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a mode-by-mode analysis

Jean Dolbeault

http://www.ceremade.dauphine.fr/∼dolbeaul Ceremade, Université Paris-Dauphine

October 2, 2017

KI-Net conference onHypocoercivity and Sensitivity Analysis in Kinetic Equations and Uncertainty Quantification

Monday Oct 2, 2017 - Thursday Oct 5, 2017

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Outline

An abstract hypocoercivity result BAbstract statement

BA toy model

Mode-by-mode hypocoercivity

BFokker-Planck equation and scattering collision operators BA mode-by-mode hypocoercivity result

BEnlargement of the space by factorization BApplication to the torus

Application and computation of the constants BA more numerical point of view

The Kinetic equations without confinement

BHypocoercivity without confinement II:lecture by C. Schmeiser

J. Dolbeault Hypocoercivity without confinement I

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References

E. Bouin, J. Dolbeault, S. Mischler, C. Mouhot, C. Schmeiser.

Hypocoercivity without confinement. Preprint arXiv:1708.06180 J. Dolbeault, C. Mouhot, and C. Schmeiser. Hypocoercivity for kinetic equations with linear relaxation terms. Comptes Rendus Mathématique, 347(9-10):511 – 516, 2009.

J. Dolbeault, A. Klar, C. Mouhot, and C. Schmeiser. Exponential rate of convergence to equilibrium for a model describing fiber lay-down processes. Applied Mathematics Research eXpress, 2012.

J. Dolbeault, C. Mouhot, and C. Schmeiser. Hypocoercivity for linear kinetic equations conserving mass. Trans. Amer. Math. Soc., 367(6):3807–3828, 2015.

J. Dolbeault Hypocoercivity without confinement I

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An abstract hypocoercivity result

BAbstract statement BA toy model

J. Dolbeault Hypocoercivity without confinement I

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An abstract evolution equation

Let us consider the equation dF

dt +TF =LF (1)

In the framework of kinetic equations,TandLare respectively the transport and the collision operators

We assume thatTandL are respectively anti-Hermitian and Hermitian operators defined on the complex Hilbert space (H,h·,·i)

A:= 1 + (TΠ)−1

(TΠ)

denotes the adjoint with respect toh·,·i

Π is the orthogonal projection onto the null space ofL

J. Dolbeault Hypocoercivity without confinement I

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The assumptions

λm,λM, andCM are positive constants such that, for anyF∈H Bmicroscopic coercivity:

− hLF, Fi ≥λmk(1−Π)Fk2 (H1) Bmacroscopic coercivity:

kTΠFk2λMkΠFk2 (H2) Bparabolic macroscopic dynamics:

ΠTΠF = 0 (H3)

Bbounded auxiliary operators:

kAT(1−Π)Fk+kALFk ≤CMk(1−Π)Fk (H4) The estimate

1 2

d

dtkFk2=hLF, Fi ≤ −λmk(1−Π)Fk2 is not enough to conclude thatkF(t,·)k2 decays exponentially

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Equivalence and entropy decay

For someδ >0 to be determined later, the L2 entropy / Lyapunov functional is defined by

H[F] := 12kFk2+δRehAF, Fi

as in(Dolbeault-Mouhot-Schmeiser)so thathATΠF, Fi ∼ kΠFk2 and

d

dtH[F] = :D[F]

= − hLF, Fi+δhATΠF, Fi

δRehTAF, Fi+δRehAT(1−Π)F, Fi −δRehALF, Fi Bfor anyδ >0 small enough andλ=λ(δ)

λH[F]≤D[F]

Bnorm equivalence ofH[F] andkFk2 2−δ

4 kFk2≤H[F]≤2 +δ 4 kFk2

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Exponential decay of the entropy

λ= 3 (1+λλM

M)minn

1, λm,(1+λλmλM

M)CM2

o

,δ=12 min

1, λm,(1+λλmλM

M)CM2

h1(δ, λ) := (δ CM)2−4

λmδ−2 +δ

4 λ δ λM

1 +λM

−2 +δ 4 λ

Theorem

LetL andTbe closed linear operators (respectively Hermitian and anti-Hermitian) onH. Under (H1)–(H4), for any t≥0

H[F(t,·)]≤H[F0]e−λ?t whereλ? is characterized by

λ?:= sup

λ >0 : ∃δ >0s.t.h1(δ, λ) = 0, λmδ14(2 +δ)λ >0

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Sketch of the proof

SinceATΠ = 1 + (TΠ)−1

(TΠ)TΠ, from (H1) and (H2)

