Stabilisation par feedback de systèmes quantiques ouverts ( Collège de France, 14 mars 2014)
Pierre Rouchon
Centre Automatique et Systèmes Mines ParisTech
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Feedback for quantum systems: the back-action of the measure.
A typical stabilizing feedback-loop for a classical system
system
controller
Two kinds of stabilizing feedbacks for quantum systems
1. Measurement-based feedback: measurement back-action onS is stochastic (collapse of the wave-packet); controller is
classical; the control inputu is a classical variable appearing in some controlled Schrödinger equation;udepends on the past measures.
2. Coherent/autonomous feedback and reservoir engineering:the systemSis coupled to another quantum system (the controller);
the composite system,HS⊗ Hcontroller, is an open-quantum system relaxing to some target (separable) state or decoherence free subspace.
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Outline
Feedback stabilization of photons: the LKB photon box The closed-loop experiment (2011)
Quantum stochastic model
QND measurement and the quantum-state feedback Dynamical models of open quantum systems
Discrete-time: Markov process/Kraus maps
Continuous-time: stochastic/Lindblad master equations Stabilization of "Schrödinger cats" by reservoir engineering
The principle
Discrete-time example: the LKB photon box
Continuous-time examples and Fokker-Planck equations Conclusion
Appendix
Design of a strict control Lyapunov function State estimation and stability of quantum filtering Schrödinger cats and Wigner functions
Reservoir engineering stabilization: complements Books on open quantum systems
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The first experimental realization of a
quantum state feedback The LKB photon box:group of S.Haroche and J.M.Raimond1
Stabilization of a quantum state with exactlynphoton(s) (n=0,1,2,3, . . .).
Experiment:C. Sayrin et. al., Nature 477, 73-77, September 2011.
Theory:I. Dotsenko et al., Physical Review A, 80: 013805-013813, 2009.
R. Somaraju et al., Rev. Math. Phys., 25, 1350001, 2013.
H. Amini et. al., Automatica, 49 (9): 2683-2692, 2013.
1Courtesy of I. Dotsenko. Sampling period 80µs.
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Three quantum features emphasized by the LKB photon box
2 1. Schrödinger equation: wave function|ψi ∈ H, density operatorρd
dt|ψi=−~iH|ψi, d
dtρ=−~i[H, ρ], H=H0+uH1 2. Origin of dissipation: collapse of the wave packetinduced by the
measure of observableOwith spectral decompositionP
µλµPµ:
I measure outcomeµwith proba.pµ =hψ|Pµ|ψi= Tr(ρPµ) depending on|ψi,ρjust before the measurement
I measure back-action if outcomeµ:
|ψi 7→ |ψi+= Pµ|ψi
phψ|Pµ|ψi, ρ7→ρ+= PµρPµ
Tr(ρPµ) 3. Tensor product for the description of composite systems(S,M):
I Hilbert spaceH=HS⊗ HM
I HamiltonianH=HS⊗IM+Hint+IS⊗HM I observable on sub-systemM only:O=IS⊗OM.
2S. Haroche and J.M. Raimond.Exploring the Quantum: Atoms, Cavities and Photons.Oxford Graduate Texts, 2006.
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The composite system
I SystemS
corresponds to a quantized mode in
C:HS = ( ∞
X
n=0
ψn|ni
(ψn)∞n=0∈l2(C) )
,
where
|nirepresents the Fock state associated to exactly
nphotons inside the cavity
I MeterM
is associated to atoms :
HM =C2, each atom admits two energy levels and is described by a wave function
cg|gi+ce|eiwith
|cg|2+|ce|2=1; atoms leaving
Bare all in state
|giI
When atom comes out
B, the state|ΨiB ∈ HS⊗ HMof the composite system atom/field is
separable|ΨiB =|ψi ⊗ |gi.
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S: quantum harmonic oscillator
I Hilbert space:
HS ={P
n≥0ψn|ni, (ψn)n≥0∈l2(C)}.
I Quantum state space:
D={ρ∈ L(HS), ρ† =ρ, Tr(ρ) =1, ρ≥0}.
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:HS/~=ωca†a+uc(a+a†).
(associated classical dynamics:
dx
dt =ωcp, dpdt =−ωcx−√ 2uc).
