Lindblad master equation
with multi-photon drive and damping.
Nonlinear Partial Differential Equations and Applications A conference in the honor of Jean-Michel Coron
Institut Henri Poincaré 2016, June 20–24
Pierre Rouchon
Centre Automatique et Systèmes, Mines ParisTech, PSL Research University QUANTIC, Inria-Paris / ENS Paris / Mines ParisTech
Joint work with Rémi Azouit and Alain Sarlette
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Outline
Motivation: coherent feedback and reservoir engineering
Harmonic oscillator with single-photon drive and damping
Well posedness and convergence for multi-photon drive and damping
Conclusion: many other examples of physical interest
2 / 25
Nobel Prize in Physics 2012
Serge Haroche David J. Wineland
" This year’s Nobel Prize in Physics honours the experimental inventions and discoveries that have allowedthe measurement and control of individual quantum systems. They belong to two separate but related technologies: ions in a harmonic trap and photons in a cavity . . . "
From the Scientific Background on the Nobel Prize in Physics 2012 compiled by the Class for Physics of the Royal Swedish Academy of Sciences, 9 october 2012.
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Two kinds of quantum feedback
quantum system
classical controller
quantum world
classical world y
u
decoherence
Measurement-based feedback:controller is classical; measurement back-action on the quantum system of Hilbert spaceHis stochas- tic (collapse of the wave-packet); the measured outputyis a classical signal; the control inputu is a classical variable appearing in some con- trolled Schrödinger equation;u(t)depends on the past measurementsy(τ),τ ≤t.
quantum system
quantum controller quantum world
y?
u ?
classical world
decoherence
decoherence Coherent/autonomous feedback and reser-
voir engineering: the system of Hilbert space H is coupled to the controller, an- other quantum system; the composite sys- tem of Hilbert spaceHcontroller⊗H, is an open- quantum system relaxing to some target (sep- arable) state.
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Watt regulator: classical analogue of quantum coherent feedback.
1From WikiPedia
The first variations of speed δω and governor angleδθobey to
d
dtδω=−aδθ d2
dt2δθ=−Λd
dtδθ−Ω2(δθ−bδω) with (a,b,Λ,Ω) positive parame- ters.
Third order system
d3
dt3δω+ Λd2
dt2δω+ Ω2d
dtδω+abΩ2δω=0.
Characteristic polynomialP(s) =s3+ Λs2+ Ω2s+abΩ2with roots having negative real parts iffΛ>ab:governor damping must be strong enough to ensure asymptotic stability.
Key issues:asymptotic stability and convergence rates.
1J.C. Maxwell: On governors. Proc. of the Royal Society, No.100, 1868.
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Reservoir Engineering and coherent feedback
2System Reservoir
Engineered interaction dissipation
κ
H
intH H
resH = H
res+ H
int+ H
if ρ
t→∞→ ρ
res⊗ | ψih ¯ ψ| ¯ exponentially on a time scale of τ ≈ 1/κ then . . . .
2See, e.g., the lectures of H. Mabuchi delivered at the "Ecole de physique des Houches", July 2011.
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Reservoir Engineering and coherent feedback
2System Reservoir
Engineered interaction dissipation
κ
H
intH H
resγ
H = H
res+ H
int+ H
. . . . ρ
t→∞→ ρ
res⊗ | ψih ¯ ψ| ¯ + ∆, if κ γ then k ∆ k 1
2See, e.g., the lectures of H. Mabuchi delivered at the "Ecole de physique des Houches", July 2011.
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Convergence issues of open-quantum systems
Continuous-time models: Lindbald master eq. (quantum Fokker-Planck eq.):
d
dtρ=−A(ρ),−i
~[H, ρ] +X
ν
LνρL†ν−(L†νLνρ+ρL†νLν)/2
,
of stateρa density operator (Hermitian, non negative, trace-class, trace one) withHHermitian operator andLνarbitrary operators (usually unbounded).
WhenHis of finite dimension,(e−tA)t≥0is a contraction semi-group for many metrics ( Tr(|ρ−σ|), Tr p√
ρσ√ ρ
, see the work of D. Petz).
