[PDF] Algorithms of Scientific Computing - Finite Element Methods





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Finite Elements: Basis functions

Finite element method – basis functions. 1-D elements: coordinate transformation. We wish to approximate a function u(x) defined in.



PE281 Finite Element Method Course Notes

any function of x that is sufficiently well behaved for the integrals to over the finite element mesh 2) the basis functions must be in the class of ...



Algorithms of Scientific Computing - Finite Element Methods

Finite Element Methods Summer Term 2015 wanted: approximate T(x



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solutions for the bilaplacian equation chose as basis functions for Vh a finite number of eigenfunctions of his operator. The standard method to solve a 



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PE281 Finite Element Method Course Notes - Stanford University

May 23 2006 · any set of linearly independent functions will work to solve the ODE Now we are ?nally going to talk about what kind of functions we will want to use as basis functions The ?nite element method is a general and systematic technique for constructing basis functions for Galerkin approximations In 5

Technische Universit

¨at M¨unchenAlgorithms of Scientific Computing

Finite Element Methods

Michael Bader

Summer Term 2015Michael Bader: Algorithms of Scientific Computing

Finite Element Methods, Summer Term 20151

Technische Universit

¨at M¨unchenPart I

Looking Back: Discrete Models

for Heat Transfer and the Poisson

Equation

Modelling of Heat Transfer

objective: compute the temperature distribution of some object under certain prerequisites: temperatureTat object boundaries given heat sources material parametersk, ... observation from physical experiments:qkT (heat flow proportional to temperature differences)Michael Bader: Algorithms of Scientific Computing

Finite Element Methods, Summer Term 20152

Technische Universit

¨at M¨unchenA Finite Volume Model

object: a rectangular metal plate (again) model as a collection of small connected rectangular cellshxh y examine the heat flow across the cell edgesMichael Bader: Algorithms of Scientific Computing

Finite Element Methods, Summer Term 20153

Technische Universit

¨at M¨unchenHeat Flow Across the Cell Boundaries

Heat flow across a given edge is proportional to

temperature difference(T1T0)between the adjacent cells lengthhof the edge e.g.: heat flow across the left edge: q (left) ij=kxTijTi1;jhy k xdepends on material heat flow across all edges determines change of heat energy: q ij=kxTijTi1;jhy+kxTijTi+1;jhy +kyTijTi;j1hx+kyTijTi;j+1hx equilibrium with source termFij=fijhxhy(fijheat flow per area) requiresqij+Fij=0: f ijhxhy=kxhy2TijTi1;jTi+1;j kyhx2TijTi;j1Ti;j+1Michael Bader: Algorithms of Scientific Computing

Finite Element Methods, Summer Term 20154

Technische Universit

¨at M¨unchenDiscrete and Continuous Model

system of equations derived from the discrete model: f ij=kxh x2TijTi1;jTi+1;j kyh y2TijTi;j1Ti;j+1 result: average temperature in each cell corresponds topartial differential equation(PDE): k@2T(x;y)@x2+@2T(x;y)@y2 =f(x;y) wanted: approximateT(x;y)as a function!

!solution possible using "coefficients and basis functions"?Michael Bader: Algorithms of Scientific Computing

Finite Element Methods, Summer Term 20155

Technische Universit

¨at M¨unchenPart II

Outlook: Finite Element Methods

ForModel Problem:

2D Poisson equation:

2T(x;y)@x2+@2T(x;y)@y2=f(x;y)

first, however, we consider the 1D case: u

00(x) =f(x)forx2(0;1)

withu(0) =u(1) =0.Michael Bader: Algorithms of Scientific Computing

Finite Element Methods, Summer Term 20156

Technische Universit

¨at M¨unchenFinite Elements - Main Idea

we consider the residual of the (1D) PDE: u

00(x) =f(x) u00(x)f(x) =0

represent the functionsuandfin our "favorite" form: Xu jj(x) 00Xf jj(x) =0 however: we will usually not findujthat solve this equation exactly (as solutionucan not be represented asPujj(x)) remedy?!find "best approximation", given by orthogonality: w(x);Xu jj(x) 00Xf jj(x) =0 "for allw(x)" remember that=RgfdxMichael Bader: Algorithms of Scientific Computing

Finite Element Methods, Summer Term 20157

Technische Universit

¨at M¨unchenFinite Elements - Main Ingredients

1.compute afunctionas numerical solution;

search in a function spaceWh: u h=X ju j'j(x);spanf'1;:::;'Jg=Wh

2.solveweak formof PDE to reduce regularity properties

u

00=f! Z

v

0u0dx=Z

vfdx

3.choose basis functions withlocal support, e.g.:

j(xi) =ij (such as the hat functions)

Michael Bader: Algorithms of Scientific Computing

Finite Element Methods, Summer Term 20158

Technische Universit

¨at M¨unchenChoose Test and Ansatz Space

search for solution functionsuhof the form u h=X ju j'j(x) the basis ("shape", "ansatz") functions'j(x)build a vector space (or function space)Wh spanf'1;:::;'Jg=Wh

the "best" solutionuhin this function space is wantedMichael Bader: Algorithms of Scientific Computing

Finite Element Methods, Summer Term 20159

Technische Universit

¨at M¨unchenExample: Nodal Basis

i(x) :=8 :1h (xxi1)xi10 otherwise0,60,40,80,201 1 0,4 0,2 x 00,8

0,6Michael Bader: Algorithms of Scientific Computing

Finite Element Methods, Summer Term 201510

Technische Universit

¨at M¨unchenOr Better A Hierarchical Basis?.x1,1.

.x2,1x2,3x3,1x3,3x3,5x3,7Φ1,1Φ2,1Φ2,3Φ3,1Φ3,3Φ3,5Φ3,7Michael Bader: Algorithms of Scientific Computing

Finite Element Methods, Summer Term 201511

Technische Universit

¨at M¨unchenWeak Forms and Weak Solutions

consider a PDELu=f(e.g.Lu= u) transformation to theweak form: hv;Lui=Z vLudx=Z vfdx=hf;vi 8v2V

Va certain class of functions

"real solution"ualso solves the weak form (but additional, approximate solutions accepted ...) motivation for weak form: -we cannot testLu(x) =f(x)for allx2(0;1)on a computer (infinitely manyx) -frequent choiceV=Wh, so check whetherLuandfhave the "same behaviour" w.r.t. scalar product -approximate solution^umight not solve PDE:L^u6=f thus: additional functions need to be "acceptable" as solution !"orthogonality" ideaMichael Bader: Algorithms of Scientific Computing

Finite Element Methods, Summer Term 201512

Technische Universit

¨at M¨unchenWeak Form of the Poisson Equation - 1D

Poisson equation with Dirichlet conditions:

u00(x) =f(x)in = (0;1);u(0) =u(1) =0 weak form: Z v(x)u00(x)dx=Z v(x)f(x)dx8v integration by parts: Z v(x)u00(x)dx=v(x)u0(x)1 0 +Z v0(x)u0(x)dx choose functionsvsuch thatv(0) =v(1) =0: Z v0(x)u0(x)dx=Z v(x)f(x)dx8vMichael Bader: Algorithms of Scientific Computing

Finite Element Methods, Summer Term 201513

Technische Universit

¨at M¨unchenWeak Form of the Poisson Equation - 2D/3D

Poisson equation with Dirichlet conditions:

u=fin ;u=0 on weak form: Z vud =Z vfd 8v apply Green"s formula: Z vud =Z rv rudquotesdbs_dbs14.pdfusesText_20
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