I Coherent state of amplitude α∈C:|αi=P
n≥0
e−|α|2/2√αn
n!
|ni;|αi ≡π11/4eı
√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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M: 2-level system, i.e. a qubit
I Hilbert space:
HM =C2={cg|gi+ce|ei, cg,ce∈C}.
I Quantum state space:
D={ρ∈ L(HM), ρ† =ρ, Tr(ρ) =1, ρ≥0}.
I Operators and commutations:
σ-=|gihe|,σ+=σ-†=|eihg| σx=σ-+σ+=|gihe|+|eihg|; σy=iσ-−iσ+=i|gihe| −i|eihg|; σz =σ+σ-−σ-σ+=|eihe| − |gihg|; σx2=I,σxσy =iσz,[σx,σy] =2iσz, . . .
I Hamiltonian:HM/~=ωqσz/2+uqσx.
I Bloch sphere representation:
D=n
1
2 I+xσx+yσy+zσz (x,y,z)∈R3, x2+y2+z2≤1o
| g
| e ω
qu
q8 / 52
The Markov model (1)
C
B
D R
1R
2I When atom comes outB:|ΨiB =|ψi ⊗ |gi.
I Just before the measurement inD, the state is in general entangled(not separable):
|ΨiR2 =USM |ψi ⊗ |gi
= Mg|ψi
⊗ |gi+ Me|ψi
⊗ |ei whereUSM is the total unitary transformation (Schrödinger propagator) defining the linear measurement operatorsMgand MeonHS. SinceUSM is unitary,M†gMg+M†eMe=I.
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The Markov model (2)
C
B
D R
1R
2The unitary propagatorUSM is derived from Jaynes-Cummings HamiltonianHSMin the interaction frame. Two kind of qubit/cavity Halmitonians:
resonant,HSM/~=i Ω(vt)/2
a†⊗σ-−a⊗σ+ , dispersive,HSM/~= Ω2(vt)/(2δ)
N⊗σz, whereΩ(x) = Ω0e−x
2
w2,x =vt withv atom velocity,Ω0vacuum Rabi pulsation,wradial mode-width and whereδ=ωq−ωc is the detuning between qubit pulsationωqand cavity pulsationωc (|δ| Ω0).
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The Markov model (3)
Just before the measurement inD, the atom/field state is:
Mg|ψi ⊗ |gi+Me|ψi ⊗ |ei
Denote byµ∈ {g,e}the measurement outcome in detectorD: with probabilitypµ=hψ|M†µMµ|ψiwe getµ. Just after the measurement outcomeµ,the state becomes separable:
|ΨiD=√1p
µ (Mµ|ψi)⊗ |µi=
Mµ
√hψ|M†µMµ|ψi|ψi
⊗ |µi.
Markov process(density matrix formulationρ∼ |ψihψ|)
ρ+=
Mg(ρ) = MgρM
† g
Tr(MgρM†g), with probabilitypg= Tr
MgρM†g
; Me(ρ) = MeρM†e
Tr(MeρM†e), with probabilitype= Tr
MeρM†e . Kraus map:
E
(ρ+/ρ) =K(ρ) =MgρM†g+MeρM†e.11 / 52
A controlled Markov process (input
u, stateρ, outputy)
Inputu: classical amplitude of a coherent micro-wave pulse.Stateρ: the density operator of the photon(s) trapped in the cavity.
Outputy: quantum projective measure of the probe atom.
Theideal modelreads
ρk+1=
DukMgρkM†gD†uk Tr
MgρkM†g yk =gwith probabilitypg,k = Tr
MgρkM†g
DukMeρkM†eD†uk Tr
MeρkM†e yk =ewith probabilitype,k = Tr
MeρkM†e
I Displacement unitary operator(u∈R):Du=eua†−uawith a=upper diag(√
1,√
2, . . .)the photon annihilation operator.
I Measurement Kraus operators in the linear dispersive case Mg=cosφ
0N+φR
2
andMe=sinφ
0N+φR
2
:M†gMg+M†eMe=I withN=a†a=diag(0,1,2, . . .)the photon number operator.
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u =
0: Quantum Non Demolition (QND) measure of photons.
