SlideShare une entreprise Scribd logo
1  sur  8
Télécharger pour lire hors ligne
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

Contenu connexe

Tendances

Poset in Relations(Discrete Mathematics)
Poset in Relations(Discrete Mathematics)Poset in Relations(Discrete Mathematics)
Poset in Relations(Discrete Mathematics)Rachana Pathak
 
Find transitive-closure using warshalls-algorithm
Find transitive-closure  using warshalls-algorithmFind transitive-closure  using warshalls-algorithm
Find transitive-closure using warshalls-algorithmMamun Hasan
 
Presentation on Numerical Integration
Presentation on Numerical IntegrationPresentation on Numerical Integration
Presentation on Numerical IntegrationTausif Shahanshah
 
Numerical integration
Numerical integrationNumerical integration
Numerical integrationMohammed_AQ
 
Newton's forward & backward interpolation
Newton's forward & backward interpolationNewton's forward & backward interpolation
Newton's forward & backward interpolationHarshad Koshti
 
Derivation of Simpson's 1/3 rule
Derivation of Simpson's 1/3 ruleDerivation of Simpson's 1/3 rule
Derivation of Simpson's 1/3 ruleHapPy SumOn
 
Group Theory and Its Application: Beamer Presentation (PPT)
Group Theory and Its Application:   Beamer Presentation (PPT)Group Theory and Its Application:   Beamer Presentation (PPT)
Group Theory and Its Application: Beamer Presentation (PPT)SIRAJAHMAD36
 
Simpson’s one third and weddle's rule
Simpson’s one third and weddle's ruleSimpson’s one third and weddle's rule
Simpson’s one third and weddle's rulezahid6
 
Error analysis in numerical integration
Error analysis in numerical integrationError analysis in numerical integration
Error analysis in numerical integrationAmenahGondal1
 
Numerical Differentiation and Integration
 Numerical Differentiation and Integration Numerical Differentiation and Integration
Numerical Differentiation and IntegrationMeenakshisundaram N
 
Euclid's division algorithm
Euclid's division algorithmEuclid's division algorithm
Euclid's division algorithmShubham Kumar
 
simpion's 3/8 rule
simpion's 3/8 rulesimpion's 3/8 rule
simpion's 3/8 rulesharma230399
 

Tendances (20)

Jacobians new
Jacobians newJacobians new
Jacobians new
 
Euler's and picard's
Euler's and picard'sEuler's and picard's
Euler's and picard's
 
Poset in Relations(Discrete Mathematics)
Poset in Relations(Discrete Mathematics)Poset in Relations(Discrete Mathematics)
Poset in Relations(Discrete Mathematics)
 
Find transitive-closure using warshalls-algorithm
Find transitive-closure  using warshalls-algorithmFind transitive-closure  using warshalls-algorithm
Find transitive-closure using warshalls-algorithm
 
Presentation on Numerical Integration
Presentation on Numerical IntegrationPresentation on Numerical Integration
Presentation on Numerical Integration
 
Numerical integration
Numerical integrationNumerical integration
Numerical integration
 
Newton's forward & backward interpolation
Newton's forward & backward interpolationNewton's forward & backward interpolation
Newton's forward & backward interpolation
 
Metric space
Metric spaceMetric space
Metric space
 
Derivation of Simpson's 1/3 rule
Derivation of Simpson's 1/3 ruleDerivation of Simpson's 1/3 rule
Derivation of Simpson's 1/3 rule
 
Group Theory and Its Application: Beamer Presentation (PPT)
Group Theory and Its Application:   Beamer Presentation (PPT)Group Theory and Its Application:   Beamer Presentation (PPT)
Group Theory and Its Application: Beamer Presentation (PPT)
 
Rolles theorem
Rolles theoremRolles theorem
Rolles theorem
 
Lagrange’s interpolation formula
Lagrange’s interpolation formulaLagrange’s interpolation formula
Lagrange’s interpolation formula
 
