perona-malik equation error estimates for numerical finite volume scheme

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Perona-Malik equation error estimates for numerical finite volume scheme Angela Handlovičová Zuzana Krivá Department of Mathematics Slovak University of Technology, Bratislava, Slovakia

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Angela Handlovičová Zuzana Krivá. Perona-Malik equation error estimates for numerical finite volume scheme. Department of Mathematics Slovak University of Technology, Bratislava, Slovakia. Initial noisy image. Smooth initial noisy image and preserve edges. Perona-Malik Equation. - PowerPoint PPT Presentation

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Page 1: Perona-Malik equation error estimates for numerical finite volume scheme

Perona-Malik equation error estimates for

numerical finite volume schemeAngela Handlovičová

Zuzana Krivá

Department of Mathematics Slovak University of Technology, Bratislava, Slovakia

Page 2: Perona-Malik equation error estimates for numerical finite volume scheme

Initial noisy image

Smooth initial noisy image and preserve edges

Page 3: Perona-Malik equation error estimates for numerical finite volume scheme

Perona-Malik Equation

)()0,( 0 xuxu

,0)),(|)),(*(|(),(

xtuxtuGg

txtu

Itxxtu

,,0),(

Itx ,

Page 4: Perona-Malik equation error estimates for numerical finite volume scheme

Perona-Malik equation - properties of datag(s) is Lipschitz continuous decreasing function,g(0)=1, 0< g(s) 0 for s

)( dCG

is a smoothing kernel with compact support

u0(x) is initial condition

Kwith

d

dxxG 1)( andxxG )( for 0

Dirac function at point x

Page 5: Perona-Malik equation error estimates for numerical finite volume scheme

Results obtained for finite volume numerical scheme• Existence of weak solutions and regularity-Catté,

Lions, Morel, Coll (1992)

• Convergence of semi-implicit finite volume numerical scheme – Mikula Ramarossy (2001)

• Convergence of explicit finite volume scheme Krivá (2003)

• Error estimates for semi-implicit FV scheme Handlovičová, Krivá (2005)

• Error estimates for explicit scheme H,K (2005)

Page 6: Perona-Malik equation error estimates for numerical finite volume scheme

Finite volume

p…volume of measure m(p), with representative point xpN(p) …neighbors of p

epq…common edge between volumes p and q of measure m(epq)

dpq:=|xp-xq|, Tpq :=m(epq)/d pq

upn …numerical solution

maxNT

k

Page 7: Perona-Malik equation error estimates for numerical finite volume scheme

• Explicit scheme

)()()( 11

)(

1,1

np

nqpq

pNq

npq

np

np uuTgkpmuu

p

p dxxupm

u )()(

10

0

|))(*(|: 1,1pq

nnpq xuGgg

Page 8: Perona-Malik equation error estimates for numerical finite volume scheme

• Semi - implicit scheme

)()()()(

1,1 np

nqpq

pNq

npq

np

np uuTgkpmuu

p

p dxxupm

u )()(

10

0

|))(*(|: 1,1pq

nnpq xuGgg

Page 9: Perona-Malik equation error estimates for numerical finite volume scheme

Regularity of the solution

))(,()(

)),(,(

)),(,(

)),(,(

11

11

2,1

2,22

LILu

LILu

WILu

WILu

t

tt

Page 10: Perona-Malik equation error estimates for numerical finite volume scheme

Error estimates

2Chk

max

0

21,1 |),(),(|

N

n I

nkhn

n

Chxtuxtu

max

0

211

))(

1()(

N

n I Ie e

pqpqpq

np

nq

pqpq

n pq pq

Chnuemd

uudem

For explicit scheme

For semi -implicit scheme Chk

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Page 16: Perona-Malik equation error estimates for numerical finite volume scheme

Thank you

Angela HandlovičováZuzana Krivá

Department of Mathematics Slovak University of Technology, Bratislava, Slovakia