ρk+1=
cos
φ0N+φR
2
ρkcos
φ0N+φR
2
Tr
cos2
φ0N+φR
2
ρk
with prob. Tr cos2φ
0N+φR
2
ρk
sin
φ0N+φR
2
ρksin
φ0N+φR
2
Tr
sin2
φ0N+φR
2
ρk
with prob. Tr sin2φ
0N+φR
2
ρk
Steady state:any Fock stateρ=|n¯ihn¯|(n¯∈N) is a steady-state (no other steady state when(φR, φ0, π)areQ-independent)
Martingales:for any real functiong,Vg(ρ) = Tr(g(N)ρ)is a martingale:
E
Vg(ρk+1)/ ρk=Vg(ρk).Convergence to a Fock state when(φR, φ0, π)areQ-independent:
V(ρ) =−12
P
nhn|ρ|ni2is a super-martingale with
E
(V(ρk+1)/ ρk) =V(ρk)−Q(ρk)whereQ(ρ)≥0 andQ(ρ) =0 iff,ρis a Fock state.
For a realization starting fromρ0, the probability to converge towards the Fock state|¯nihn¯|is equal to Tr(|n¯ihn¯|ρ0) =h¯n|ρ0|n¯i. 13 / 52
Structure of the stabilizing quantum feedback scheme
With a sampling time of 80µs, the controller is classical hereI Goal: stabilization of the steady-state|n¯ihn¯|(controller set-point).
I At each time stepk:
1. readyk the measurement outcome for probe atomk. 2. update the quantum state estimationρestk−1toρestk fromyk 3. computeuk as a function ofρestk (state feedback).
4. apply the micro-wave pulse of amplitudeuk. Anobserver/controllerstructure:
1. real-time state estimationbased on asymptotic observer: here quantum filteringtechniques;
2. state feedbackstabilization towards a stationary regime: here control Lyapunovtechniques based on open-loop martingales
Tr(g(N)ρ).
It takes into accountimperfections,delays(5 sampling) and cavity decoherence.
In finite dimension (truncation tonmaxphotons), all the mathematical details and convergence proof are given in the Automatica 2013
paper 14 / 52
LKB photon-box: Markov process with detection errors (1)
I With pure stateρ=|ψihψ|, we have ρ+=|ψ+ihψ+|= 1
Tr
MµρM†µMµρM†µ
when the atom collapses inµ=g,ewith proba. Tr
MµρM†µ .
I Detection error rates: P(y =e/µ=g) =ηg∈[0,1]the probability of erroneous assignation toewhen the atom collapses ing;P(y =g/µ=e) =ηe∈[0,1](given by the contrast of the Ramsey fringes).
Bayes law: expectationρ+of|ψ+ihψ+|knowingρand the imperfect detectiony.
ρ+=
(1−ηg)MgρM†g+ηeMeρM†e
Tr((1−ηg)MgρM†g+ηeMeρM†e)ify=g, prob. Tr
(1−ηg)MgρM†g+ηeMeρM†e
;
ηgMgρM†g+(1−ηe)MeρM†e
Tr(ηgMgρM†g+(1−ηe)MeρM†e)ify=e, prob. Tr
ηgMgρM†g+ (1−ηe)MeρM†e .
ρ+does not remain pure: the quantum stateρ+becomes a mixed
state;|ψ+ibecomes physically irrelevant (not numerically). 15 / 52
LKB photon-box: Markov process with detection errors (2)
We getρ+=
(1−ηg)MgρM†g+ηeMeρM†e
Tr((1−ηg)MgρM†g+ηeMeρM†e), with prob. Tr
(1−ηg)MgρM†g+ηeMeρM†e
;
ηgMgρM†g+(1−ηe)MeρM†e
Tr(ηgMgρM†g+(1−ηe)MeρM†e) with prob. Tr
ηgMgρM†g+ (1−ηe)MeρM†e .
Key point:
Tr
(1−ηg)MgρM†g+ηeMeρM†e
and Tr
ηgMgρM†g+ (1−ηe)MeρM†e are the probabilities to detecty =g ande, knowingρ.
Generalization:with(ηµ0,µ)a left stochastic matrixηµ0,µ≥0 and P
µ0ηµ0,µ=1, we have ρ+=
P
µηµ0,µMµρM†µ Tr
P
µηµ0,µMµρM†µ when we detecty =µ0. The probability to detecty =µ0knowingρis Tr
P
µηµ0,µMµρM†µ .
