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Spline Interpolation Method

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A power point presentation to show how the Spline method of interpolation works. – PowerPoint PPT presentation

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Title: Spline Interpolation Method


1
Spline Interpolation Method
  • Electrical Engineering Majors
  • Authors Autar Kaw, Jai Paul
  • http//numericalmethods.eng.usf.edu
  • Transforming Numerical Methods Education for STEM
    Undergraduates

2
Spline Method of Interpolation
http//numericalmethods.eng.usf.edu
3
What is Interpolation ?

Given (x0,y0), (x1,y1), (xn,yn), find the
value of y at a value of x that is not given.
4
Interpolants
  • Polynomials are the most common choice of
    interpolants because they are easy to
  • Evaluate
  • Differentiate, and
  • Integrate.

5
Why Splines ?
6
Why Splines ?
Figure Higher order polynomial interpolation is
a bad idea
7
Linear Interpolation
8
Linear Interpolation (contd)
9
Example
  • Thermistors are based on materials change in
    resistance with temperature. A manufacturer of
    thermistors makes the following observations on a
    thermistor. Determine the temperature
    corresponding to 754.8 ohms using linear spline
    interpolation.

R (O) T(C)
1101.0 911.3 636.0 451.1 25.113 30.131 40.120 50.128
10
Linear Interpolation




11
Quadratic Interpolation
12
Quadratic Interpolation (contd)
13
Quadratic Splines (contd)
14
Quadratic Splines (contd)
15
Quadratic Splines (contd)
16
Example
  • Thermistors are based on materials change in
    resistance with temperature. A manufacturer of
    thermistors makes the following observations on a
    thermistor. Determine the temperature
    corresponding to 754.8 ohms using quadratic
    spline interpolation.

R (O) T(C)
1101.0 911.3 636.0 451.1 25.113 30.131 40.120 50.128
17
Solution




18
Solution (contd)
19
Solution (contd)
20
Solution (contd)
21
Solution (contd)
22
Solution (contd)
23
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
  • http//numericalmethods.eng.usf.edu/topics/spline
    _method.html

24
  • THE END
  • http//numericalmethods.eng.usf.edu
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