SlideShare a Scribd company logo
1 of 8
Download to read offline
Romberg’s Integration
Dr. Varun Kumar
Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 1 / 8
Outlines
1 Introduction to Romberg’s Rule
2 Mathematical Formulation
3 Example
Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 2 / 8
Introduction to Romberg’s Rule
Important points
⇒ In numerical analysis, Romberg’s method (Romberg 1955) is used to
estimate the definite integral
F(x) =
Z b
a
f (x)dx
⇒ By applying Richardson extrapolation repeatedly on the trapezium
rule or the rectangle rule.
⇒ The estimates generate a triangular array.
⇒ It increases the accuracy with greater extent.
⇒ It is the extension of trapezoidal and rectangular rule.
Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 3 / 8
Other Integration Methods
Rectangular rule
Z b
a
f (x)dx = h
h
f (a) +

f (x1) + f (x2) + ....f (xn−1)
	
+ f (b)
i
where
h = step size → (b−a)
n
Total numbers of sample = n + 1 (Including point a and b )
x1 = a + h, x2 = a + 2h,.......
Trapezoidal rule
Z b
a
f (x)dx =
h
2
h
f (a) + 2

f (x1) + f (x2) + ....f (xn−1)
	
+ f (b)
i
Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 4 / 8
Romberg’s Integration
Steps for solving Romberg’s Integration
hn = (b−a)
2n → Variable step size
The method can be inductively defined by
R(0, 0) = h1 f (a) + f (b)

R(n, 0) =
1
2
R(n − 1, 0) + hn
2n−1
X
k=1
f (a + (2k − 1)hn)
Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 5 / 8
More on Romberg’s Integration
Triangular array
Rectangular or Trapezoidal Method Recursively
Step size Step-1 Step-2 Step-3 Step-4
h I1
I∗
1 = I2 + 1
3
(I2 − I1)
I∗
2 = I3 + 1
3
(I3 − I2)
I∗
3 = I4 + 1
3
(I4 − I3)
I∗∗
1 = I2 ∗ + 1
3
(I2 ∗ −I1∗)
I∗∗
2 = I3 ∗ + 1
3
(I3 ∗ −I2∗)
I∗∗∗
1 = I∗∗
1 + 1
3
(I∗∗
2 − I∗∗
1 )
h/2 I2
h/4 I3
h/8 I4
This method can be stopped when two successive values are very
close to each other.
Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 6 / 8
Example–
Example
Q Evaluate the following definite integral J using Romberg’s integration
rule, where
J =
Z 1
0
1
1 + x
dx
Ans Solution: According to question, a = 0, b = 1. We solve this by
trapezoidal rule
Case 1: Taking h = 0.5, the value of x and f (x) is
At x = 0, f (x) = 1
At x = 0.5, f (x) = 0.66667
At x = 1, f (x) = 0.5
At I = 1
4[1 + 2 × 0.66667 + 0.5] = 0.70835
Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 7 / 8
Continued–
Case 2: Taking h = 0.25, the value of x and f (x) is
x 0 0.25 0.5 0.75 1
f(x) 1 0.8 0.667 0.5714 0.5
By trapezoidal rule I = 0.25
2 [1 + 2(0.8 + 0.667 + 0.5714) + 0.5] = 0.6970
Case 3: Taking h=0.125, x and f (x) value is
x 0 0.125 0.25 0.375 0.5 0.625 0.75 0.875 1
f(x) 1 0.8889 0.8 0.7273 0.667 0.6154 0.5714 0.5333 0.5
By trapezoidal rule
I = 0.125
2
[1+2(0.8889+0.8+0.7273+0.667+0.6154+0.5714+0.5333)+0.5] = 0.6914
I(h) = 0.7084 I(h/2) = 0.6970 I(h/4) = 0.6914
I∗
1 = 0.6932, I∗
2 = 0.6931 and I∗∗
1 = 0.6931
Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 8 / 8

More Related Content

What's hot

Interpolation In Numerical Methods.
 Interpolation In Numerical Methods. Interpolation In Numerical Methods.
Interpolation In Numerical Methods.Abu Kaisar
 
sample solutions manual of a first course in integral equations by wazwaz 2nd...
sample solutions manual of a first course in integral equations by wazwaz 2nd...sample solutions manual of a first course in integral equations by wazwaz 2nd...
sample solutions manual of a first course in integral equations by wazwaz 2nd...Arthur Bailey
 
