This document discusses Newton's forward and backward difference interpolation formulas for equally spaced data points. It provides the formulations for calculating the forward and backward differences up to the kth order. For equally spaced points, the forward difference formula approximates a function f(x) using its kth forward difference at the initial point x0. Similarly, the backward difference formula approximates f(x) using its kth backward difference at x0. The document includes an example problem of using these formulas to estimate the Bessel function and exercises involving interpolation of the gamma function and exponential function.
Newton's Backward Interpolation explained with example. History of interpolation along with it's advantages and disadvantages. Applications of interpolation in computer sciences.
Computer Oriented Numerical Analysis
What is interpolation?
Many times, data is given only at discrete points such as .
So, how then does one find the value of y at any other value of x ?
Well, a continuous function f(x) may be used to represent the data values with f(x) passing through the points (Figure 1). Then one can find the value of y at any other value of x .
This is called interpolation
Newton’s Divided Difference Formula:
To illustrate this method, linear and quadratic interpolation is presented first.
Then, the general form of Newton’s divided difference polynomial method is presented.
Gauss Forward And Backward Central Difference Interpolation Formula Deep Dalsania
This PPT contains the topic called Gauss Forward And Backward Central Difference Interpolation Formula of subject called Numerical and Statistical Methods for Computer Engineering.
Here we focuses on Fixed-Point Iterative Technique for solving nonlinear Equations in Numerical Analysis. It is one of the opened-iterative techniques for finding roots called Fixed-Point of Non-linear Equations.
Newton's Backward Interpolation explained with example. History of interpolation along with it's advantages and disadvantages. Applications of interpolation in computer sciences.
Computer Oriented Numerical Analysis
What is interpolation?
Many times, data is given only at discrete points such as .
So, how then does one find the value of y at any other value of x ?
Well, a continuous function f(x) may be used to represent the data values with f(x) passing through the points (Figure 1). Then one can find the value of y at any other value of x .
This is called interpolation
Newton’s Divided Difference Formula:
To illustrate this method, linear and quadratic interpolation is presented first.
Then, the general form of Newton’s divided difference polynomial method is presented.
Gauss Forward And Backward Central Difference Interpolation Formula Deep Dalsania
This PPT contains the topic called Gauss Forward And Backward Central Difference Interpolation Formula of subject called Numerical and Statistical Methods for Computer Engineering.
Here we focuses on Fixed-Point Iterative Technique for solving nonlinear Equations in Numerical Analysis. It is one of the opened-iterative techniques for finding roots called Fixed-Point of Non-linear Equations.
Spline interpolation is a problem of "Numerical Methods".
This slide covers the basics of spline interpolation mostly the linear spline and cubic spline interpolation.
Gaussian Quadrature Formulas, which are simple and will help learners learn about Gauss's One, Two and Three Point Formulas, I have also included sums so that learning can be easy and the method can be understood.
In this presentation we will learn Del operator, Gradient of scalar function , Directional Derivative, Divergence of vector function, Curl of a vector function and after that solved some example related to above.
Gradient in math
Directional derivative in math
Divergence in math
Curl in math
Gradient , Directional Derivative , Divergence , Curl in mathematics
Gradient , Directional Derivative , Divergence , Curl in math
Gradient , Directional Derivative , Divergence , Curl
Spline interpolation is a problem of "Numerical Methods".
This slide covers the basics of spline interpolation mostly the linear spline and cubic spline interpolation.
Gaussian Quadrature Formulas, which are simple and will help learners learn about Gauss's One, Two and Three Point Formulas, I have also included sums so that learning can be easy and the method can be understood.
In this presentation we will learn Del operator, Gradient of scalar function , Directional Derivative, Divergence of vector function, Curl of a vector function and after that solved some example related to above.
Gradient in math
Directional derivative in math
Divergence in math
Curl in math
Gradient , Directional Derivative , Divergence , Curl in mathematics
Gradient , Directional Derivative , Divergence , Curl in math
Gradient , Directional Derivative , Divergence , Curl
On Frechet Derivatives with Application to the Inverse Function Theorem of Or...BRNSS Publication Hub
In this paper, the Frechet differentiation of functions on Banach space was reviewed. We also investigated that it is algebraic properties and its relation by applying the concept to the inverse function theorem of the ordinary differential equations. To achieve the feat, some important results were considered which finally concluded that the Frechet derivative can extensively be useful in the study of ordinary differential equations.
Mathematics (from Greek μάθημα máthēma, “knowledge, study, learning”) is the study of topics such as quantity (numbers), structure, space, and change. There is a range of views among mathematicians and philosophers as to the exact scope and definition of mathematics
First principle, power rule, derivative of constant term, product rule, quotient rule, chain rule, derivatives of trigonometric functions and their inverses, derivatives of exponential functions and natural logarithmic functions, implicit differentiation, parametric differentiation, L'Hopital's rule
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It is now-a-days very important for the people to send or receive articles like imported furniture, electronic items, gifts, business goods and the like. People depend vastly on different transport systems which mostly use the manual way of receiving and delivering the articles. There is no way to track the articles till they are received and there is no way to let the customer know what happened in transit, once he booked some articles. In such a situation, we need a system which completely computerizes the cargo activities including time to time tracking of the articles sent. This need is fulfilled by Courier Management System software which is online software for the cargo management people that enables them to receive the goods from a source and send them to a required destination and track their status from time to time.
