Spline Interpolation Method Major All Engineering Majors Authors
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Spline Interpolation Method Major: All Engineering Majors Authors: Autar Kaw, Jai Paul http: //numericalmethods. eng. usf. edu Transforming Numerical Methods Education for STEM Undergraduates http: //numericalmethods. eng. usf. edu 1
Spline Method of Interpolation http: //numericalmethods. eng. usf. edu
What is Interpolation ? Given (x 0, y 0), (x 1, y 1), …… (xn, yn), find the value of ‘y’ at a value of ‘x’ that is not given. 3 lmethods. eng. usf. edu http: //numerica
Interpolants Polynomials are the most common choice of interpolants because they are easy to: Evaluate Differentiate, and Integrate. 4 lmethods. eng. usf. edu http: //numerica
Why Splines ? 5 lmethods. eng. usf. edu http: //numerica
Why Splines ? 6 Figure : Higher order polynomial interpolation is a bad ideahttp: //numerica lmethods. eng. usf. edu
Linear Interpolation 7 lmethods. eng. usf. edu http: //numerica
Linear Interpolation (contd) 8 lmethods. eng. usf. edu http: //numerica
Example The upward velocity of a rocket is given as a function of time in Table 1. Find the velocity at t=16 seconds using linear splines. Table Velocity as a function of time (s) 0 10 15 20 22. 5 30 9 (m/s) 0 227. 04 362. 78 517. 35 602. 97 901. 67 Figure. Velocity vs. time data for the rocket example lmethods. eng. usf. edu http: //numerica
Linear Interpolation 10 lmethods. eng. usf. edu http: //numerica
Quadratic Interpolation 11 lmethods. eng. usf. edu http: //numerica
Quadratic Interpolation (contd) 12 lmethods. eng. usf. edu http: //numerica
Quadratic Splines (contd) 13 lmethods. eng. usf. edu http: //numerica
Quadratic Splines (contd) 14 lmethods. eng. usf. edu http: //numerica
Quadratic Splines (contd) 15 lmethods. eng. usf. edu http: //numerica
Quadratic Spline Example The upward velocity of a rocket is given as a function of time. Using quadratic splines a) Find the velocity at t=16 seconds b) Find the acceleration at t=16 seconds c) Find the distance covered between t=11 and t=16 seconds Table Velocity as a function of time (s) 0 10 15 20 22. 5 30 16 (m/s) 0 227. 04 362. 78 517. 35 602. 97 901. 67 Figure. Velocity vs. time data for the rocket example lmethods. eng. usf. edu http: //numerica
Solution Let us set up the equations 17 lmethods. eng. usf. edu http: //numerica
Each Spline Goes Through Two Consecutive Data Points 18 lmethods. eng. usf. edu http: //numerica
Each Spline Goes Through Two Consecutive Data Points 19 t s 0 10 v(t) m/s 0 227. 04 15 20 22. 5 30 362. 78 517. 35 602. 97 901. 67 lmethods. eng. usf. edu http: //numerica
Derivatives are Continuous at Interior Data Points 20 lmethods. eng. usf. edu http: //numerica
Derivatives are continuous at Interior Data Points At t=10 At t=15 At t=20 At t=22. 5 21 lmethods. eng. usf. edu http: //numerica
Last Equation 22 lmethods. eng. usf. edu http: //numerica
Final Set of Equations 23 lmethods. eng. usf. edu http: //numerica
Coefficients of Spline 24 i ai bi ci 1 0 22. 704 0 2 0. 8888 4. 928 88. 88 3 − 0. 1356 35. 66 − 141. 61 4 1. 6048 5 0. 20889 − 33. 956 554. 55 28. 86 − 152. 13 lmethods. eng. usf. edu http: //numerica
Quadratic Spline Interpolation Part 2 of 2 http: //numericalmethods. eng. usf. edu 25 lmethods. eng. usf. edu http: //numerica
Final Solution 26 lmethods. eng. usf. edu http: //numerica
Velocity at a Particular Point a) Velocity at t=16 27 lmethods. eng. usf. edu http: //numerica
Acceleration from Velocity Profile b) The quadratic spline valid at t=16 is given by 28 lmethods. eng. usf. edu http: //numerica
Distance from Velocity Profile c) Find the distance covered by the rocket from t=11 s to t=16 s. 29 lmethods. eng. usf. edu http: //numerica
Additional Resources For all resources on this topic such as digital audiovisual lectures, primers, textbook chapters, multiple-choice tests, worksheets in MATLAB, MATHEMATICA, Math. Cad and MAPLE, blogs, related physical problems, please visit http: //numericalmethods. eng. usf. edu/topics/spline_met hod. html
THE END http: //numericalmethods. eng. usf. edu
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