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1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera Ismael Herrera UNAM MEXICO UNAM MEXICO
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Page 1: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

1

A GENERAL AND SYSTEMATIC THEORY OF

DISCONTINUOUS GALERKIN METHODS

Ismael HerreraIsmael HerreraUNAM MEXICOUNAM MEXICO

Page 2: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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THEORY OF

PARTIAL DIFFERENTIAL EQUATIONS

IN DISCONTINUOUS FNCTIONS

A SYSTEMATIC FORMULATION OF

DISCONTINUOUS GALERKIN METHODS

MUST BE BASED ON THE

Page 3: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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I.- ALGEBRAIC THEORY OF

BOUNDARY VALUE PROBLEMS

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NOTATIONS

1

2

"Trial and test functions " :

D is linear space of 'trial' functions

D is linear space of 'test' functions

"Bilinear functionals" :

P, B, etc., are bilinear functionals defined on

1 2

1 2

1 2: :*

D D

Pu,w and Bu,w , u,w D D

"Functional - valued operators" :

Having the bilinear functionals P and B, is equivalent

to having a linear 'functional - valued operators',

P D D and B

1 2*D D

Page 5: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

5

BASIC DEFINITIONS

1 2 1 2

*

1 2

: :

, 0, 0

:

, 0, 0

* *

B

*2

"Boundary Operator" :

B D D is a boundary operator for P D D when

Pu w w N Pu

"TH - completeness" :

D is TH - complete for P D D when

Pu w w Pu

E

E

Page 6: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

6

2

1

1 1

.

.

*

"Boundary Value Problem" :

Let B be a boundary operator for P, and f,g D

The BVP consists in finding u D such that

Pu f and Bu g

"Compatible Data" :

When there are u D & u D such

that

.

P B

f Pu and g Bu

"Existence of solution" :

When the data is 'compatible' and

u - u N N

Page 7: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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NORMAL DIRICHLET BOUNDARY OPERATOR

1 1 1

1

1

* 0

0, *

2 2

R

RP B

RP B

Auxiliary Subspaces

N* w D P B w D

D D P w w N D

Remark :

u u N N u u D

That is

N N D

B is a

'normal Dirichlet bo

v v,

1 RP B

for P, when

D N N

undary operator'

Page 8: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

8

2 2

*

*1 2

,

' '

0,

* *

"Consistent Data" :

The data f,g D D , of the BVP are said to

be consistent when they are 'compatible' and

f - g,w w N

Theorem.- When B : D D is a 'normal Dirichlet

boundary

*

1 2 , operator' for P : D D then the BVP

possesses a solution if and only if the data is

.

'consistent'

EXISTENCE THEOREM

Page 9: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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II.- BOUNDARY VALUE PROBLEMS

FORMULATED IN

DISCONTINUOUS FUNCTION SPACES

Page 10: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

10

PIECEWISE DEFINED FUNCTIONS

1 1 1 1 2 2 1 2

1

... ...

,...,

E E

E

D D D and D D D

u u u

1,..., E

Σ

Page 11: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

11

PIECEWISE DEFINED OPERATORS

1 2 1 2

1 2 1 2

1

: :

: :

, , ,

* *i i i i i i

* *

E

i i ii

"Locally Defined Operators " :

P D D and B D D

i = 1,...,E

"Piecewise Defined Operators " :

P D D and B D D

Pu w Pu w and Bu w

1

,E

i i ii

B u w

Page 12: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

12

SMOOTH FUNCTIONS

1 1 2 2

* *1 2 1 2

* *1 2 1 2

: :

: : ,

1).- D D and D D are linear subspaces whose members

are said to be 'smooth'

2).- B D D and P D D are restrictions

of B D D and P D D

Page 13: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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2 1 1

1

,*

"Boundary Value Problem with Prescribed Jumps (BVPJ)" :

Given f,g D and u D find u D such that

Pu f, Bu g and u - u D

with B boundary operator for P.

"Compatible Data" :

It is assumed

1 1

1

*2 2

.