− hLF, Fi+δhATΠF, Fi ≥λmk(1−Π)Fk2+ δ λM

1 +λM

kΠFk2

By (H4), we know that

|RehAT(1−Π)F, Fi+ RehALF, Fi| ≤CMkΠFk k(1−Π)Fk The equationG=AF is equivalent to (TΠ)F =G+ (TΠ)G hTAF, Fi=hG,(TΠ)Fi=kGk2+kTΠGk2=kAFk2+kTAFk2 By the Cauchy-Schwarz inequality, for anyµ >0

hG,(TΠ)Fi ≤ kTAFk k(1−Π)Fk ≤ 1

2µkTAFk2+µ

2k(1−Π)Fk2 kAFk ≤ 1

2k(1−Π)Fk, kTAFk ≤ k(1−Π)Fk, |hTAF, Fi| ≤ k(1−Π)Fk2 WithX :=k(1−Π)Fk andY :=kΠFk

D[F]−λH[F]≥(λmδ)X2+ δ λM

1 +λM

Y2δ CMX Y−2 +δ

4 λ(X2+Y2)

J. Dolbeault Hypocoercivity without confinement I

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Hypocoercivity

Corollary

For anyδ∈(0,2), ifλ(δ)is the largest positive root ofh1(δ, λ) = 0for whichλmδ14(2 +δ)λ >0, then for any solutionF of (1)

kF(t)k2≤ 2 +δ

2− δe−λ(δ)tkF(0)k2t≥0 From the norm equivalence ofH[F] andkFk2

2−δ

4 kFk2≤H[F]≤2 +δ 4 kFk2 We use 2−4δkF0k2≤H[F0] so thatλ?≥supδ∈(0,2)λ(δ)

J. Dolbeault Hypocoercivity without confinement I

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A toy problem

du

dt = (L−T)u , L=

0 0 0 −1

, T =

0 −k k 0

, k2≥Λ>0 Non-monotone decay, a well known picture:

see for instance(Filbet, Mouhot, Pareschi, 2006) H-theorem: dtd|u|2=−2u22

macroscopic limit: dudt1 =−k2u1

generalized entropy: H(u) =|u|21+kδ k2 u1u2 dH

dt = −

2− δ k2 1 +k2

u22δ k2

1 +k2u21+ δ k 1 +k2u1u2

≤ −(2−δ)u22δΛ

1 + Λu21+δ 2u1u2

J. Dolbeault Hypocoercivity without confinement I

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Plots for the toy problem

1 2 3 4 5 6

0.2 0.4 0.6 0.8 1 u12

1 2 3 4 5 6

0.1 0.2 0.3 0.4 0.5 0.6 0.7 u12+u22

1 2 3 4 5 6

0.2 0.4 0.6 0.8 1 u12

1 2 3 4 5 6

0.2 0.4 0.6 0.8 1 H

J. Dolbeault Hypocoercivity without confinement I

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Mode-by-mode hypocoercivity

BFokker-Planck equation and scattering collision operators BA mode-by-mode hypocoercivity result

BEnlargement of the space by factorization BApplication to the torus

(Bouin, J.D., Mischler, Mouhot, Schmeiser)

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Fokker-Planck equation with general equilibria

We consider the Cauchy problem

tf+v· ∇xf =Lf , f(0, x, v) =f0(x, v) (2) for a distribution functionf(t, x, v), withpositionvariablex∈Rd or x∈Td the flat d-dimensional torus

Fokker-Planckcollision operator with a general equilibriumM Lf =∇v·h

Mv M−1fi

Notation and assumptions: anadmissible local equilibriumM is positive, radially symmetric and

Z

Rd

M(v)dv= 1, =γ(v)dv:= dv M(v) γis anexponential weightif

lim

|v|→∞

|v|k

γ(v) = lim

|v|→∞M(v)|v|k= 0 ∀k∈(d,∞)

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Definitions

Θ = 1 d

Z

Rd

|v|2M(v)dv= Z

Rd

(v·e)2M(v)dv for an arbitrarye∈Sd−1

Z

Rd

vv M(v)dv= Θ Id Then

θ= 1

d k∇vMk2L2(dγ)=4 d

Z

Rd

|∇v

M

2dv <

IfM(v) = e

1 2|v|2

(2π)d/2, then Θ = 1 andθ= 1 σ:= 1

2 pθ/Θ

Microscopic coercivity property(Poincaré inequality): for all u=M−1F ∈H1(M dv)

Z

Rd

|∇u|2M dvλm

Z

Rd

u

Z

Rd

u M dv 2

M dv

J. Dolbeault Hypocoercivity without confinement I

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Scattering collision operators