Trigonometric Functions and their Graphs
Trigonometric Functions and their GraphsTrigonometric Functions and their Graphs
Trigonometric Functions and their GraphsMohammed Ahmed
 
Interpolation in Numerical Methods
Interpolation in Numerical Methods Interpolation in Numerical Methods
Interpolation in Numerical Methods Dr. Tushar J Bhatt
 
Numerical integration
Numerical integrationNumerical integration
Numerical integrationSunny Chauhan
 
Introduction to Real Analysis 4th Edition Bartle Solutions Manual
Introduction to Real Analysis 4th Edition Bartle Solutions ManualIntroduction to Real Analysis 4th Edition Bartle Solutions Manual
Introduction to Real Analysis 4th Edition Bartle Solutions ManualDawsonVeronica
 
Basic mathematics integration
Basic mathematics integrationBasic mathematics integration
Basic mathematics integrationMuhammad Luthfan
 
Interpolation and-its-application
Interpolation and-its-applicationInterpolation and-its-application
Interpolation and-its-applicationApurbo Datta
 
Lesson 14 a - parametric equations
Lesson 14 a - parametric equationsLesson 14 a - parametric equations
Lesson 14 a - parametric equationsJean Leano
 
Pascal triangle and binomial theorem
Pascal triangle and binomial theoremPascal triangle and binomial theorem
Pascal triangle and binomial theoremrey castro
 
Gauss elimination & Gauss Jordan method
Gauss elimination & Gauss Jordan methodGauss elimination & Gauss Jordan method
Gauss elimination & Gauss Jordan methodNaimesh Bhavsar
 
Runge Kutta Method
Runge Kutta Method Runge Kutta Method
Runge Kutta Method Bhavik Vashi
 
NUMERICAL INTEGRATION : ERROR FORMULA, GAUSSIAN QUADRATURE FORMULA
NUMERICAL INTEGRATION : ERROR FORMULA, GAUSSIAN QUADRATURE FORMULANUMERICAL INTEGRATION : ERROR FORMULA, GAUSSIAN QUADRATURE FORMULA
NUMERICAL INTEGRATION : ERROR FORMULA, GAUSSIAN QUADRATURE FORMULAKHORASIYA DEVANSU
 
partial fractions calculus integration
partial fractions calculus integrationpartial fractions calculus integration
partial fractions calculus integrationstudent
 
Gaussian Numerical Integration
Gaussian Numerical IntegrationGaussian Numerical Integration
Gaussian Numerical IntegrationVARUN KUMAR
 
U4 l4 quadratic formula powerpoint
U4 l4 quadratic formula powerpointU4 l4 quadratic formula powerpoint
U4 l4 quadratic formula powerpointchrystal_brinson
 

What's hot (20)

Interpolation In Numerical Methods.
 Interpolation In Numerical Methods. Interpolation In Numerical Methods.
Interpolation In Numerical Methods.
 
sample solutions manual of a first course in integral equations by wazwaz 2nd...
sample solutions manual of a first course in integral equations by wazwaz 2nd...sample solutions manual of a first course in integral equations by wazwaz 2nd...
sample solutions manual of a first course in integral equations by wazwaz 2nd...
 
Trigonometric Functions and their Graphs
Trigonometric Functions and their GraphsTrigonometric Functions and their Graphs
Trigonometric Functions and their Graphs
 
Interpolation in Numerical Methods
Interpolation in Numerical Methods Interpolation in Numerical Methods
Interpolation in Numerical Methods
 
Numerical integration
Numerical integrationNumerical integration
Numerical integration
 
Trapezoidal rule
Trapezoidal ruleTrapezoidal rule
Trapezoidal rule
 
Jacobi method
Jacobi methodJacobi method
Jacobi method
 
Introduction to Real Analysis 4th Edition Bartle Solutions Manual
Introduction to Real Analysis 4th Edition Bartle Solutions ManualIntroduction to Real Analysis 4th Edition Bartle Solutions Manual
Introduction to Real Analysis 4th Edition Bartle Solutions Manual
 
