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PDEs and Examples of Phenomena Modeled

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Presentation on theme: "PDEs and Examples of Phenomena Modeled"— Presentation transcript:

1 PDEs and Examples of Phenomena Modeled
Ordinary differential equation: equation containing derivatives of a function of one variable Partial differential equation: equation containing derivatives of a function of two or more variables Models: Air flow over an aircraft wing Blood circulation in human body Water circulation in an ocean Bridge deformations as its carries traffic Evolution of a thunderstorm Oscillations of a skyscraper hit by earthquake Strength of a toy Financial Markets

2 Model of Sea Surface Temperature in Atlantic Ocean
Courtesy MICOM group at the Rosenstiel School of Marine and Atmospheric Science, University of Miami

3 Solving PDEs Finite element method
Finite difference method (our focus) Converts PDE into matrix equation Linear system over discrete basis elements Result is usually a sparse matrix Matrix-based algorithms represent matrices explicitly Matrix-free algorithms represent matrix values implicitly (our focus)

4 FINITE DIFFERENCE In numerical analysis, two different approaches are commonly used: The finite difference and the finite element methods. In heat transfer problems, the finite difference method is used more often and will be discussed here. The finite difference method involves: Ø Establish nodal networks Ø Derive finite difference approximations for the governing equation at both interior and exterior nodal points Ø Develop a system of simultaneous algebraic nodal equations Ø Solve the system of equations using numerical schemes

5 Finite Difference Methods: Outline
Solving ordinary and partial differential equations Finite difference methods (FDM) vs Finite Element Methods (FEM) Vibrating string problem Steady state heat distribution problem

6 Class of Linear Second-order PDEs
Linear second-order PDEs are of the form where A - H are functions of x and y only Elliptic PDEs: B2 - AC < 0 (steady state heat equations) Parabolic PDEs: B2 - AC = 0 (heat transfer equations) Hyperbolic PDEs: B2 - AC > 0 (wave equations)

7 Difference Quotients

8 Formulas for 1st, 2d Derivatives

9 Vibrating String Problem
Vibrating string modeled by a hyperbolic PDE

10 The Nodal Networks

11 Finite Difference Approximation

12 Finite Difference Approximation cont.

13 Finite Difference Approximation cont.

14 A System of Algebraic Equations

15 Matrix Form

16 Numerical Solutions

17 Iteration

18 Example

19 Example (cont.)

20 Example (cont.)

21 Summary of nodal finite-difference relations for various configurations:
Case 1 Interior Node

22 Case 2 Node at an internal corner with convection

23 Case 3 Node at a plane surface with convection

24 Case 4 Node at an external corner with convection

25 Case 5 Node at a plane surface with uniform heat flux


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