, 0,

that there are functions u D & u D

such that f Pu , g Bu and u - u D

"Consistent Data"

f - Pu w w N D D

Page 14: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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*1 2

*1 2

2

:

:

2).

1 1

ASSUMPTIONS :

1).- B D D is a 'normal Dirichlet boundary

operator' for P D D

D is TH - complete for P and for B

3).- 'Range invariance'.

P D P D

Then the BVP

J possesses a solution if and only if

the data is . 'consistent'

EXISTENCE THEOREM

for the BVPJ

Page 15: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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III.- ELLIPTIC EQUATIONS

OF ORDER 2m

Page 16: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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SOBOLEV SPACE OF

PIECEWISE DEFINED FUNCTIONS

12

1

2

,, ,1

:

ˆ ...

:

ˆ

ˆ,

p p pE

E

pp

p

Definition

H H H

Metric

Then H is a Hilbert space.

v v

Page 17: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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RELATION BETWEEN SOBOLEV SPACES

1

1

ˆ

ˆ

ˆ

0, , 0,..., 1,

p p

p p

p

p

The spaces H and H are related by

H H

Furthermore : For p 1, if H , then

on Σ for p implies Hn

v

vv

Page 18: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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THE BVPJ OF ORDER 2m

21 2

2 2

.

ˆ ˆ,

, ,

,

m

m m

j j

The set of 'smooth functions' :

D D D H

Given , of order 2m, and u H find u H such that

u f in each = 1,...,E

B u g j

L

L

2 .

, on , 0,1,..., 2 1

m

rr

r

= 1,...,m -1, on

with the additional condition that u - u D H

This latter restriction is equivalent to the ' ' :

u j r m

n

Here

jump conditions

, on , 0,1,..., 2 1r

rr

u j r m

n

Page 19: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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EXISTENCE OF SOLUTION FOR THE ELLIPTIC BVPJ

2m

A).- 'Normal Dirichlet BVP'´:

Under standard assumptions for the elliptic differential

operators and boundary operators [Lions and Magenes, 1972],

the BVP formulated in D H , enjoys this property.

0

p

B).- The 'range invariance' assumption :

P D P D

is fulfilled because the range of is H .

REMARK.- Property B) is not satisfied when D H

and p > 2m.

L

Page 20: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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IV.- GREEN´S FORMULAS IN

DISCONTINUOUS FIELDS

“GREEN-HERRERA FORMULAS (1985)”

Page 21: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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FORMAL ADJOINTS

1 2 2 1: :* *

*

Two operators, P D D and Q D D are

said to be formal adjoints when S P - Q* is a

boundary operator for P, while S is a boundary

operator for Q

Page 22: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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1 2 2 1: :* *

*

* *

Let P D D and Q D D be formal

adjoints. Then, the equation

P - B = Q* -C

is said to be a Green's formula, when

B,-C decomposes S P - Q* = B - C .

GREEN’S FORMULA FOR THE BVP

Page 23: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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1 2 2 1

*

: :* *

*

* *

J

Let P D D and Q D D be formal

adjoints. Then, the equation

P - B - J = Q* -C K

is said to be a Green - Herrera formula, when

B,J,-C ,-K decomposes S P - Q*, and

N

1 2K= D and N = D

GREEN’S FORMULA FOR THE BVPJ

Page 24: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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* ,

, , * , ,

, , * , ,

, , * , ,

,

w u u w u w

Boundary operators

u w n u w u w on

Jump and average operators

- u w n u w u w on

u w u w n and u w u w n

Pu w w udx

L L D

D =B C

D =J K

J D K D

L

, * , *

, , , * , * ,

, , , * , * ,

Q u w u wdx

Bu w u w dx C u w u w dx

Ju w u w dx K u w u w dx

L

B C

J K

A GENERAL GREEN-HERRERA FORMULA FOR

OPERATORS WITH CONTINUOUS COEFFICIENTS

Page 25: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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WEAK FORMULATIONS OF THE BVPJ

"