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Continuous/discrete-time Stochastic Master Equation (SME)
Discrete-time modelsareMarkov processesρk+1=
Pm
µ=1ηµ0,µMµρkM†µ
Tr(Pmµ=1ηµ0,µMµρkM†µ), with proba. pµ0(ρk) =Pm
µ=1ηµ0,µTr
MµρkM†µ associated toKraus maps(ensemble average, quantum channel)
E
(ρk+1|ρk) =K(ρk) =Xµ
MµρkM†µ with X
µ
M†µMµ=I
Continuous-time modelsarestochastic differential systems dρt = −~i[H, ρt] +X
ν
LνρtL†ν−12(L†νLνρt+ρtL†νLν)
! dt
+X
ν
√ην
Lνρt+ρtL†ν− Tr
(Lν+L†ν)ρt ρt
dWν,t
driven byWiener processdWν,t =dyν,t−√ην Tr
(Lν+L†ν)ρt dt with measuresyν,t, detection efficienciesην ∈[0,1]and
Lindblad-Kossakowskimaster equations (ην ≡0):
d
dtρ=−~i[H, ρ] + +X
ν
LνρtL†ν−12(L†νLνρt+ρtL†νLν)
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Continuous/discrete-time diffusive SME
With a single imperfect measuredyt =√η Tr
(L+L†)ρt
dt+dWt
and detection efficiencyη∈[0,1], the quantum stateρt is usually mixed and obeys to
dρt =
−~i[H, ρt] +LρtL†−12(L†Lρt+ρtL†L) dt +√η
Lρt+ρtL†− Tr
(L+L†)ρt ρt
dWt
driven by the Wiener processdWt
WithIt¯o rules, it can be written as the following "discrete-time" Markov model
ρt+dt= MdytρtM†dyt + (1−η)LρtL†dt Tr
MdytρtM†dyt + (1−η)LρtL†dt withMdyt =I+
−~iH−12
L†L
dt+√ηdytL.
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A key physical example in circuit QED
3Superconducting qubit dispersively coupled to a cavity traversed by a microwave signal (input/output theory).
The back-action on the qubit state of a single measurement of both output fieldquadraturesIt
andQt is described by a simple SME for the qubit density operator.
dρt = [u∗σ-−uσ+, ρt] +γt(σzρσz−ρ) dt +p
ηγt/2 σzρt+ρtσz−2 Tr(σzρt)ρt
dWtI+ıp
ηγt/2[σz, ρt]dWtQ withIt andQt given bydIt =p
ηγt/2 Tr(2σzρt)dt+dWtI and
dQt =dWtQ, whereγt ≥0 is related by the read-outpulse shapeand η∈[0,1]is the detection efficiency.
3M. Hatridge et al. Quantum Back-Action of an Individual Variable-Strength Measurement. Science, 2013, 339, 178-181.
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Watt regulator: classical analogue of quantum coherent feedback.
4From WikiPedia
The first variations of speedδωand 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.
4J.C. Maxwell: On governors. Proc. of the Royal Society, No.100, 1868.
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Reservoir Engineering and coherent feedback
5System Reservoir
Engineered interaction
dissipation
κ
H
intH
sysH
resH =Hres+Hint+Hsyst
if
ρt→∞→ ρres⊗ |ψ¯ihψ¯|exponentially on a time scale of
τ ≈1/κ then . . . .
5See, 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
5System Reservoir
Engineered interaction
dissipation
κ
H
intH
sysH
resγ
H =Hres+Hint+Hsyst
. . . .
ρt→∞→ ρres⊗ |ψ¯ihψ¯|+∆, ifκγthen
k∆k1
5See, e.g., the lectures of H. Mabuchi delivered at the "Ecole de physique des Houches", July 2011.
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Reservoir stabilizing "Schrödinger cats"
|cαi= (|αi+i|-α
i)/√2.
6Cavity 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
Jaynes-Cumming Hamiltionian
H(t)/~=ωca†a⊗IM+ωq(t)IS⊗σz/2+iΩ(t) a†⊗σ-−a⊗σ+ /2 with the open-loop controlt7→ωq(t)combiningdispersiveωq6=ωc andresonantωq=ωcinteractions.