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Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
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• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
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Technical Specifications
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
Key Features
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface
• Compatible with MAFI CCR system
• Copatiable with IDM8000 CCR
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
Application
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
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1. Equal Spacing: Newton’s Forward and Backward
Difference Interpolation
Dr. Varun Kumar
Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-3 1 / 9
2. Outlines
1 Equal Spacing: Newton’s Forward Difference Formulation
Example
2 Equal Spacing: Newton’s Backward Difference Formulation
Example
Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-3 2 / 9
3. Equal Spacing: Newton’s Forward Difference Formula
Important points
⇒ As per the Newton’s divide difference interpolation formula
f (x)= f0 + (x − x0)f [x0, x1] + (x − x0)(x − x1)f [x0, x1, x2] + ...+
(x − x0)(x − x1)....(x − xn−1)f [x0, ..., xn]
(1)
or
f [x0, ...., xk] =
f [x1, ....., xk] − f [x0, ...., xk−1]
xk − x0
⇒ Above expression is valid for arbitrarily spaced nodes.
⇒ In most of the practical experimentation, it can be adopted.
⇒ For some instances, the interval may be equi-spaced, i.e,
x0, x1 = x0 + h, x2 = x0 + 2h, ....., xn = x0 + nh (2)
Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-3 3 / 9
4. Continued–
⇒ First forward difference of f at xj by
4fj = fj+1 − fj
⇒ Second forward difference of f at xj by
42
fj = 4fj+1 − 4fj
⇒ The kth forward difference of f at xj by
4k
fj = 4k−1
fj+1 − 4k−1
fj ∀ k = 1, 2, ...
⇒ In case of regular spacing in input (x), then
f [x0, x1, ....., xk] =
1
k!hk
4k
f0 (3)
Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-3 4 / 9
5. Continued–
⇒ For k = 1, from (3)
f [x0, x1] =
f1 − f0
x1 − x0
=
1
h
(f1 − f0) =
1
1!h
4f0 (4)
⇒ Let xk+1 = x0 + (k + 1)h
f [x0, ......, xk+1] =
f [x1, ..., xk+1] − f [x0, ..., xk]
xk+1 − x0
=
1
(k + 1)h
h 1
k!hk
4k
f1 −
1
k!hk
4k
f0
i
=
1
(k + 1)!hk+1
4k+1
f0
(5)
Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-3 5 / 9
6. Continued–
⇒ Applying Newton’s forward difference interpolation formula
f (x) ≈ pn(x) = f0 + r4f0 +
r(r − 1)
2!
42
f0 + ...+
r(r − 1)...(r − n + 1)
n!
4n
f0
(6)
where r = x−x0
h
Q Compute cosh 0.56. Utilize the four values in the following table and
estimate the error.
Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-3 6 / 9
7. Equal Spacing: Newton’s Backward Difference Formulation
⇒ First backward difference of f at xj by
∇fj = fj − fj−1
⇒ Second backward difference of f at xj by
∇2
fj = ∇fj − ∇fj−1
⇒ kth backward difference of f at xj by
∇k
fj = ∇k−1
fj − ∇k−1
fj−1 (7)
⇒ As per Newton’s backward difference interpolation formula
f (x) ≈ pn(x) = f0 + r∇f0 +
r(r + 1)
2!
∇2
f0 + ... +
r(r + 1)...(r + n − 1)
n!
∇n
f0
(8)
where r = x−x0
h
Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-3 7 / 9
8. Example
Q Compute a 7D value of the Bessel function J0(x) for x = 1.72 from
the four values in the following table, using
(a) Newton’s forward formula
(b) Newton’s backward formula
Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-3 8 / 9
9. Exercise Problem
1 Calculate the Lagrange polynomial p2(x) for the values
Γ(1.00) = 1.0000, Γ(1.02) = 0.9888, Γ(1.04) = 0.9784 of the gamma
function and from it approximate Γ(1.01) and Γ(1.03).
2 Find e−0.25 and e−0.75 by linear interpolation of e−x with x0 = 0,
x1 = 0.5, and x0 = 0.5, x1 = 0, respectively. Then find p2(x) by
quadratic interpolation of e−x with x0 = 0, x1 = 0.5, and x2 = 1 and
from it e−0.25 and e−0.75 compare the errors.
3 Solve the above problem using Newton’s divide and difference
interpolation method.
Dr. Varun Kumar (IIIT Surat) Unit 2 / Lecture-3 9 / 9