Open issuesmotivated byrobustquantum information processing:
1. characterization of theΩ-limit support ofρ:decoherence free spaces are affine spaces where the dynamics are of Schrödinger types; they can be reduced to a point (pointer-state);
2. Estimation of convergence rate and robustness.
3. Reservoir engineering:design of realisticHandLνto achieve rapid convergence towards prescribed affine spaces (protection against decoherence).
Goal of this talk:well-posedness and convergence for the infinite dimension system withH=0andLν=ak−αkIwithk∈Nandα∈C.
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Outline
Motivation: coherent feedback and reservoir engineering
Harmonic oscillator with single-photon drive and damping
Well posedness and convergence for multi-photon drive and damping
Conclusion: many other examples of physical interest
8 / 25
Quantum harmonic oscillator
I Hilbert space:
H=n P
n≥0ψn|ni, (ψn)n≥0∈l2(C)o
≡L2(R,C)
I Operators and commutations:
a|ni=√
n|n-1i,a†|ni=√
n+1|n+1i; N=a†a,N|ni=n|ni;
[a,a†] =I,af(N) =f(N+I)a;
Dα=eαa†−α†a. a=X +iP= √1
2 x+∂x∂
, [X,P] =ıI/2.
I Hamiltonian:H/~=ωca†a+uc(a+a†).
(associated classical dynamics:
dx
dt =ωcp, dpdt =−ωcx−√ 2uc ).
I Classical pure state≡coherent state|αi α∈C: |αi=P
n≥0
e−|α|2/2√αn
n!
|ni;|αi ≡π1/41 eı
√2x=αe−(x−
√2<α)2 2
a|αi=α|αi,Dα|0i=|αi.
|0
|1
| 2 ω
c| n
ω
cu
c... ...
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Wigner function W
ρfor different values of the density operator ρ W
ρ: C 3 ξ →
π2Tr
D
ξe
iπND
†ξρ
∈ [ − 2/π, 2/π]
Re(ξ)
Im(ξ)
−0.6
−0.4
−0.2 0 0.2 0.4 Fock state |n=0> Fock state |n=3> Coherent state |α=1.8> 0.6
Coherent state |-α> Statistical mixture of
|-α> and |α> Cat state |-α>+|α>
-3-3
0 0
3 3
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Experimental Wigner functions of 2, 3 and 4-leg Schrödinger cat-states3
3Vlastakis, B.; Kirchmair, G.; Leghtas, Z.; Nigg, S. E.; Frunzio, L.; Girvin, S. M.; Mirrahimi, M.; Devoret, M. H., Schoelkopf, R. J. "Deterministically Encoding Quantum Information Using 100-Photon Schrödinger Cat States".
Science, 2013, -
11 / 25
Master equation for a damped and driven (α∈R) harmonic oscillator4
d
dtρ=LρL†−12
L†Lρ+ρL†L
with L=a−αI ρcan be represented by itsWigner functionWρdefined by
C3ξ=x+ip7→Wρ(ξ) = π2 Tr
eξa†−ξ∗aeiπN e−ξa†+ξ∗a
ρ
With the correspondences
∂
∂ξ =12 ∂
∂x −i ∂
∂p
, ∂
∂ξ∗ =12 ∂
∂x+i ∂
∂p
Wρa=
ξ−12 ∂
∂ξ∗
Wρ, Waρ=
ξ+12 ∂
∂ξ∗
Wρ Wρa†=
ξ∗+12 ∂
∂ξ
Wρ, Wa†ρ=
ξ∗−12 ∂
∂ξ
Wρ
we get the followingPDEforWρ:
∂Wρ
∂t =12 ∂
∂x
(x−α)Wρ + ∂
∂p
pWρ +14∂2
∂x2Wρ+14 ∂2
∂p2Wρ
converging toward theGaussianWρ∞(x,p) = π2e−2(x−α)2−2p2.
4See, e.g., S. Haroche and J.M. Raimond: Exploring the Quantum:
Atoms, Cavities and Photons. Oxford University Press, 2006.