6A. Sarlette et al: Stabilization of Nonclassical States of the Radiation Field in a Cavity by Reservoir Engineering. Physical Review Letters, Volume 107, Issue 1, 2011.
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Composite interaction with
δ(t)=ωq(t)−ωcge
time t tr/2
-tr/2
-T/2 T/2
δ(t)δ0
-δ0 0
0
top cavity mirror
bottom cavity mirror Ω(vt)
U =Uoff-resonant-1
U =X(ξN)Z(φN),
23 / 52
Composite interaction with
δ(t)=ωq(t)−ωcge
time t tr/2
-tr/2
-T/2 T/2
δ(t)δ0
-δ0 0
0
top cavity mirror
bottom cavity mirror Ω(vt)
U =UresonantUoff-resonant-1
U =Y(θNr) X(ξN)Z(φN),
23 / 52
Composite interaction with
δ(t)=ωq(t)−ωcge
time t tr/2
-tr/2
-T/2 T/2
δ(t)δ0
-δ0 0
0
top cavity mirror
bottom cavity mirror Ω(vt)
U =Uoff-resonant-2UresonantUoff-resonant-1
U =Z(−φN)X(ξN) Y(θrN) X(ξN)Z(φN),
23 / 52
Composite interaction with
δ(t)=ωq(t)−ωcge
time t 0 tr/2
-tr/2
-T/2 T/2
δ(t)δ0
-δ0 0
top cavity mirror
bottom cavity mirror Ω(vt)
U ≈e−iφKerrN2UresonanteiφKerrN2
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Convergence of
Kiterates towards
|α∞i+i|-α
∞i /√2
Iterationsρk+1=K(ρk) =MgρkM†g+MeρkM†ein the Kerr frame ρ=e−ihKerrN ρKerreihKerrN yieldsρKerrk+1=KKerr(ρKerrk ) =MKerrg ρKerrk (MKerrg )†+MKerre ρKerrk (MKerre )†. withMKerrg =cos(u2)cos(θN/2) +sin(u2)sin(θ√N/2)
N a† and MKerre =sin(u2)cos(θN+1/2)−cos(u2)asin(θ√N/2)
N .
Assume|u| ≤π/2,θ0=0,θn∈]0, π[forn>0 and limn7→+∞θn=π/2, then (Zaki Leghtas, PhD thesis (2012))
I exists aunique common eigen-state|ψKerriofMKerrg andMKerre : ρKerr∞ =|ψKerrihψKerr|fixed point ofKKerr.
I if, moreovern7→θnis increasing, limk7→+∞ρKerrk =ρKerr∞. For well chosen experimental parameters,ρKerr∞ ≈ |α∞ihα∞|and hKerrN ≈πN2/2. Sincee−iπ2N2|α∞i= e−iπ/4√
2 |α∞i+i|-α∞i :
k7→+∞lim ρk = 12
|α∞i+i|-α∞i
hα∞|+ih-α∞|
6
= 12|α∞ihα∞|+12|-α∞ih-α∞|.
24 / 52
Wigner function
Wρfor different values of the density operator
ρWρ:C3ξ→ 2π
Tr
eiπND−ξρDξ
∈[−
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
25 / 52
An approximation by a continuous-time model
7Cavity 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
In the Kerr frameρ=e−iπ/2N2ρKerreiπ/2N2:
d
dtρKerr=u[a†−a, ρKerr] +κ aρKerra†−(NρKerr+ρKerrN)/2 Identical to the Lindbald master equation of adamped harmonic oscillator(κ >0) driven by a coherent input field of amplitudeu.
Simulations: convergence from vacuum inidealandrealisticcases.
7A. Sarlette et al: Stabilization of nonclassical states of one and two-mode radiation fields by reservoir engineering. Phys. Rev. A 86, 012114 (2012).
26 / 52
Convergence of the quantum damped harmonic oscillator
Lemma:the solutions ofd
dtρ=u[a†−a, ρ] +κ aρa†−(Nρ+ρN)/2 converge exponentially towards|α∞ihα∞|withα∞=2u/κ.