Relaxation method
Relaxation methodRelaxation method
Relaxation method
 
Basic mathematics integration
Basic mathematics integrationBasic mathematics integration
Basic mathematics integration
 
Interpolation and-its-application
Interpolation and-its-applicationInterpolation and-its-application
Interpolation and-its-application
 
Lesson 14 a - parametric equations
Lesson 14 a - parametric equationsLesson 14 a - parametric equations
Lesson 14 a - parametric equations
 
Pascal triangle and binomial theorem
Pascal triangle and binomial theoremPascal triangle and binomial theorem
Pascal triangle and binomial theorem
 
Gauss elimination & Gauss Jordan method
Gauss elimination & Gauss Jordan methodGauss elimination & Gauss Jordan method
Gauss elimination & Gauss Jordan method
 
Runge Kutta Method
Runge Kutta Method Runge Kutta Method
Runge Kutta Method
 
NUMERICAL INTEGRATION : ERROR FORMULA, GAUSSIAN QUADRATURE FORMULA
NUMERICAL INTEGRATION : ERROR FORMULA, GAUSSIAN QUADRATURE FORMULANUMERICAL INTEGRATION : ERROR FORMULA, GAUSSIAN QUADRATURE FORMULA
NUMERICAL INTEGRATION : ERROR FORMULA, GAUSSIAN QUADRATURE FORMULA
 
partial fractions calculus integration
partial fractions calculus integrationpartial fractions calculus integration
partial fractions calculus integration
 
Gaussian Numerical Integration
Gaussian Numerical IntegrationGaussian Numerical Integration
Gaussian Numerical Integration
 
Trapezoidal rule
Trapezoidal rule Trapezoidal rule
Trapezoidal rule
 
U4 l4 quadratic formula powerpoint
U4 l4 quadratic formula powerpointU4 l4 quadratic formula powerpoint
U4 l4 quadratic formula powerpoint
 

Similar to Romberg's Integration

Overviewing the techniques of Numerical Integration.pdf
Overviewing the techniques of Numerical Integration.pdfOverviewing the techniques of Numerical Integration.pdf
Overviewing the techniques of Numerical Integration.pdfArijitDhali
 
Numerical integration
Numerical integration Numerical integration
Numerical integration Dhyey Shukla
 
Factoring Polynomials in Modular Approach
Factoring Polynomials in Modular ApproachFactoring Polynomials in Modular Approach
Factoring Polynomials in Modular ApproachLorie Jane Letada
 
A class of a stable order four and six linear multistep methods for stiff ini...
A class of a stable order four and six linear multistep methods for stiff ini...A class of a stable order four and six linear multistep methods for stiff ini...
A class of a stable order four and six linear multistep methods for stiff ini...Alexander Decker
 
Efficient Accuracy: A Study on Numerical Integration.
Efficient Accuracy: A Study on Numerical Integration. Efficient Accuracy: A Study on Numerical Integration.
Efficient Accuracy: A Study on Numerical Integration. ShaifulIslam56
 
1586746631GAMMA BETA FUNCTIONS.pdf
1586746631GAMMA BETA FUNCTIONS.pdf1586746631GAMMA BETA FUNCTIONS.pdf
1586746631GAMMA BETA FUNCTIONS.pdfFighting2
 
Adaptive Three Operator Splitting
Adaptive Three Operator SplittingAdaptive Three Operator Splitting
Adaptive Three Operator SplittingFabian Pedregosa
 
RS Agarwal Quantitative Aptitude - 5 chap
RS Agarwal Quantitative Aptitude - 5 chapRS Agarwal Quantitative Aptitude - 5 chap
RS Agarwal Quantitative Aptitude - 5 chapVinoth Kumar.K
 
Mathnasium Presentation (1)
Mathnasium Presentation (1)Mathnasium Presentation (1)
Mathnasium Presentation (1)Muhammad Arslan
 
trapezoidal rule.pptx
trapezoidal rule.pptxtrapezoidal rule.pptx
trapezoidal rule.pptxSatishKotwal
 