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Difficulties to get the semi-groups e−tA
t≥0from unbounded generatorsA.
Theminimal solution5of dtdρ=−A(ρ)need not betrace-preserving.
We can see this on this example due to Davies6
d
dtρ=−A(ρ) =LρL†−12
L†Lρ+ρL†L
with L= a†2
Formally withρ≥0,pn=hn|ρ|ni ≥0 and Tr(ρ) =P
npn=1 we get d
dt Tr(ρN) = Tr(ρ2(N+1)(N+2)) =X
n≥0
pn2(n+1)(n+2)
≥2
X
n≥0
pnn 2
+1=2 Tr2(ρN) +1
by convexity ofx7→2(x+1)(x+2)and 2(x+1)(x+2)≥2x2+1 forx≥0.
Withz= Tr(Nρ), we havedtdz≥2z2+1 and thus for any initial condition ρ0≥0,z0≥0 andz(t)reaches+∞in finite time.This implies that Tr(ρ)is decreasing and that the above computations have to be re-considered.
5See, e.g., chapter 4 written by F. Fagnola and R. Rebolledo in the book edited by Attal, S.; Joye, A.; Pillet, C.-A. (Eds.) Open Quantum Systems III: Recent
Developments Springer, Lecture notes in Mathematics 1882, 2006.
6E. Davies: Quantum dynamical semigroups and the neutron diffusion equation.
Reports on Mathematical Physics, 1977, 11, 169-188
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Quantum information processing with cat-qubits
8It is possible withquantum circuitsto design an open quantum system governed by7
d
dtρ=LρL†−12
L†Lρ+ρL†L
+aρa†−Nρ+ρN2
withL=a2−α2I.
The supports of all solutionsρ(t)converge to thedecoherence free space spanned by the even and odd cat-state;
|Cα+i ∝ |αi+|-αi, |Cα−i ∝ |αi − |-αi.
The corresponding PDE forWρis oforder 4inxandp.
A similar systemwhereL=a4−α4Icould be very interesting forquantum information processingwhere the logical qubit is encoded in the planes spanned by even and odd cat-states:
|C+αi,|Ciα+i ,
|Cα−i,|Ciα−i ..
The corresponding PDE forWρis oforder 8inxandp.
7Z. Leghtas et al.: Confining the state of light to a quantum manifold by engineered two-photon loss. Science, 2015, 347, 853-857.
8M. Mirrahimi et al: Dynamically protected cat-qubits: a new paradigm for universal quantum computation, New Journal of Physics, 2014, 16, 045014.
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Outline
Motivation: coherent feedback and reservoir engineering
Harmonic oscillator with single-photon drive and damping
Well posedness and convergence for multi-photon drive and damping
Conclusion: many other examples of physical interest
15 / 25
A bunch of spaces
I H=
|ψi=P
n∈Nψn|ni
ψn∈C, P
n∈N|ψn|2<+∞
separable Hilbert space.
I Hf =
|ψi=P
n∈Nψn|ni
∃¯n,∀n>n, ψ¯ n=0
dense inH.
I Hk ={|ψi=P
n∈Nψn|ni | P
n∈Nnk|ψn|2<+∞}}dense inH.
I K1(H)the Banach space of Hermitian trace-class operators equipped with the trace norm:ρ∈ K1(H)compact Hermitian operator with spectral decompositionρ=P
µ≥1λµ|ψµihψµ|and such that P
µ≥1|λµ|<+∞. The trace-norm iskρktr = Tr(|ρ|) =P∞ µ=1|λµ|.
We haveρ=ρ+−ρ−and|ρ|=ρ++ρ−with ρ+=P
µ≥1max(0, λµ)|ψµihψµ|andρ−=P
µ≥1max(0,−λµ)|ψµihψµ|.
I Quantum state-space: the convex set of density operators D=n
ρ∈ K1(H)
P
µ≥1λµ=1,; λµ≥0 for allµ≥1o . I Kf(H) =n
P¯n
n,n0=1fn,n0|nihn0|
fn,n0 =fn∗0,n, n¯∈N o
dense inK1(H).
