Newton’s Divided Difference Polynomial Method of Interpolation

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Presentation transcript:

Newton’s Divided Difference Polynomial Method of Interpolation Civil Engineering Majors Authors: Autar Kaw, Jai Paul http://numericalmethods.eng.usf.edu Transforming Numerical Methods Education for STEM Undergraduates http://numericalmethods.eng.usf.edu

Newton’s Divided Difference Method of Interpolation http://numericalmethods.eng.usf.edu

What is Interpolation ? Given (x0,y0), (x1,y1), …… (xn,yn), find the value of ‘y’ at a value of ‘x’ that is not given. http://numericalmethods.eng.usf.edu

Interpolants Evaluate Differentiate, and Integrate. Polynomials are the most common choice of interpolants because they are easy to: Evaluate Differentiate, and Integrate. http://numericalmethods.eng.usf.edu

Newton’s Divided Difference Method Linear interpolation: Given pass a linear interpolant through the data where http://numericalmethods.eng.usf.edu

Example To maximize a catch of bass in a lake, it is suggested to throw the line to the depth of the thermocline. The characteristic feature of this area is the sudden change in temperature. We are given the temperature vs. depth plot for a lake. Determine the value of the temperature at z = −7.5 using Newton’s Divided Difference method for linear interpolation. Temperature vs. depth of a lake http://numericalmethods.eng.usf.edu

Linear Interpolation http://numericalmethods.eng.usf.edu

Linear Interpolation (contd) http://numericalmethods.eng.usf.edu

Quadratic Interpolation http://numericalmethods.eng.usf.edu

Example To maximize a catch of bass in a lake, it is suggested to throw the line to the depth of the thermocline. The characteristic feature of this area is the sudden change in temperature. We are given the temperature vs. depth plot for a lake. Determine the value of the temperature at z = −7.5 using Newton’s Divided Difference method for quadratic interpolation. Temperature vs. depth of a lake http://numericalmethods.eng.usf.edu

Quadratic Interpolation (contd) http://numericalmethods.eng.usf.edu

Quadratic Interpolation (contd) http://numericalmethods.eng.usf.edu

Quadratic Interpolation (contd) http://numericalmethods.eng.usf.edu

General Form where Rewriting http://numericalmethods.eng.usf.edu

General Form http://numericalmethods.eng.usf.edu

General form http://numericalmethods.eng.usf.edu

Example To maximize a catch of bass in a lake, it is suggested to throw the line to the depth of the thermocline. The characteristic feature of this area is the sudden change in temperature. We are given the temperature vs. depth plot for a lake. Determine the value of the temperature at z = −7.5 using Newton’s Divided Difference method for cubic interpolation. Temperature vs. depth of a lake http://numericalmethods.eng.usf.edu

Example http://numericalmethods.eng.usf.edu

Example http://numericalmethods.eng.usf.edu

Example http://numericalmethods.eng.usf.edu

Comparison Table http://numericalmethods.eng.usf.edu

Thermocline What is the value of depth at which the thermocline exists? The position where the thermocline exists is given where . http://numericalmethods.eng.usf.edu

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/newton_divided_difference_method.html

THE END http://numericalmethods.eng.usf.edu