Numerical Solution Of Delay Differential Equations Using The Adomian Decompos...
Numerical Solution Of Delay Differential Equations Using The Adomian Decompos...Numerical Solution Of Delay Differential Equations Using The Adomian Decompos...
Numerical Solution Of Delay Differential Equations Using The Adomian Decompos...theijes
 
Robin wilson
Robin wilsonRobin wilson
Robin wilson41828307
 
Unit-1 Basic Concept of Algorithm.pptx
Unit-1 Basic Concept of Algorithm.pptxUnit-1 Basic Concept of Algorithm.pptx
Unit-1 Basic Concept of Algorithm.pptxssuser01e301
 
Spectral sum rules for conformal field theories
Spectral sum rules for conformal field theoriesSpectral sum rules for conformal field theories
Spectral sum rules for conformal field theoriesSubham Dutta Chowdhury
 
GR 8 Math Powerpoint about Polynomial Techniques
GR 8 Math Powerpoint about Polynomial TechniquesGR 8 Math Powerpoint about Polynomial Techniques
GR 8 Math Powerpoint about Polynomial Techniquesreginaatin
 
1006 formulas and geom
1006 formulas and geom1006 formulas and geom
1006 formulas and geomjbianco9910
 
3 chapter2 algorithm_analysispart2
3 chapter2 algorithm_analysispart23 chapter2 algorithm_analysispart2
3 chapter2 algorithm_analysispart2SSE_AndyLi
 

Similar to Romberg's Integration (20)

Overviewing the techniques of Numerical Integration.pdf
Overviewing the techniques of Numerical Integration.pdfOverviewing the techniques of Numerical Integration.pdf
Overviewing the techniques of Numerical Integration.pdf
 
Numerical integration
Numerical integration Numerical integration
Numerical integration
 
Numerical Method for UOG mech stu prd by Abdrehman Ahmed
Numerical Method for UOG mech stu prd by Abdrehman Ahmed Numerical Method for UOG mech stu prd by Abdrehman Ahmed
Numerical Method for UOG mech stu prd by Abdrehman Ahmed
 
Factoring Polynomials in Modular Approach
Factoring Polynomials in Modular ApproachFactoring Polynomials in Modular Approach
Factoring Polynomials in Modular Approach
 
A class of a stable order four and six linear multistep methods for stiff ini...
A class of a stable order four and six linear multistep methods for stiff ini...A class of a stable order four and six linear multistep methods for stiff ini...
A class of a stable order four and six linear multistep methods for stiff ini...
 
Efficient Accuracy: A Study on Numerical Integration.
Efficient Accuracy: A Study on Numerical Integration. Efficient Accuracy: A Study on Numerical Integration.
Efficient Accuracy: A Study on Numerical Integration.
 
1586746631GAMMA BETA FUNCTIONS.pdf
1586746631GAMMA BETA FUNCTIONS.pdf1586746631GAMMA BETA FUNCTIONS.pdf
1586746631GAMMA BETA FUNCTIONS.pdf
 
Adaptive Three Operator Splitting
Adaptive Three Operator SplittingAdaptive Three Operator Splitting
Adaptive Three Operator Splitting
 
RS Agarwal Quantitative Aptitude - 5 chap
RS Agarwal Quantitative Aptitude - 5 chapRS Agarwal Quantitative Aptitude - 5 chap
RS Agarwal Quantitative Aptitude - 5 chap
 
Mathnasium Presentation (1)
Mathnasium Presentation (1)Mathnasium Presentation (1)
Mathnasium Presentation (1)
 
trapezoidal rule.pptx
trapezoidal rule.pptxtrapezoidal rule.pptx
trapezoidal rule.pptx
 
Numerical Solution Of Delay Differential Equations Using The Adomian Decompos...
Numerical Solution Of Delay Differential Equations Using The Adomian Decompos...Numerical Solution Of Delay Differential Equations Using The Adomian Decompos...
Numerical Solution Of Delay Differential Equations Using The Adomian Decompos...
 