Scatteringcollision operator Lf =

Z

Rd

σ(·, v0) f(v0)M(·)−f(·)M(v0) dv0

Main assumption on thescattering rateσ: for some positive, finiteσ 1≤σ(v, v0)≤σv, v0∈Rd

Example: linear BGK operator

Lf =M ρff , ρf(t, x) = Z

Rd

f(t, x, v)dv Local mass conservation

Z

Rd

Lf dv= 0 and we have

Z

Rd

|Lf|2≤4σ2 Z

Rd

|M ρff|2

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The symmetry condition Z

Rd

σ(v, v0)−σ(v0, v)

M(v0)dv0 = 0 ∀v∈Rd implies thelocal mass conservationR

RdLf dv= 0

Micro-reversibility,i.e., the symmetry ofσ, is not required

The null space ofLis spanned by the local equilibriumM andLonly acts on the velocity variable

Microscopic coercivity property: for someλm>0 1

2 Z Z

Rd×Rd

σ(v, v0)M(v)M(v0) (u(v)−u(v0))2dv0dv

λm

Z

Rd

(u−ρu M)2M dv holds according to Proposition 2.2 of(Degond, Goudon, Poupaud, 2000)for allu=M−1F ∈L2(M dv). Ifσ≡1, thenλm= 1

J. Dolbeault Hypocoercivity without confinement I

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Fourier modes

In order to perform amode-by-mode hypocoercivityanalysis, we introduce the Fourier representation with respect tox,

f(t, x, v) = Z

Rd

fˆ(t, ξ, v)e−i x·ξdµ(ξ)

dµ(ξ) = (2π)−d and is the Lesbesgue measure ifx∈Rd dµ(ξ) = (2π)−d P

z∈Zdδ(ξz) is discrete forx∈Td

Parseval’s identity ifξ∈Zd and Plancherel’s formula ifx∈Rd read kf(t,·, v)kL2(dx)=

fˆ(t,·, v)

L2(dµ(ξ))

The Cauchy problem is now decoupled in theξ-direction

tfˆ+Tfˆ=Lf ,ˆ fˆ(0, ξ, v) = ˆf0(ξ, v) Tfˆ=i(v·ξ) ˆf

J. Dolbeault Hypocoercivity without confinement I

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For any fixedξ∈Rd, let us apply the abstract result with H= L2(dγ), kFk2=

Z

Rd

|F|2dγ , ΠF =M Z

Rd

F dv=M ρF

andTfˆ=i(v·ξ) ˆf,TΠF=i(v·ξ)ρFM, kTΠFk2=|ρF|2

Z

Rd

|v·ξ|2M(v)dv = Θ|ξ|2F|2= Θ|ξ|2kΠFk2 (H2)Macroscopic coercivitykTΠFk2λMkΠFk2: λM = Θ|ξ|2 (H3)R

Rdv M(v)dv= 0 The operatorAis given by

AF = −i ξ·R

Rdv0F(v0)dv0 1 + Θ|ξ|2 M

J. Dolbeault Hypocoercivity without confinement I

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A mode-by-mode hypocoercivity result

kAFk=kA(1−Π)Fk ≤ 1 1 + Θ|ξ|2

Z

Rd

|(1−Π)F|

M |v·ξ|M dv

≤ 1

1 + Θ|ξ|2k(1−Π)Fk Z

Rd

(v·ξ)2M dv 1/2

=

√ Θ|ξ|

1 + Θ|ξ|2k(1−Π)Fk Scattering operatorkLFk2≤4σ2k(1−Π)Fk2

Fokker-Planck (FP) operator kALFk ≤ 2

1 + Θ|ξ|2 Z

Rd

|(1−Π)F|

M |ξ·∇v

M|dv

θ|ξ|

1 + Θ|ξ|2k(1−Π)Fk In both cases withκ=√

θ(FP) orκ= 2σ

Θ we obtain kALFk ≤ κ|ξ|

1 + Θ|ξ|2k(1−Π)Fk

J. Dolbeault Hypocoercivity without confinement I

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TAF(v) =−(v·ξ)M 1 + Θ|ξ|2

Z

Rd

(v0·ξ) (1−Π)F(v0)dv0 is estimated by

kTAFk ≤ Θ|ξ|2

1 + Θ|ξ|2k(1−Π)Fk (H4) holds withCM = κ1+Θ|ξ|+Θ|ξ||ξ|22

Two elementary estimates Θ|ξ|2

1 + Θ|ξ|2 ≥ Θ max{1,Θ}

|ξ|2 1 +|ξ|2 λM

(1 +λM)CM2 =Θ 1 + Θ|ξ|2

(κ+ Θ|ξ|)2 ≥ Θ κ2+ Θ

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Theorem

Let us consider an admissibleM and a collision operatorL satisfying Assumption(H), and takeξ∈Rd. Iffˆis a solution such that fˆ0(ξ,·)∈L2(dγ), then for any t≥0, we have

fˆ(t, ξ,·)

