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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
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Model of Sea Surface Temperature in Atlantic Ocean
Courtesy MICOM group at the Rosenstiel School of Marine and Atmospheric Science, University of Miami
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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)
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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
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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
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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)
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Difference Quotients
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Formulas for 1st, 2d Derivatives
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Vibrating String Problem
Vibrating string modeled by a hyperbolic PDE
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The Nodal Networks
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Finite Difference Approximation
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Finite Difference Approximation cont.
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Finite Difference Approximation cont.
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A System of Algebraic Equations
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Matrix Form
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Numerical Solutions
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Iteration
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Example
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Example (cont.)
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Example (cont.)
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Summary of nodal finite-difference relations for various configurations:
Case 1 Interior Node
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Case 2 Node at an internal corner with convection
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Case 3 Node at a plane surface with convection
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Case 4 Node at an external corner with convection
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Case 5 Node at a plane surface with uniform heat flux
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