Elementary proof:under the unitary change of frame ρ=e(α∞a†−α∞a) ξe−(α∞a†−α∞a) the new density operatorξis governed by
d
dtξ=κ aξa†−(Nξ+ξN)/2
; its energyE = Tr(Nξ) = Tr a†aξ
converges exponentially to 0 since it obeys todtdE =−κE; thusξconverges exponentially to|0ih0|. Computation only based on commutation relations:
[a,a†] =1, af(N) =f(N+I)a, e−(αa†+α∗a)ae(αa†−α∗a)=a+α.
27 / 52
Quantum Fokker-Planck equation: damped harmonic oscillator
d
dtρ=u[a†−a, ρ] +κ aρa†−(Nρ+ρN)/2 ρcan be represented by itsWigner functionWρdefined by
C3ξ=x +ip7→Wρ(ξ) =π2 Tr
eiπNe−ξa†+ξ∗aρeξa†−ξ∗a 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(α∞=2u/κ):
∂Wρ
∂t = κ2 ∂
∂x
(x−α∞)Wρ + ∂
∂p
pWρ
+14∆Wρ
converging toward theGaussianWρ∞(x,p) =π2e−2(x−α∞)2−2p2.
28 / 52
Reservoir with the cavity relaxation (1/κ
cphoton life-time)
8Cavity 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
In the Kerr representation frame
ρ=e−iπ/2N2ρKerreiπ/2N2:
d dtρKerr=
reservoir relaxation
z }| {
u[a†−a, ρKerr] +κ aρKerra†−(NρKerr+ρKerrN)/2 +κc eiπNaρKerra†e−iπN−(NρKerr+ρKerrN)/2
| {z }
cavity decoherence
.
8A. Sarlette et al: Stabilization of nonclassical states of one and two-mode radiation fields by reservoir engineering. Phys. Rev. A 86, 012114 (2012).
29 / 52
The steady-state for
κc >0
The steady stateρKerr∞ in the Kerr frame
0=u[a†−a, ρKerr∞ ] +κ aρKerr∞a†−(NρKerr∞ +ρKerr∞N)/2
+κc eiπNaρKerr∞a†e−iπN−(NρKerr∞ +ρKerr∞N)/2 is unique
ρKerr∞ = Z αc∞
−αc∞
µ(x)|xihx|dx.
The positive weight functionµ(Glauber-ShudarshanPdistribution) is given by
µ(x) =µ0
((αc∞)2−x2)(αc∞)2ex2rc
αc∞−x ,
withrc =2κc/(κ+κc)andαc∞=2u/(κ+κc). The normalization factorµ0>0 ensures thatRαc∞
−αc∞µ(x)dx =1.
Conjecture: global (exponential) convergence towardsρKerr∞ ofρKerr(t) ast 7→+∞.
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Robustness of the reservoir stabilizing the two-leg cat.
SinceWeiπNρKerre−iπN(ξ) =WρKerr(−ξ) the master Lindblad equation
d dtρKerr=
reservoir relaxation
z }| {
u[a†−a, ρKerr] +κ aρKerra†−(NρKerr+ρKerrN)/2 +κc aeiπNρKerre−iπNa†−(NρKerr+ρKerrN)/2
| {z }
cavity decoherence
.
yields to the followingnon localdiffusion PDE (quantum Fokker-Planck equation):
∂WρKerr
∂t (x,p)
=κ+κ2 c ∂
∂x
(x−α∞)WρKerr + ∂
∂p
pWρKerr
+14∆WρKerr
(x,p)
+κc (x2+p2+12) WρKerr (−x,−p)
−WρKerr (x,p)
!
+161 ∆WρKerr (−x,−p)
−∆WρKerr (x,p)
!!
−κc
x 2
∂WρKerr
∂x (−x,−p)
+ ∂WρKerr
∂x (x,p)
+p2
∂WρKerr
∂p (−x,−p)
+ ∂WρKerr
∂p (x,p)
Convergence towardsWρKerr∞ (x,p) =Rαc∞
−αc∞ 2µ(α)
π e−2(x−α)2−2p2dα remains to be proved.