Simpson’s one third and weddle's rule
Simpson’s one third and weddle's ruleSimpson’s one third and weddle's rule
Simpson’s one third and weddle's rule
 
Error analysis in numerical integration
Error analysis in numerical integrationError analysis in numerical integration
Error analysis in numerical integration
 
Numerical Differentiation and Integration
 Numerical Differentiation and Integration Numerical Differentiation and Integration
Numerical Differentiation and Integration
 
Euclid's division algorithm
Euclid's division algorithmEuclid's division algorithm
Euclid's division algorithm
 
Chapter 22 Finite Field
Chapter 22 Finite FieldChapter 22 Finite Field
Chapter 22 Finite Field
 
simpion's 3/8 rule
simpion's 3/8 rulesimpion's 3/8 rule
simpion's 3/8 rule
 
Fourier series and transforms
Fourier series and transformsFourier series and transforms
Fourier series and transforms
 
Group Theory
Group TheoryGroup Theory
Group Theory
 

Similaire à 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
 
Basic mathematics integration
Basic mathematics integrationBasic mathematics integration
Basic mathematics integrationMuhammad Luthfan
 
Factoring Polynomials in Modular Approach
Factoring Polynomials in Modular ApproachFactoring Polynomials in Modular Approach
Factoring Polynomials in Modular ApproachLorie Jane Letada
 
Simpson's rule of integration
Simpson's rule of integrationSimpson's rule of integration
Simpson's rule of integrationVARUN KUMAR
 
Gamma beta functions-1
Gamma   beta functions-1Gamma   beta functions-1
Gamma beta functions-1Selvaraj John
 
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
 
Gaussian Numerical Integration
Gaussian Numerical IntegrationGaussian Numerical Integration
Gaussian Numerical IntegrationVARUN KUMAR
 
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
 

Similaire à 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
 
Basic mathematics integration
Basic mathematics integrationBasic mathematics integration
Basic mathematics integration
 
Factoring Polynomials in Modular Approach
Factoring Polynomials in Modular ApproachFactoring Polynomials in Modular Approach
Factoring Polynomials in Modular Approach
 
Simpson's rule of integration
Simpson's rule of integrationSimpson's rule of integration
Simpson's rule of integration
 
Gamma beta functions-1
Gamma   beta functions-1Gamma   beta functions-1
Gamma beta functions-1
 
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
 
Gaussian Numerical Integration
Gaussian Numerical IntegrationGaussian Numerical Integration
Gaussian Numerical Integration
 
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
 

Plus de 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
 

Plus de 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
 

Dernier

Engineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planesEngineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planesRAJNEESHKUMAR341697
 
AIRCANVAS[1].pdf mini project for btech students
AIRCANVAS[1].pdf mini project for btech studentsAIRCANVAS[1].pdf mini project for btech students
AIRCANVAS[1].pdf mini project for btech studentsvanyagupta248
 
School management system project Report.pdf
School management system project Report.pdfSchool management system project Report.pdf
School management system project Report.pdfKamal Acharya
 
Kuwait City MTP kit ((+919101817206)) Buy Abortion Pills Kuwait
Kuwait City MTP kit ((+919101817206)) Buy Abortion Pills KuwaitKuwait City MTP kit ((+919101817206)) Buy Abortion Pills Kuwait
Kuwait City MTP kit ((+919101817206)) Buy Abortion Pills Kuwaitjaanualu31
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfJiananWang21
 
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXssuser89054b
 
Employee leave management system project.
Employee leave management system project.Employee leave management system project.
Employee leave management system project.Kamal Acharya
 
Tamil Call Girls Bhayandar WhatsApp +91-9930687706, Best Service
Tamil Call Girls Bhayandar WhatsApp +91-9930687706, Best ServiceTamil Call Girls Bhayandar WhatsApp +91-9930687706, Best Service
Tamil Call Girls Bhayandar WhatsApp +91-9930687706, Best Servicemeghakumariji156
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VDineshKumar4165
 