"

"

* * *

Starting with a Green - Herrera formula

P - B - J = Q C K

Weak formulation in terms of the data" :

P - B - J u f g j

Weak formulation in terms of the complement

*

, ,

*

* * *

ary information" :

Q* -C - K u f g j

"Classification of the information"

Data of the BVPJ : Pu, Bu, Ju

Complementary information : Q u C u K u

Page 26: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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V.- APPLICATION TO DEVELOP

FINITE ELEMENT METHODS

WITH OPTIMAL FUNCTIONS

(FEM-OF)

Page 27: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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GENERAL STRATEGY

• A target of information is defined. This is denoted by “S*u”

• Procedures for gathering such information are constructed from which the numerical methods stem.

Page 28: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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EXAMPLE

SECOND ORDER ELLIPTIC

• A possible choice is to take the ‘sought information’ as the ‘average’ of the function across the ‘internal boundary’.

• There are many other choices.

Page 29: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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CONJUGATE DECOMPOSITIONS

J J

*

A 'Conjugate Decomposition' fulfills :

1).-

K = S + R and J = S + R

2).- S u is the 'sought information'

3).- When the 'sought information' is given, the equation

J R P - B - R u = f - g - j

defines well - posed 'local' problems.

*

1

0

S R S J R J

P

J P R P

REMARKS.- Here and in what follows :

A).- j j j with j S u and j R u

B).- The function u is 'defined' by

P B R u f g j & S u

C).- u D is such that Ju = j, and

D)

.- Homogeneous boundary conditions will be assumed

Page 30: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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OPTIMAL FUNCTIONS

1

2

0

0

JB J P B R

T Q C R

Optimal Base Functions

O D P B R N N N

Optimal Test Functions

O w D Q C R w N N N

v v

Page 31: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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THE STEKLOV-POINCARÉ APPROACH

ˆ ˆ

ˆ, ,

* *B

J J P S B

Let u O , then S u S u if and only if

- S u w = S u w - j ,w , w O

THE TREFFTZ-HERRERA APPROACH

1

*

ˆ ˆ

ˆ,

* *

T

Let u D , then S u S u if and only if

- S u w = f - j,w , w O

THE PETROV-GALERKIN APPROACH

ˆ ˆ

ˆ ˆ, , , ,

* *B

*J J P S T

Let u O , then S u S u if and only if

- S u w - S u w f j w = S u w - j ,w , w O

Page 32: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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ESSENTIAL FEATURE OFFEM-OF METHODS

B T

B T

The linear spaces of 'optimal functions', O and O ,

are replaced by finite dimensional spaces, O and O ,

whose members are approximate 'optimal' base and

test functions.

Page 33: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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THREE VERSIONS OF FEM-OF

• Steklov-Poincaré FEM-OF

• Trefftz-Herrera FEM-OF

• Petrov-Galerkin FEM-OF

Page 34: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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FEM-OF HAS BEEN APPLIED TO DERIVE NEW AND MORE EFFICIENT

ORTHOGONAL COLLOCATION METHODS:

TH-COLLOCATION

•TH-collocation is obtained by locally applying orthogonal collocation to construct the ‘approximate optimal functions’.

Page 35: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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CONCLUSION

The theory of discontinuous Galerkin methods, here

presented, supplies a systematic and general

framework for them that includes a Green formula

for differential operators in discontinuous functions

and two ‘weak formulations’. For any given

problem, they permit exploring systematically the

different variational formulations that can be

applied. Also, designing the numerical scheme

according to the objectives that have been set.

Page 36: 1 A GENERAL AND SYSTEMATIC THEORY OF DISCONTINUOUS GALERKIN METHODS Ismael Herrera UNAM MEXICO.

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MAIN APPLICATIONS OF THIS THEORY OF dG METHODS, thus far.

• Trefftz Methods. Contribution to their foundations and improvement.

• Introduction of FEM-OF methods.

• Development of new, more efficient and general collocation methods.

• Unifying formulations of DDM and preconditioners.