Robin wilson
Robin wilsonRobin wilson
Robin wilson
 
Ou3425912596
Ou3425912596Ou3425912596
Ou3425912596
 
Unit-1 Basic Concept of Algorithm.pptx
Unit-1 Basic Concept of Algorithm.pptxUnit-1 Basic Concept of Algorithm.pptx
Unit-1 Basic Concept of Algorithm.pptx
 
Annie
AnnieAnnie
Annie
 
Spectral sum rules for conformal field theories
Spectral sum rules for conformal field theoriesSpectral sum rules for conformal field theories
Spectral sum rules for conformal field theories
 
GR 8 Math Powerpoint about Polynomial Techniques
GR 8 Math Powerpoint about Polynomial TechniquesGR 8 Math Powerpoint about Polynomial Techniques
GR 8 Math Powerpoint about Polynomial Techniques
 
1006 formulas and geom
1006 formulas and geom1006 formulas and geom
1006 formulas and geom
 
3 chapter2 algorithm_analysispart2
3 chapter2 algorithm_analysispart23 chapter2 algorithm_analysispart2
3 chapter2 algorithm_analysispart2
 

More from VARUN KUMAR

Distributed rc Model
Distributed rc ModelDistributed rc Model
Distributed rc ModelVARUN KUMAR
 
Electrical Wire Model
Electrical Wire ModelElectrical Wire Model
Electrical Wire ModelVARUN KUMAR
 
Interconnect Parameter in Digital VLSI Design
Interconnect Parameter in Digital VLSI DesignInterconnect Parameter in Digital VLSI Design
Interconnect Parameter in Digital VLSI DesignVARUN KUMAR
 
Introduction to Digital VLSI Design
Introduction to Digital VLSI DesignIntroduction to Digital VLSI Design
Introduction to Digital VLSI DesignVARUN KUMAR
 
Challenges of Massive MIMO System
Challenges of Massive MIMO SystemChallenges of Massive MIMO System
Challenges of Massive MIMO SystemVARUN KUMAR
 
E-democracy or Digital Democracy
E-democracy or Digital DemocracyE-democracy or Digital Democracy
E-democracy or Digital DemocracyVARUN KUMAR
 
Ethics of Parasitic Computing
Ethics of Parasitic ComputingEthics of Parasitic Computing
Ethics of Parasitic ComputingVARUN KUMAR
 
Action Lines of Geneva Plan of Action
Action Lines of Geneva Plan of ActionAction Lines of Geneva Plan of Action
Action Lines of Geneva Plan of ActionVARUN KUMAR
 
Geneva Plan of Action
Geneva Plan of ActionGeneva Plan of Action
Geneva Plan of ActionVARUN KUMAR
 
Fair Use in the Electronic Age
Fair Use in the Electronic AgeFair Use in the Electronic Age
Fair Use in the Electronic AgeVARUN KUMAR
 
Software as a Property
Software as a PropertySoftware as a Property
Software as a PropertyVARUN KUMAR
 
Orthogonal Polynomial
Orthogonal PolynomialOrthogonal Polynomial
Orthogonal PolynomialVARUN KUMAR
 
Patent Protection
Patent ProtectionPatent Protection
Patent ProtectionVARUN KUMAR
 
Copyright Vs Patent and Trade Secrecy Law
Copyright Vs Patent and Trade Secrecy LawCopyright Vs Patent and Trade Secrecy Law
Copyright Vs Patent and Trade Secrecy LawVARUN KUMAR
 
Property Right and Software
Property Right and SoftwareProperty Right and Software
Property Right and SoftwareVARUN KUMAR
 
Investigating Data Trials
Investigating Data TrialsInvestigating Data Trials
Investigating Data TrialsVARUN KUMAR
 
Censorship and Controversy
Censorship and ControversyCensorship and Controversy
Censorship and ControversyVARUN KUMAR
 
Introduction to Censorship
Introduction to Censorship Introduction to Censorship
Introduction to Censorship VARUN KUMAR
 
Protect your online privacy-2
Protect your online privacy-2Protect your online privacy-2
Protect your online privacy-2VARUN KUMAR
 
Interception Act vs Privacy Act
Interception Act vs Privacy ActInterception Act vs Privacy Act
Interception Act vs Privacy ActVARUN KUMAR
 

More from VARUN KUMAR (20)

Distributed rc Model
Distributed rc ModelDistributed rc Model
Distributed rc Model
 
Electrical Wire Model
Electrical Wire ModelElectrical Wire Model
Electrical Wire Model
 
