Understanding Newton's Forward Interpolation

Sep 16, 2024

Notes on Newton's Forward Formula for Interpolation

Introduction to Interpolation

  • Definition: Interpolation is the method of estimating the value of a dependent variable (Y) for an intermediate value of an independent variable (X), given a set of X and Y values.
  • Function Representation: Y is represented as a function of X, denoted as Y = f(X).

Example of Interpolation

  • Given a table of values for X and corresponding values for Y, we may need to interpolate to find Y when X = 4, which lies between X = 3 and X = 5.
  • Goal: Find f(4).

Terminology

  • Independent Variable (X): Also known as the argument.
  • Dependent Variable (Y): Also known as the entry.

Methods of Interpolation

  • Newton's Forward Interpolation
  • Newton's Backward Interpolation
  • Binomial Method
  • Lagrange's Method

Equidistant vs. Unequal Intervals

  • Interpolation can be applied to both equidistant and unequal intervals:
    • Equidistant: Use Newton's Forward or Backward Interpolation.
    • Unequal Intervals: Use Lagrange's Interpolation.

Identifying the Method

  • Use Newton's Forward Interpolation if the value to be interpolated lies in the forward direction of the table.
  • Use Newton's Backward Interpolation if it lies in the backward direction of the table.
  • Binomial Method: Used for finding missing terms in the table of X.

Newton's Forward Interpolation Formula

  • Formula: The general formula for Newton's Forward Interpolation is:

    [ Y = Y_0 + \frac{U}{1!} \Delta Y_0 + \frac{U(U-1)}{2!} \Delta^2 Y_0 + \frac{U(U-1)(U-2)}{3!} \Delta^3 Y_0 + \ldots ]

Components of the Formula

  • U: A value calculated from the formula ( U = \frac{X - X_0}{H} )
    • where ( H ) is the difference between consecutive X values.
    • ( X_0 ): The first value of X in the dataset.

Steps to Use the Formula

  1. Determine H: Find the difference between consecutive X values (assumed equal).
  2. Calculate U: Substitute the values of X and X0 into the equation.
  3. Form a Difference Table: Calculate the differences ( \Delta Y_0, \Delta^2 Y_0, \Delta^3 Y_0, \ldots )
  4. Substitute in the Formula: Use the calculated values to find the interpolated Y value.

Application

  • The formula is particularly useful for interpolating the value of Y corresponding to X near the beginning of the table.

Next Steps

  • In the next video, a problem will be solved using Newton's Forward Interpolation Formula for better understanding.