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Spline Interpolation Method
Industrial 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 A curve needs to be fit through the given points to fabricate the cam. If the cam follows a straight line profile between x = 1.28 to x = 0.66, what is the value of y at x=1.1 ? Find using linear spline interpolation. Point x (in.) y (in.) 1 2.20 0.00 2 1.28 0.88 3 0.66 1.14 4 1.20 5 –0.60 1.04 6 –1.04 0.60 7 –1.20 1 2 3 5 6 7 X Y 4
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Linear Interpolation
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Linear Interpolation Find the cam profile using linear splines.
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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 A curve needs to be fit through the given points to fabricate the cam. If the cam follows a straight line profile between x = 1.28 to x = 0.66, what is the value of y at x=1.1 ? Find using a quadratic spline interpolation. Point x (in.) y (in.) 1 2.20 0.00 2 1.28 0.88 3 0.66 1.14 4 1.20 5 –0.60 1.04 6 –1.04 0.60 7 –1.20 1 2 3 5 6 7 X Y 4
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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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Comparison
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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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