Interconnect Parameter in Digital VLSI Design
Interconnect Parameter in Digital VLSI DesignInterconnect Parameter in Digital VLSI Design
Interconnect Parameter in Digital VLSI Design
 
Introduction to Digital VLSI Design
Introduction to Digital VLSI DesignIntroduction to Digital VLSI Design
Introduction to Digital VLSI Design
 
Challenges of Massive MIMO System
Challenges of Massive MIMO SystemChallenges of Massive MIMO System
Challenges of Massive MIMO System
 
E-democracy or Digital Democracy
E-democracy or Digital DemocracyE-democracy or Digital Democracy
E-democracy or Digital Democracy
 
Ethics of Parasitic Computing
Ethics of Parasitic ComputingEthics of Parasitic Computing
Ethics of Parasitic Computing
 
Action Lines of Geneva Plan of Action
Action Lines of Geneva Plan of ActionAction Lines of Geneva Plan of Action
Action Lines of Geneva Plan of Action
 
Geneva Plan of Action
Geneva Plan of ActionGeneva Plan of Action
Geneva Plan of Action
 
Fair Use in the Electronic Age
Fair Use in the Electronic AgeFair Use in the Electronic Age
Fair Use in the Electronic Age
 
Software as a Property
Software as a PropertySoftware as a Property
Software as a Property
 
Orthogonal Polynomial
Orthogonal PolynomialOrthogonal Polynomial
Orthogonal Polynomial
 
Patent Protection
Patent ProtectionPatent Protection
Patent Protection
 
Copyright Vs Patent and Trade Secrecy Law
Copyright Vs Patent and Trade Secrecy LawCopyright Vs Patent and Trade Secrecy Law
Copyright Vs Patent and Trade Secrecy Law
 
Property Right and Software
Property Right and SoftwareProperty Right and Software
Property Right and Software
 
Investigating Data Trials
Investigating Data TrialsInvestigating Data Trials
Investigating Data Trials
 
Censorship and Controversy
Censorship and ControversyCensorship and Controversy
Censorship and Controversy
 
Introduction to Censorship
Introduction to Censorship Introduction to Censorship
Introduction to Censorship
 
Protect your online privacy-2
Protect your online privacy-2Protect your online privacy-2
Protect your online privacy-2
 
Interception Act vs Privacy Act
Interception Act vs Privacy ActInterception Act vs Privacy Act
Interception Act vs Privacy Act
 

Recently uploaded

Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxJoão Esperancinha
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Dr.Costas Sachpazis
 
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfCCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfAsst.prof M.Gokilavani
 
microprocessor 8085 and its interfacing
microprocessor 8085  and its interfacingmicroprocessor 8085  and its interfacing
microprocessor 8085 and its interfacingjaychoudhary37
 
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerStudy on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerAnamika Sarkar
 
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝soniya singh
 
Artificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptxArtificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptxbritheesh05
 
VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...
VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...
VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...VICTOR MAESTRE RAMIREZ
 
Call Girls Narol 7397865700 Independent Call Girls
Call Girls Narol 7397865700 Independent Call GirlsCall Girls Narol 7397865700 Independent Call Girls
Call Girls Narol 7397865700 Independent Call Girlsssuser7cb4ff
 
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineeringmalavadedarshan25
 
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...ZTE
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdf
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdfCCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdf
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdfAsst.prof M.Gokilavani
 
Biology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxBiology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxDeepakSakkari2
 
power system scada applications and uses
power system scada applications and usespower system scada applications and uses
power system scada applications and usesDevarapalliHaritha
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escortsranjana rawat
 
Introduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptxIntroduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptxvipinkmenon1
 

Recently uploaded (20)

Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfCCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
 
microprocessor 8085 and its interfacing
microprocessor 8085  and its interfacingmicroprocessor 8085  and its interfacing
microprocessor 8085 and its interfacing
 
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerStudy on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
 
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
 
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
 
Artificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptxArtificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptx
 
VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...
VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...
VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...
 