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Quantum information processing with cat-qubits
9It is possible withcircuit QEDto design an open quantum system governed by
d
dtρ=u[(a2)†−a2, ρ] +κ
a2ρ(a2)†−((a2)†a2ρ+ρ(a2)†a2)/2
whereais replaced bya2. The supports of all solutionsρ(t)converge to thedecoherence free spacespanned by the even and odd
cat-state;
|Cα+∞i ∝ |α∞i+|-α∞i, |Cα−∞i ∝ |α∞i − |-α∞iwithα∞=p 2u/κ.
The corresponding PDE forWρ is oforder 4inx andp.
A similar systemwhereais replaced now witha4could be very interesting for quantum information processing where the logical qubit is encoded in the planes spanned by even and odd cat-states:
|C+α∞i,|Ci+α
∞i ,
|Cα−∞i,|C−iα
∞i .withα∞=p4 2u/κ.
The corresponding PDE forWρ is oforder 8inx andp.
9M. Mirrahimi et al: Dynamically protected cat-qubits: a new paradigm for universal quantum computation,arXiv:1312.2017v1, 2014.
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Conclusion: convergence issues of open-quantum systems
Discrete time model (Kraus maps):ρk+1=K(ρk) =X
ν
MνρkMν† with X
ν
Mν†Mν =I Continuous-time model (Lindbald, Fokker-Planck eq.):
d
dtρ=−~i[H, ρ] +X
ν
LνρL†ν−(L†νLνρ+ρL†νLν)/2
, Stability induces by contraction for a lot of metrics (nuclear norm
Tr(|ρ−σ|), fidelity 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 realisticMν andLν to achieve rapid convergence towards prescribed affine spaces (protection against decoherence).
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Collaborators and scientific environment
I Former PhDs and PostDocs:Hadis Amini, Hector Bessa Silveira, Zaki Leghtas, Alain Sarlette, Ram Somaraju.
I LKB Physicists: Michel Brune, Igor Dotsenko, Sébastien Gleyzes, Serge Haroche, Jean-Michel Raimond,Bruno Peaudecerf, Clément Sayrin, Xingxing Zhou.
I Quantic project (INRIA/ENS/MINES):Benjamin Huard, François Mallet, Mazyar Mirrahimi,Landry Bretheau, Philippe Campagne, Joachim Cohen, Emmanuel Flurin, Ananda Roy, Pierre Six.
I Mathematicians: Karine Beauchard, Jean-Michel Coron, Thomas Chambrion, Bernard Bonnard, Ugo Boscain, Sylvain Ervedoza, Stéphane Gaubert, Andrea Grigoriu, Claude Le Bris, Yvon Maday, Vahagn Nersesyan, Clément Pellégrini, Paulo Sergio Pereira da Silva, Jean-Pierre Puel, Lionel Rosier, Julien Salomon, Rodolphe Sepulchre, Mario Sigalotti, Gabriel Turinici.
I Centre Automatique et Systèmes:François Chaplais, Florent Di Méglio, Jean Lévine, Philippe Martin, Nicolas Petit, Laurent Praly.
I And also: Lectures at Collège de France, ANR projects CQUID
and EMAQS, UPS-COFECUB, . . . 34 / 52
Quantum state feedback to stabilize the set-point
|¯nih¯n|The Lyapunov feedback scheme is based on astrict control Lyapunov function:
V(ρ) =X
n
−hn|ρ|ni2+σnhn|ρ|ni
where >0 is small enough and
σn=
1 4+P¯n
ν=1 1
ν −ν12, ifn=0;
P¯n ν=n+1
1
ν −ν12, ifn∈[1,¯n−1];
0, ifn= ¯n;
Pn ν=¯n+11
ν +ν12, ifn∈[¯n+1,+∞] Feedback law:u=f(ρ) =:Argmin
υ∈[−¯u,¯u]
V
Dυ
MgρM†g+MeρM†e D†υ
.
Achieveglobal stabilizationsince the decrease isstrict
∀ρ6=|n¯ihn¯|, V
Df(ρ)
MgρM†g+MeρM†e D†f(ρ)
<V
ρ .
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The control Lyapunov function used for experiment.
0 2 4 6 8
0 0.2 0.4 0.6 0.8 1
photon number n
Coefficients σn of the control Lyapunov function
V(ρ) =P
n −hn|ρ|ni2+σnhn|ρ|ni
for
n¯=3.
σn∼log(n): key issue to avoid trajectories escaping ton= +∞.
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