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RESOURCES By Language | EBooks | Textbook | Physical Examples | PowerPoint | Simulations | Anecdotes | Assessment | Publications Welcome to the website for a Numerical Methods course for engineering undergraduates. It is dedicated to reaching a large audience of undergraduate students through its holistic but customized approach. Holistically, the resources review background information; present numerical methods through notes, presentations, simulations and assessments; show how what they learned is applied in real life; tell stories to illustrate special topics and pitfalls; and give historical perspectives. From a customized perspective, the user can choose a major of choice - Chemical, Civil, Computer, Electrical, General, Industrial or Mechanical Engineering. You can choose Maple, Mathcad, Mathematica or Matlab as one of the packages used to illustrate algorithms, convergence and pitfalls of the numerical methods. |
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Chemical |
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Computer |
Electrical |
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Industrial |
Mechanical |
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Nonlinear Equations |
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Interpolation |
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Regression |
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Integration |
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Simultaneous Linear Eqns |
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Ordinary Differential Eqns |
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MATHCAD |
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Nonlinear Equations |
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Interpolation |
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Regression |
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Integration |
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Simultaneous Linear Eqns |
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Ordinary Differential Eqns |
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MATHEMATICA |
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Nonlinear Equations |
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Interpolation |
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Regression |
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Integration |
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Simultaneous Linear Eqns |
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Ordinary Differential Eqns |
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MATLAB |
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Nonlinear Equations |
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Interpolation |
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Regression |
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Integration |
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Simultaneous Linear Eqns |
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Ordinary Differential Eqns |
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EBOOKS
Below are examples of how an instructor of a Numerical Methods course can develop an E-book on a single topic by using resources that are all available at the Holistic Numerical Methods Institute (HNMI) Website. Although one of the primary advantages of a web-based resource is that one can use documents outside of its own domain, we are particularly using this example as a way to illustrate the holistic nature of the resources available at HNMI. The e-books have been made only with the resources on this website. You are welcome to modify and edit e-books to suit your purpose. The contents of the e-books include textbook notes, multiple choice examinations, simulations of methods, power point presentations, class lecture videos (limited to Bisection and Newton-Raphson methods), and problem sets.
NONLINEAR EQUATIONS
SIMULTANEOUS LINEAR EQUATIONS
INTERPOLATION Newton Divided Difference Polynomial Method
REGRESSION
INTEGRATION
ORDINARY DIFFERENTIAL EQUATIONS |
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TEXTBOOK: NUMERICAL METHODS WITH APPLICATIONS
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1: Introduction, Approximation and Errors (beta version) |
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1.1 Introduction to Scientific Computing [PDF] [DOC] 1.2 Measuring Errors [PDF] [DOC] 1.3 Sources of Error [PDF] [DOC] 1.4 Binary Representation of Numbers [PDF] [DOC] 1.5 Floating Point Representation [PDF] [DOC]
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2: Differentiation (beta version) |
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2.1 Differentiation of Continuous Functions [PDF] [DOC] 2.2 Differentiation of Discrete Functions [PDF] [DOC]
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3: Nonlinear Equations |
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3.1 Solving Quadratic Equations Exactly [PDF] [DOC] 3.2 Solving Cubic equations Exactly [PDF] [DOC] 3.3 Bisection Method [PDF] [DOC] [MORE] 3.4 Newton-Raphson Method [PDF] [DOC] [MORE] 3.5 Secant Method [PDF] [DOC] [MORE]
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4: Simultaneous Linear Equations |
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4.3 Binary Matrix Operations [PDF] [DOC] 4.4 Unary Matrix Operations [PDF] [DOC] 4.5 System of Equations [PDF] [DOC] 4.6 Gaussian Elimination Method [PDF] [DOC] [MORE] 4.7 LU Decomposition Method [PDF] [DOC] [MORE]
4.8 How does Gauss-Seidel method work?
[PDF] [DOC]
[MORE] 4.10 Eigenvalues and Eigenvectors [PDF] [DOC]
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5: Interpolation |
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5.1 Direct Method [PDF] [DOC] [MORE] 5.2 Newton's Divided Difference Method [PDF] [DOC] [MORE] 5.3 Lagrange Method [PDF] [DOC] [MORE] 5.4 Spline Method [PDF] [DOC] [MORE] 5.5 History of Interpolation [PDF] [DOC]
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6: Regression |
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6.1 Primer on statistical terminology [PDF] [DOC] 6.2 Introduction to Regression [PDF] [DOC] 6.3 Linear Regression [PDF] [DOC] [MORE] 6.4 Nonlinear Regression [PDF] [DOC] [MORE]
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7: Integration |
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7.1 Primer on Integral Calculus [PDF] [DOC] 7.2 Trapezoidal Rule
[PDF]
[DOC]
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7.4 Romberg Rule
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8: Ordinary Differential Equations |
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8.1 Primer on Ordinary Differential Equations [PDF] [DOC] 8.2 Euler's method [PDF] [DOC] [MORE] 8.3 Runge-Kutta 2nd order method [PDF] [DOC] [MORE] 8.4 Runge-Kutta 4th order method [PDF] [DOC] [MORE] 8.5 On solving higher order & coupled ordinary differential equations [PDF] [DOC] 8.6 Shooting Method [PDF] [DOC] [MORE] 8.7 Finite Difference Method [PDF] [DOC] [MORE]
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9: Fast Fourier Transforms |
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Spring 2009 |
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10: PARTIAL DIFFERENTIAL EQUATIONS |
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Spring 2009 |
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11: optimization |
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Fall 2008 |
Companion Tools for the Textbook
eBooks | PowerPoint Presentations | Simulations | Multiple-Choice Tests | Anecdotes
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Resources of Physical Problems |
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(Do you want to follow one of physical examples given below to learn the numerical methods? Yes) |
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| DIFFERENTIATION | ||
| Chemical Engineering | How quickly does the slick spread? | |
| Civil Engineering | ||
| Computer Engineering | Detecting edges of images | |
| Electrical Engineering | ||