2

L2(dγ)≤3eµξt

fˆ0(ξ,·)

2 L2(dγ)

where

µξ := Λ|ξ|2

1 +|ξ|2 and Λ = Θ

3 max{1,Θ} min

1, λmΘ κ2+ Θ

withκ= 2σ

Θfor scattering operators andκ=√

θfor (FP) operators

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Enlargement of the space by factorization

A simple case (factorization of order 1) of thefactorization method of(Gualdani, Mischler, Mouhot)

Theorem

LetB1,B2 be Banach spaces and letB2 be continuously imbedded in B1, i.e.,k · k1c1k · k2. LetB andA+Bbe the generators of the strongly continuous semigroupseBt ande(A+B)ton B1. If for all t≥0,

e(A+B)t

2→2c2e−λ2t, eBt

1→1c3e−λ1t, kAk1→2c4

wherek · ki→j denotes the operator norm for linear mappings fromBi

toBj. Then there exists a positive constantC=C(c1, c2, c3, c4)such that, for allt≥0,

e(A+B)t 1→1

( C 1 +|λ1λ2|−1

emin{λ12}t forλ16=λ2 C(1 +t)e−λ1t forλ1=λ2

J. Dolbeault Hypocoercivity without confinement I

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Integrating the identity dsd e(A+B)seB(t−s)

=e(A+B)sAeB(t−s) with respect tos∈[0, t] gives

e(A+B)t=eBt+ Z t

0

e(A+B)sAeB(t−s)ds

The proof is completed by the straightforward computation e(A+B)t

1→1c3e−λ1t+c1 Z t

0

e(A+B)sAeB(t−s) 1→2ds

c3e−λ1t+c1c2c3c4e−λ1t Z t

0

e1−λ2)sds

J. Dolbeault Hypocoercivity without confinement I

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Weights with polynomial growth

Let us consider the measure

k :=γk(v)dv where γk(v) =πd/2 Γ((k−d)/2)

Γ(k/2) 1 +|v|2k/2 for an arbitraryk∈(d,+∞)

We chooseB1= L2(dγk) andB2= L2(dγ) Theorem

LetΛ = 3 max{1,Θ}Θ minn 1,κλ2mΘ

o

andk∈(d,∞]. For anyξ∈Rd if fˆis a solution with initial datum fˆ0(ξ,·)∈L2(dγk), then there exists a constantC=C(k, d, σ)such that

fˆ(t, ξ,·)

2

L2(dγk)C eµξt

fˆ0(ξ,·)

2

L2(dγk)t≥0

J. Dolbeault Hypocoercivity without confinement I

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Fokker-Planck: AF =N χRF andBF=−i(v·ξ)F+LF−AF N andR are two positive constants,χ is a smooth cut-off function andχR:=χ(·/R)

For anyRandN large enough, according to Lemma 3.8 of(Mischler, Mouhot, 2016)

Z

Rd

(L−A)(F)F dγk ≤ −λ1

Z

Rd

F2k

for someλ1>0 ifk > d, andλ2=µξ/2≤1/4 Scattering operator:

AF(v) = M(v) Z

Rd

σ(v, v0)F(v0)dv0 BF(v) = −

i(v·ξ) + Z

Rd

σ(v, v0)M(v0)dv0

F(v) Boundedness: kAFkL2(dγ)σ R

Rdγk−1dv1/2

kFkL2(dγk)

λ1= 1 andλ2=µξ/2≤1/4

J. Dolbeault Hypocoercivity without confinement I

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Exponential convergence to equilibrium in T

d

The unique global equilibrium in the casex∈Td is given by f(x, v) =ρM(v) with ρ= 1

|Td| Z Z

Td×Rd

f0dx dv

Theorem

Assume thatk∈(d,∞]andγ has an exponential growth ifk <∞.

