ice/alcohol (boiling temperature is -1080F) is given by:

a) Use Richardson’s rule to find the contraction. Use the 2-segment and 4-segment Trapezoidal rule results given in Table 1.

b) Find the true error, for part (a).c) Find the absolute relative true error, for part (a).

108

80

69211 10015.6101946.6102278.1363.12 dTTTD

Figure 2. Trunnion to be slided through the

hub after contracting.

atE

Page 12: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu12

Solution

a)

Using Richardson’s extrapolation formula for Trapezoidal rule

inI 013630.02

inI 013679.04

32

2nn

n

IIITV

and choosing n=2,

in

IIITV 013670.0

3

01360.0013679.0013679.0

324

4

nTrapezoidal

Rule1 −0.0135362 −0.0136304 −0.0136798 −0.013687

Page 13: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu13

Solution (cont.)

b)The exact value of the above integral is

Hence

in105212.5

013670.0013689.07

ValueeApproximatValueTrueEt

in

dTTTD

013689.0

10015.6101946.6102278.1363.12108

80

69211

Page 14: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu14

Solution (cont.)c)The absolute relative true error t would then be

Table 2 shows the Richardson’s extrapolation results using 1, 2, 4, 8 segments. Results are compared with those of Trapezoidal rule.

%0040332.0

100013689.0

105212.5

100Value True

Error True

7

t

Page 15: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

n Trapezoidal Rule for

Trapezoidal RuleRichardson’s Extrapolation

for Richardson’s Extrapolation

1248

−0.013536−0.013630−0.013679−0.013687

1.11770.43100

0.0767500.019187

--−0.013661−0.013695−0.013690

--0.20294

0.0454290.0040332

http://numericalmethods.eng.usf.edu15

Solution (cont.)Table 2 The values obtained using Richardson’s extrapolation formula for Trapezoidal rule for

108

80

69211 10015.6101946.6102278.1363.12 dTTTD

tt

Page 16: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu16

Romberg IntegrationRomberg integration is same as Richardson’s extrapolation formula as given previously. However, Romberg used a recursive algorithm for the extrapolation. Recall

32

2nn

n

IIITV

This can alternately be written as

3

222

nnnRn

IIII

14 122

2

nn

n

III

Page 17: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu17

Note that the variable TV is replaced by as the value obtained using Richardson’s extrapolation formula. Note also that the sign is replaced by = sign.

RnI 2

Romberg Integration

Hence the estimate of the true value now is

42 ChITV Rn

Where Ch4 is an approximation of the true error.

Page 18: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu18

Romberg IntegrationDetermine another integral value with further halving the step size (doubling the number of segments),

3

2444

nnnRn

IIII

It follows from the two previous expressions that the true value TV can be written as

15

244

RnRnRn

IIITV

14 1324

4

RnRn

n

III

Page 19: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu19

Romberg Integration

214 1

11111

k,

IIII

k

j,kj,kj,kj,k

The index k represents the order of extrapolation. k=1 represents the values obtained from the regular Trapezoidal rule, k=2 represents values obtained using the true estimate as O(h2). The index j represents the more and less accurate estimate of the integral.

A general expression for Romberg integration can be written as

Page 20: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu20

Example 2

A trunnion of diameter 12.363” has to be cooled from a room temperature of 80oF before it is shrink fit into a steel hub (Figure 2). The equation that gives the diametric contraction of the trunnion in dry-ice/alcohol (boiling temperature is −108oF) is given by:

108

80

69211 10015.6101946.6102278.1363.12 dTTTD

Use Romberg’s rule to find the contraction. Use the 1, 2, 4, and 8-segment Trapezoidal rule results as given in the Table 1.

Page 21: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu21

SolutionFrom Table 1, the needed values from original Trapezoidal rule are

where the above four values correspond to using 1, 2, 4 and 8 segment Trapezoidal rule, respectively.

inI 013536.01,1 inI 013630.02,1

inI 013679.03,1 inI 013687.04,1

Page 22: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu22

Solution (cont.)To get the first order extrapolation values,

Similarly,

in

IIII

013661.03

013536.0013630.0013630.0

31,12,1

2,11,2

in

IIII

013695.03

013630.0013679.0013679.0

32,13,1

3,12,2

in

IIII

013695.03

013679.0013687.0013687.0

33,14,1

4,13,2

Page 23: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu23

Solution (cont.)For the second order extrapolation values,

Similarly,

in

IIII

013698.015

013661.0013695.0013695.0

151,22,2

2,21,3

in

IIII

013690.015

013695.0013695.0013695.0

152,23,2

3,22,3

Page 24: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu24

Solution (cont.)

For the third order extrapolation values,

Table 3 shows these increased correct values in a tree graph.

in

IIII

013689.063

013698.0013690.0013690.0

631,32,3

2,31,4

Page 25: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

http://numericalmethods.eng.usf.edu25

Solution (cont.)

Table 3: Improved estimates of the integral value using Romberg Integration

1-segment

2-segment

4-segment

8-segment

−0.013536

− 0.013630

−0.013679

− 0.013687

− 0.013661

− 0.013695

− 0.013695

− 0.013698

− 0.013690

− 0.013689

1st Order 2nd Order 3rd Order

Page 26: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

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/romberg_method.html

Page 27: 11/30/2015  1 Romberg Rule of Integration Mechanical Engineering Majors Authors: Autar Kaw, Charlie Barker .

THE END

http://numericalmethods.eng.usf.edu


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