Holistic Numerical Methods

Transforming Numerical Methods Education for the STEM Undergraduate

 

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WORKSHEETS IN MATHEMATICA

INTRODUCTION TO SCIENTIFIC COMPUTING

 

Measuring Errors

   

True Error    [MATHEMATICA

Approximate Error    [MATHEMATICA]

 

Binary Representation

   

Decimal to binary representation   [MATHEMATICA

Binary to decimal representation   [MATHEMATICA

 

Measuring Errors

   

Decimal to floating point representation   [MATHEMATICA

Binary to floating point representation   [MATHEMATICA

 

Propagation of Errors

   

Propagation of Errors    [MATHEMATICA

 

Differentiation

 

Continuous Functions

   

Forward Divided Difference        [MATHEMATICA

Backward Divided Difference       [MATHEMATICA

Central Divided Difference      [MATHEMATICA]  

Continuous functions Second Order Derivative      [MATHEMATICA

 

Discrete Data

   

Discrete functions       [MATHEMATICA]

 

Nonlinear Equations

 

Bisection Method

   

Method   [MATHEMATICA]

Convergence   [MATHEMATICA]

Pitfall: Slow convergence of bisection method simulation   [MATHEMATICA]

 

Newton-Raphson Method

   

Method   [MATHEMATICA]

Convergence   [MATHEMATICA]

Pitfall: Division by zero   [MATHEMATICA]

Pitfall: Slow Convergence at Inflection Points   [MATHEMATICA]

Pitfall: Root jumps over several roots   [MATHEMATICA]

Pitfall: Roots oscillates around local maxima and minima   [MATHEMATICA]

 

Secant Method

   

Simulation of secant method    [MATHEMATICA]

Convergence Simulation of secant method    [MATHEMATICA]

Pitfall: Division by zero in secant method simulation    [MATHEMATICA]

Pitfall: Root jumps over several roots in secant method    [MATHEMATICA]

     

SIMULTANEOUS LINEAR EQUATIONS

 

Gaussian Elimination

   

Method   [MATHEMATICA]

 

Gauss-Seidel Method

   

Method     [MATHEMATICA

   

Convergence     [MATHEMATICA

 

LU Decomposition

   

Method   [MATHEMATICA]

     

Interpolation

 

Direct Method

   

Method   [MATHEMATICA]

 

Newton's Divided Difference Method

   

Method     [MATHEMATICA

 

Lagrange Method

   

Method   [MATHEMATICA]

 

Spline Method

   

Method     [MATHEMATICA

     

REGRESSION

 

Linear Regression

   

Method   [MATHEMATICA]

 

Nonlinear Regression

   

Without Data Linearization     [MATHEMATICA

With Data Linearization     [MATHEMATICA

Polynomial Regression     [MATHEMATICA

Comparing with and without Data Linearization     [MATHEMATICA

 

Adequacy of a Regression Model

   

Adequacy   [MATHEMATICA]

     

Integration

 

Trapezoidal Rule

   

Method   [MATHEMATICA]

Convergence   [MATHEMATICA]

 

Simpson's 1/3rd Rule

   

Method   [MATHEMATICA]

Convergence   [MATHEMATICA]

 

Romberg Rule

   

Method   [MATHEMATICA]

Convergence   [MATHEMATICA]

 

Gauss-Quadrature Rule

   

Method   [MATHEMATICA]

Convergence   [MATHEMATICA]

 

Integrating Discrete Functions

   

Integrating discrete functions   [MATHEMATICA]

 

ORDINARY DIFFERENTIAL EQUATIONS

 

Euler's Method

   

Method   [MATHEMATICA]

Convergence   [MATHEMATICA]

 

Runge-Kutta 2nd order Method

   

Method   [MATHEMATICA]

Convergence   [MATHEMATICA]

 

Runge-Kutta 4th order Method

   

Method   [MATHEMATICA]

Convergence   [MATHEMATICA]

 

Shooting Method

   

Method   [MATHEMATICA]

 

Finite Difference Method

   

Method   [MATHEMATICA]

 


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Copyrights: University of South Florida, 4202 E Fowler Ave, Tampa, FL 33620-5350. All Rights Reserved. Questions, suggestions or comments, contact kaw@eng.usf.edu  This material is based upon work supported by the National Science Foundation under Grant# Creative Commons License0126793, 0341468, 0717624,  0836981, 0836916, 0836805, 1322586.  Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.  Other sponsors include Maple, MathCAD, USF, FAMU and MSOE.  Based on a work at http://mathforcollege.com/nm.  Holistic Numerical Methods licensed under a Creative Commons Attribution-NonCommercial-NoDerivs 3.0 Unported License.

 

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