We consider an admissibleM, a collision operatorLsatisfying Assumption(H), andΛgiven by (3). There exists a positive constant Ck such that the solutionf of (2) onTd×Rd with initial datum f0∈L2(dx dγk)satisfies

kf(t,·,·)−fkL2(dx dγk)Ck kf0fkL2(dx dγk) e14Λtt≥0

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If we represent the flat torusTd by the box [0,2π)d with periodic boundary conditions, the Fourier variable satisfiesξ∈Zd. Forξ= 0, the microscopic coercivity implies

fˆ(t,0,·)−fˆ(0,·)

L2(dγ)

fˆ0(0,·)−fˆ(0,·)

L2(dγ) e−t

Otherwiseµξ ≥Λ/2 for anyξ6= 0

Parseval’s identity applies, with measuredγ(v) andC=√ 3 The result with weightγk follows from the factorization result for someCk>0

J. Dolbeault Hypocoercivity without confinement I

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Computation of the constants

BA more numerical point of view

Two simple examples: Ldenotes either theFokker-Planck operator L1f := ∆vf+∇v·(v f)

or thelinear BGK operator

L2f :=Πf −f

Πf =ρfM is the projection operator on the normalized Gaussian function

M(v) = e12|v|2 (2π)d/2 andρf :=R

Rdf dv is the spatial density

J. Dolbeault Hypocoercivity without confinement I

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Where do we have space for improvements ?

WithX :=k(1−Π)Fk andY :=kΠFk, we wrote D[F]−λH[F]

≥(λmδ)X2+ δ λM

1 +λM Y2δ CMX Yλ

2 X2+Y2+δ X Y

≥(λmδ)X2+ δ λM

1 +λM Y2δ CMX Y −2 +δ

4 λ(X2+Y2) We can directly study the positivity condition for the quadratic form

mδ)X2+ δ λM

1 +λM Y2δ CMX Yλ

2 X2+Y2+δ X Y λm= 1,λM =|ξ|2andCM =|ξ|(1 +|ξ|)/(1 +|ξ|2)

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2 4 6 8 10 0.1

0.2 0.3 0.4

J. Dolbeault Hypocoercivity without confinement I

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Withλm= 1, λM =|ξ|2 andCM =|ξ|(1 +|ξ|)/(1 +|ξ|2), we optimizeλunder the condition that the quadratic form

mδ)X2+ δ λM

1 +λM Y2δ CMX Yλ

2 X2+Y2+δ X Y is positive, thus getting aλ(ξ)

By taking alsoδ=δ(ξ) whereξis seen as a parameter, we get a better estimate ofλ(ξ)

J. Dolbeault Hypocoercivity without confinement I

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2 4 6 8 10 0.1

0.2 0.3 0.4 0.5

J. Dolbeault Hypocoercivity without confinement I

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By takingδ=δ(ξ), for each value ofξ we build a different Lyapunov function, namely

Hξ[F] := 12kFk2+δ(ξ) RehAF, Fi where the operatorAis given by

AF = −i ξ·R

Rdv0F(v0)dv0 1 +|ξ|2 M

We can consider

AεF = −i ξ·R

Rdv0F(v0)dv0 ε+|ξ|2 M and look for the optimal value ofε...

J. Dolbeault Hypocoercivity without confinement I

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2 4 6 8 10 0.1

0.2 0.3 0.4 0.5

J. Dolbeault Hypocoercivity without confinement I

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The dependence ofλin εis monotone, and the limit asε→0+ gives the optimal estimate ofλ. The operator

A0F= −i ξ·R

Rdv0F(v0)dv0

|ξ|2 M

is not bounded anymore, but estimates still make sense and limξ→0δ(ξ) = 0 (see below)

2 4 6 8 10

0.05 0.10 0.15 0.20 0.25 0.30 0.35

J. Dolbeault Hypocoercivity without confinement I

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2 4 6 8 10 0.1

0.2 0.3 0.4

J. Dolbeault Hypocoercivity without confinement I

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Theorem (Hypocoercivity onTd with exponential weight) Assume thatL=L1 or L=L2. If f is a solution, then

kf(t,·,·)−fk2L2(dx dγ)≤C?kf0k2L2(dx dγ)eλ?tt≥0 withf(x, v) =M(v)RR

Td×Rdf0(x, v)dx dv C?≈1.75863 andλ?= 132(5−2√

3)≈0.236292.

Warning: work in progress

J. Dolbeault Hypocoercivity without confinement I

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These slides can be found at

http://www.ceremade.dauphine.fr/∼dolbeaul/Lectures/

BLectures The papers can be found at

http://www.ceremade.dauphine.fr/∼dolbeaul/Preprints/

BPreprints / papers

For final versions, useDolbeaultas login andJeanas password

Thank you for your attention !

J. Dolbeault Hypocoercivity without confinement I

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