1 Direct Method of Interpolation Computer Engineering Majors Authors: Autar Kaw, Jai Paul

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Presentation transcript:

1 Direct Method of Interpolation Computer Engineering Majors Authors: Autar Kaw, Jai Paul Transforming Numerical Methods Education for STEM Undergraduates

Direct Method of Interpolation

3 What is Interpolation ? Given (x 0,y 0 ), (x 1,y 1 ), …… (x n,y n ), find the value of ‘y’ at a value of ‘x’ that is not given. Figure 1 Interpolation of discrete.

Interpolants Polynomials are the most common choice of interpolants because they are easy to: Evaluate Differentiate, and Integrate

Direct Method Given ‘n+1’ data points (x 0,y 0 ), (x 1,y 1 ),………….. (x n,y n ), pass a polynomial of order ‘n’ through the data as given below: where a 0, a 1,………………. a n are real constants. Set up ‘n+1’ equations to find ‘n+1’ constants. To find the value ‘y’ at a given value of ‘x’, simply substitute the value of ‘x’ in the above polynomial.

Example A robot arm with a rapid laser scanner is doing a quick quality check on holes drilled in a rectangular plate. The hole centers in the plate that describe the path the arm needs to take are given below. If the laser is traversing from x = 2 to x = 4.25 in a linear path, find the value of y at x = 4 using the direct method for linear interpolation. Figure 2 Location of holes on the rectangular plate.

Linear Interpolation Solving the above two equations gives, Hence

Example A robot arm with a rapid laser scanner is doing a quick quality check on holes drilled in a rectangular plate. The hole centers in the plate that describe the path the arm needs to take are given below. If the laser is traversing from x = 2 to x = 4.25 in a linear path, find the value of y at x = 4 using the direct method for quadratic interpolation. Figure 2 Location of holes on the rectangular plate.

Quadratic Interpolation Solving the above three equations gives Quadratic Interpolation

Quadratic Interpolation (contd)

Comparison Table

Example A robot arm with a rapid laser scanner is doing a quick quality check on holes drilled in a rectangular plate. The hole centers in the plate that describe the path the arm needs to take are given below. If the laser is traversing from x = 2 to x = 4.25 in a linear path, find the value of y at x = 4 using the direct method using a fifth order polynomial. Figure 2 Location of holes on the rectangular plate.

Fifth Order Interpolation

Fifth Order Interpolation (contd)

Fifth Order Interpolation (contd)

Additional Resources For 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 hod.html

THE END