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptxA CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptxmaisarahman1
 
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...Call Girls Mumbai
 
Bridge Jacking Design Sample Calculation.pptx
Bridge Jacking Design Sample Calculation.pptxBridge Jacking Design Sample Calculation.pptx
Bridge Jacking Design Sample Calculation.pptxnuruddin69
 
Learn the concepts of Thermodynamics on Magic Marks
Learn the concepts of Thermodynamics on Magic MarksLearn the concepts of Thermodynamics on Magic Marks
Learn the concepts of Thermodynamics on Magic MarksMagic Marks
 
Minimum and Maximum Modes of microprocessor 8086
Minimum and Maximum Modes of microprocessor 8086Minimum and Maximum Modes of microprocessor 8086
Minimum and Maximum Modes of microprocessor 8086anil_gaur
 
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKARHAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKARKOUSTAV SARKAR
 
HOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptx
HOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptxHOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptx
HOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptxSCMS School of Architecture
 
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments""Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"mphochane1998
 
Standard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power PlayStandard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power PlayEpec Engineered Technologies
 
Thermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptThermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptDineshKumar4165
 

Dernier (20)

Engineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planesEngineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planes
 
AIRCANVAS[1].pdf mini project for btech students
AIRCANVAS[1].pdf mini project for btech studentsAIRCANVAS[1].pdf mini project for btech students
AIRCANVAS[1].pdf mini project for btech students
 
School management system project Report.pdf
School management system project Report.pdfSchool management system project Report.pdf
School management system project Report.pdf
 
Kuwait City MTP kit ((+919101817206)) Buy Abortion Pills Kuwait
Kuwait City MTP kit ((+919101817206)) Buy Abortion Pills KuwaitKuwait City MTP kit ((+919101817206)) Buy Abortion Pills Kuwait
Kuwait City MTP kit ((+919101817206)) Buy Abortion Pills Kuwait
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdf
 
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
 
Employee leave management system project.
Employee leave management system project.Employee leave management system project.
Employee leave management system project.
 
Tamil Call Girls Bhayandar WhatsApp +91-9930687706, Best Service
Tamil Call Girls Bhayandar WhatsApp +91-9930687706, Best ServiceTamil Call Girls Bhayandar WhatsApp +91-9930687706, Best Service
Tamil Call Girls Bhayandar WhatsApp +91-9930687706, Best Service
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - V
 
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptxA CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
 
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
 
Bridge Jacking Design Sample Calculation.pptx
Bridge Jacking Design Sample Calculation.pptxBridge Jacking Design Sample Calculation.pptx
Bridge Jacking Design Sample Calculation.pptx
 
Learn the concepts of Thermodynamics on Magic Marks
Learn the concepts of Thermodynamics on Magic MarksLearn the concepts of Thermodynamics on Magic Marks
Learn the concepts of Thermodynamics on Magic Marks
 
Minimum and Maximum Modes of microprocessor 8086
Minimum and Maximum Modes of microprocessor 8086Minimum and Maximum Modes of microprocessor 8086
Minimum and Maximum Modes of microprocessor 8086
 
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKARHAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
 
HOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptx
HOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptxHOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptx
HOA1&2 - Module 3 - PREHISTORCI ARCHITECTURE OF KERALA.pptx
 
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments""Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"
 
Call Girls in South Ex (delhi) call me [🔝9953056974🔝] escort service 24X7
Call Girls in South Ex (delhi) call me [🔝9953056974🔝] escort service 24X7Call Girls in South Ex (delhi) call me [🔝9953056974🔝] escort service 24X7
Call Girls in South Ex (delhi) call me [🔝9953056974🔝] escort service 24X7
 
Standard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power PlayStandard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power Play
 
Thermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptThermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.ppt
 

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