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Spline Interpolation Method
Electrical Engineering Majors Authors: Autar Kaw, Jai Paul Transforming Numerical Methods Education for STEM Undergraduates
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Spline Method of Interpolation http://numericalmethods.eng.usf.edu
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What is Interpolation ? Given (x0,y0), (x1,y1), …… (xn,yn), find the value of ‘y’ at a value of ‘x’ that is not given.
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Interpolants Evaluate Differentiate, and Integrate.
Polynomials are the most common choice of interpolants because they are easy to: Evaluate Differentiate, and Integrate.
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Why Splines ?
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Figure : Higher order polynomial interpolation is a bad idea
Why Splines ? Figure : Higher order polynomial interpolation is a bad idea
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Linear Interpolation
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Linear Interpolation (contd)
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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 ohms using linear spline interpolation. R (Ω) T(°C) 1101.0 911.3 636.0 451.1 25.113 30.131 40.120 50.128
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Linear Interpolation
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Quadratic Interpolation
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Quadratic Interpolation (contd)
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Quadratic Splines (contd)
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Quadratic Splines (contd)
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Quadratic Splines (contd)
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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 ohms using quadratic spline interpolation. R (Ω) T(°C) 1101.0 911.3 636.0 451.1 25.113 30.131 40.120 50.128
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Solution
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Solution (contd)
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Solution (contd)
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Solution (contd)
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Solution (contd)
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Solution (contd)
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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
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THE END
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