I For anyρ∈ K1(H)and any bounded operatorBonHwe have
Tr(Bρ) = Tr(ρB), Tr(Bρ)≤ Tr(|Bρ|) =kBρktr ≤ kBk Tr(|ρ|) =kBk kρktr 16 / 25
Adapted Banach space for dtdρ=LρL†−12(L†Lρ+ρL†L)withL=ak−αkI.
I The operatorL†Lwith domainH2k admits a spectral decomposition L†L=P∞
µ=1dµ|gµihgµ|where |gµi
µ≥1is an Hilbert basis ofHand dµ≥0.
Proof:(I+L†L)−1is a compact Hermitian operator.
I KL(H),n
ρ∈ K1(H) Tr
pI+L†Lρp I+L†L
<+∞o
equipped with the normkρkL= Tr
pI+L†Lρp I+L†L
is a Banach space.
Moreoverρ∈ KL(H)impliesLρL†∈ K1(H).
I We have[L,L†] =ak(a†)k −(a†)kak =Mwith
M= (N+I)(N+2I). . .(N+kI) − N(N−I)+. . .(N−(k−1)I)+≥k!I.
I Tr LρL†
satisfiesdtd Tr LρL†
=−Tr LρL†M
≤ −k!Tr LρL† .
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Well posedness in K
L( H ) based on Hill-Yosida thm for Banach space
10Consider the Cauchy problemdtdρ=−A(ρ)associated to the super-operator KL(H)⊃DA3ρ7→A(ρ) = (L†Lρ+ρL†L)/2−LρL†∈ KL(H) withL=ak−αk. For any integerk>0, any realα >0 and anyρ0in the domain ofA,
1. there exists a uniqueC1function[0,+∞[3t7→ρ(t)∈ KL(H), such that ρ(t)belongs to the domain ofAfor allt≥0 and solves the initial value problem withρ(0) =ρ0
2. ∀t≥0, Tr(ρ(t)) = Tr(ρ0),kρ(t)kL≤ kρ0kLandkA(ρ(t))kL≤ kA(ρ0)kL. 3. Ifρ0is non-negative thenρ(t)remains also non negative.
Proof: for anyλ >0 andf ∈ KL(H), exitsρ∈ KL(H)such thatρ+λA(ρ) =f andkρkL≤ kfkL. We prove that(I+λA)−1is a completely positive map, i.e.
a quantum (Kraus) map, fromKL(H)toDA. We combine arguments due to E. Davies9with the fact that[L,L†]>0. See the forthcoming special issue of COCV or the preprinthttp://arxiv.org/abs/1511.03898.
9E. Davies: Quantum dynamical semigroups and the neutron diffusion equation. Reports on Mathematical Physics, 1977, 11, 169-188
10H. Brezis: Analyse fonctionnelle. Masson, Paris, 1987.
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Exponential convergence toward the decoherence-free sub-space of dimensionk
I The set of steady-states characterized byA(ρ) =0 corresponds to Hermitian operatorsρ¯with range included in thek-dimensional complex vector space,the decoherence-free sub-space,
Hα,k =span
|αmi
αm=αe2iπm/k , m=1,2, ...,k
. I Consider the unique trajectory[0,+∞[3t7→ρ(t)∈ KL(H)solution of
d
dtρ=−A(ρ)with initial conditionρ(0) =ρ0non-negative, of trace one and in the domain ofA. Then there existsρ¯ρ0∈ KL(H)nonnegative and of trace one, with support inHα,k such thatρconverges toρ¯inKL(H).
Moreover, we haveexponential convergence towardsHα,k in the sense:
Tr
L(ρ(t)−ρ¯ρ0)L†
≤ Tr
L|ρ0−ρ¯ρ0|L† e−k!t .
Proof:the Lyapunov functionV(ρ) = Tr LρL†
and dtdV ≤ −k!V.
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Invariant and conserved quantities
There existk2linearly independentHermitian bounded operators Qm,m0,m,m0 =1,2, ...,k, which areinvariantunder dtdρ=−A(ρ), i.e. for which
Tr(Qm,m0ρt) = Tr(Qm,m0ρ0) for any trajectory[0,+∞)3t 7→ρt ∈ KL(H).
