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INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

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Page 1: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

INVARIANT MANIFOLDSfor reaction kinetics

Andrei Zinovyev

Institut des Hautes Études Scientifiques

Page 2: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Stoichiometric equations

Jc

s1A1 + … + snAn s1A1 + … + snAn

n – number of species, s – number of reactions

si

n

jjs

n

jjsss

jj ckckJ..1 11

)(

c1

c2

cn

Page 3: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Pure dissipative systems

cG

ceq

n

ieqi

ii c

ccG

1

1ln

Page 4: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

What is Description Reduction?

1 Shorten list of species eliminate some create “integrated” components

2 Shorten list of reactions eliminate some “freeze” fast reactions

3 Decompose motion into fast and slow

Page 5: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Positively Invariant Manifold

EQUILIBRIUM

fast motion

slow motion

Why Invariant? once the point on the manifold, the trajectory will stay on it until the equilibrium

Page 6: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Projector Pc on (some) manifoldinduces new (reduced) dynamics

J

induced dynamics

Pc J

tangent space

= (1-Pc)J - invariance defect

x

Page 7: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Thermodynamic projector

GJ

Pc J

The induced dynamics is dissipative only if

0))(),(( cJPcG C

Page 8: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Quasi-equilibrium manifoldusually is not invariant

entropy Smax

macroscopic (reduced) variables

Page 9: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Correction of invariance defect

0.2

0.4

0.6

0.8

1.0

0.05 0.10 0.15 0.20

C1

C3

equilibrium

invariant manifold

quasi-equilibrium manifold

corrections

(1-Pc)J = 0

invariance equation

Newton iterations

0

0))()(1(

xP

xx

JxJP

C

C

Page 10: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Invariant grid

EQUILIBRIUM

tangent space

tangent space

J

invariance defect is corrected for every node independently

Page 11: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Growing Invariant Flag

Page 12: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Entropic scalar product

),(

),(,

2

2

Hxxx

Hyxyxc

GH

0 1

2

-1-2

equilibrium

natural parameterentropy

Page 13: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Hydrogen burning model reaction

1: H2 2H

2: O2 2O

3: H2O H + OH

4: H2 + O H + OH

5: O2 + H O + OH

6: H2 + O H2O

21 k12 k13 k

34 10k

35 10k

26 10k

Conservation laws:

2cH2 +2cH2O+cH+cOH = bH

2cO2+cH2O+cO+cOH = bO

Page 14: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

One-dimensional dynamics

Page 15: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Separation of times

is the eigen valueof symmetrised

matrixc

J

Page 16: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Two-dimensional dynamics

Page 17: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Visualizing functions:concentration of H

“Fast” coordinate

Page 18: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Visualizing functions:concentration of H2

“Slow” coordinate

Page 19: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Visualizing functions:concentration of OH

Page 20: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Visualizing functions:Entropy and entropy production

Entropy Entropy production

Page 21: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Visualizing functions:Separation of relaxation times

2/1 3/2

Page 22: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

Papers

Gorban A, Karlin I, Zinovyev A.

Constructive Methods of Invariant Manifolds for Kinetic Problems 2004. Physics Reports 396, pp.197-403.

Gorban A, Karlin I, Zinovyev A.

Invariant Grids for Reaction Kinetics2004. Physica A, V.333, pp.106-154

Page 23: INVARIANT MANIFOLDS for reaction kinetics Andrei Zinovyev Institut des Hautes Études Scientifiques

People

Doctor Iliya Karlin ETH, Zurich

Professor Alexander GorbanUniversity of Leicester, UK