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCRCall Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
 
Call Girls Narol 7397865700 Independent Call Girls
Call Girls Narol 7397865700 Independent Call GirlsCall Girls Narol 7397865700 Independent Call Girls
Call Girls Narol 7397865700 Independent Call Girls
 
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineering
 
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdf
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdfCCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdf
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdf
 
Biology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxBiology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptx
 
power system scada applications and uses
power system scada applications and usespower system scada applications and uses
power system scada applications and uses
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
 
Introduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptxIntroduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptx
 

Romberg's Integration

  • 1. Romberg’s Integration Dr. Varun Kumar Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 1 / 8
  • 2. Outlines 1 Introduction to Romberg’s Rule 2 Mathematical Formulation 3 Example Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 2 / 8
  • 3. Introduction to Romberg’s Rule Important points ⇒ In numerical analysis, Romberg’s method (Romberg 1955) is used to estimate the definite integral F(x) = Z b a f (x)dx ⇒ By applying Richardson extrapolation repeatedly on the trapezium rule or the rectangle rule. ⇒ The estimates generate a triangular array. ⇒ It increases the accuracy with greater extent. ⇒ It is the extension of trapezoidal and rectangular rule. Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 3 / 8
  • 4. Other Integration Methods Rectangular rule Z b a f (x)dx = h h f (a) + f (x1) + f (x2) + ....f (xn−1) + f (b) i where h = step size → (b−a) n Total numbers of sample = n + 1 (Including point a and b ) x1 = a + h, x2 = a + 2h,....... Trapezoidal rule Z b a f (x)dx = h 2 h f (a) + 2 f (x1) + f (x2) + ....f (xn−1) + f (b) i Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 4 / 8
  • 5. Romberg’s Integration Steps for solving Romberg’s Integration hn = (b−a) 2n → Variable step size The method can be inductively defined by R(0, 0) = h1 f (a) + f (b) R(n, 0) = 1 2 R(n − 1, 0) + hn 2n−1 X k=1 f (a + (2k − 1)hn) Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 5 / 8
  • 6. More on Romberg’s Integration Triangular array Rectangular or Trapezoidal Method Recursively Step size Step-1 Step-2 Step-3 Step-4 h I1 I∗ 1 = I2 + 1 3 (I2 − I1) I∗ 2 = I3 + 1 3 (I3 − I2) I∗ 3 = I4 + 1 3 (I4 − I3) I∗∗ 1 = I2 ∗ + 1 3 (I2 ∗ −I1∗) I∗∗ 2 = I3 ∗ + 1 3 (I3 ∗ −I2∗) I∗∗∗ 1 = I∗∗ 1 + 1 3 (I∗∗ 2 − I∗∗ 1 ) h/2 I2 h/4 I3 h/8 I4 This method can be stopped when two successive values are very close to each other. Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 6 / 8
  • 7. Example– Example Q Evaluate the following definite integral J using Romberg’s integration rule, where J = Z 1 0 1 1 + x dx Ans Solution: According to question, a = 0, b = 1. We solve this by trapezoidal rule Case 1: Taking h = 0.5, the value of x and f (x) is At x = 0, f (x) = 1 At x = 0.5, f (x) = 0.66667 At x = 1, f (x) = 0.5 At I = 1 4[1 + 2 × 0.66667 + 0.5] = 0.70835 Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 7 / 8
  • 8. Continued– Case 2: Taking h = 0.25, the value of x and f (x) is x 0 0.25 0.5 0.75 1 f(x) 1 0.8 0.667 0.5714 0.5 By trapezoidal rule I = 0.25 2 [1 + 2(0.8 + 0.667 + 0.5714) + 0.5] = 0.6970 Case 3: Taking h=0.125, x and f (x) value is x 0 0.125 0.25 0.375 0.5 0.625 0.75 0.875 1 f(x) 1 0.8889 0.8 0.7273 0.667 0.6154 0.5714 0.5333 0.5 By trapezoidal rule I = 0.125 2 [1+2(0.8889+0.8+0.7273+0.667+0.6154+0.5714+0.5333)+0.5] = 0.6914 I(h) = 0.7084 I(h/2) = 0.6970 I(h/4) = 0.6914 I∗ 1 = 0.6932, I∗ 2 = 0.6931 and I∗∗ 1 = 0.6931 Dr. Varun Kumar (IIIT Surat) Unit 5 / Lecture-3 8 / 8