Moreover, the linear space of invariant Hermitian operators spanned by{Qm,m0}m,m0=1...k contains in particular thek operators
Qcosm =X
n∈N
cos
2πmn k
|nihn| for m=0,1, ...,dk−12 e;
Qsinm =X
n∈N
sin
2πmn k
|nihn| for m=1, ...,bk−12 c.
Proof:use the fact thatρ7→limt7→+∞e−tA(ρ)is a complete positive map, i.e. a quantum channel and the fact that the dual ofK1(H)is the set of bounded operators.
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Outline
Motivation: coherent feedback and reservoir engineering
Harmonic oscillator with single-photon drive and damping
Well posedness and convergence for multi-photon drive and damping
Conclusion: many other examples of physical interest
21 / 25
Reservoir with the cavity deoherence (1/κ photon life-time)
11Cavity mode (system) atom (reservoir)
R1
R2
Box of atoms
Aim:
engineer atom-mode interaction, to stabilize |-α +|α
DC field:
(controls atom frequency) ENS experiment
d dt
ρ =
reservoir relaxation
z }| {
a − α)ρ(a − α)
†−
12(a − α)
†(a − α)ρ + ρ(a − α)
†(a − α)
+ κ ae
iπNρe
−iπNa
†−
12(a
†aρ + ρa
†a)
| {z }
decoherence
.
11A. Sarlette, ; Brune, M.; Raimond, J.M.; P.R. "Stabilization of nonclassical states of the radiation field in a cavity by reservoir engineering", Phys. Rev.
Lett., 2011, 107, 010402.
A. Sarlette ; Leghtas, Z.; Brune, M.; Raimond, J.; P.R. " Stabilization of nonclassical states of one and two-mode radiation fields by reservoir engineering." Phys. Rev. A, 2012, 86, 012114
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Robustness of the reservoir stabilizing the two-leg cat.
SinceWeiπNρe−iπN(ξ) =Wρ(−ξ) the master Lindblad equation
d dtρ=
reservoir relaxation
z }| {
a−α)ρ(a−α)†−12 (a−α)†(a−α)ρ+ρ(a−α)†(a−α) +κ aeiπNρe−iπNa†−12(a†aρ+ρa†a)
| {z }
decoherence
.
yields to the followingnon localdiffusion PDE (quantum Fokker-Planck equation):
∂Wρ
∂t (x,p)
=1+κ2 ∂
∂x
(x−α)Wρ + ∂
∂p pWρ
+14∆Wρ
(x,p)
+κ
(x2+p2+12)
Wρ|(−x,−p)−Wρ|(x,p) +161
∆Wρ|(−x,−p)−∆Wρ|(x,p)
−κ x2 ∂Wρ
∂x (−x,−p)
+ ∂Wρ
∂x (x,p)
!
+p2 ∂Wρ
∂p (−x,−p)
+ ∂Wρ
∂p (x,p)
!!
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Spin-spring systems
Lindblad master equation
d
dtρ=−~i[H, ρ] +X
ν
LνρL†ν−(L†νLνρ+ρL†νLν)/2
,
forcomposite systemsmade of qubit(s) (Pauli operatorσx,σy andσz) and harmonic oscillator(s) (annihilation operatora, number operator N) with e.g. (Hamiltonian coupling)
H =ωcN⊗Iq+χN2⊗Iq+uc(a+a†)⊗Iq +ωq
2Ic⊗σz+uqIc⊗σx+g(a+a†)⊗σx andlocal decoherence
L1=p
κ(1+nth)a⊗Iq, L2=√
κntha†⊗Iq, L3=
q1
T1Ic⊗(σx−iσy), L4=q
1
TφIc⊗σz.
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Conclusion pour Jean-Michel
Bon anniversaire
Jean-Michel
et ungrand merci
pour tout ce que tu as fait pour1. la communauté du contrôle,
2. la théorie mathématique des systèmes,
3. et plus largement les mathématiques en France et dans le Monde,
4. . . .
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