Modeling and Control of the LKB Photon-Box:
1Spin Systems
Pierre Rouchon
Würzburg, July 2011
1LKB: Laboratoire Kastler Brossel, ENS, Paris.
Several slides have been used during the IHP course (fall 2010) given with Mazyar Mirrahimi (INRIA) see:
http://cas.ensmp.fr/~rouchon/QuantumSyst/index.html
Outline
1 The 2-level system
2 RWA and averaging
3 Adiabatic control
4 Complements
Multi-frequency averaging: second order STIRAP
Controllability of finite dimensional Schrödinger systems
2-level system (1/2 spin)
The simplest quantum system: a ground state |gi of energy ωg; an excited state |ei of energy ωe. The quantum state |ψi ∈ C2 is a linear superposition|ψi=ψg|gi+ψe|ei and obeys to the Schrödinger equation (ψg andψedepend ont).
Schrödinger equationfor the uncontrolled 2-level system (~=1) :
ıdtd |ψi=H0|ψi= ωe|ei he|+ωg|gi hg|
|ψi whereH0is the Hamiltonian, a Hermitian operatorH0†=H0. Energy is defined up to a constant:H0andH0+$(t)1($(t)∈R arbitrary) are attached to the same physical system. If|ψisatisfies idtd |ψi=H0|ψithen|χi=e−iϑ(t)|ψiwith dtdϑ=$obeys to
idtd |χi= (H0+$I)|χi. Thus for anyϑ,|ψiande−iϑ|ψirepresent the same physical system: Theglobal phaseof a quantum system|ψi can be chosenarbitrarily at any time.
The controlled 2-level system
Take origin of energy such thatωg(resp. ωe) becomes−ωe−ω2 g (resp. ωe−ω2 g) and setωeg =ωe−ωg
The solution ofidtd |ψi=H0|ψi= ω2eg(|ei he| − |gi hg|)|ψiis
|ψit =ψg0e
iωeg t
2 |gi+ψe0e
−iωeg t
2 |ei.
With a classical electromagnetic field described byu(t)∈R, the coherent evolutionthe controlled Hamiltonian
H(t) = ωeg
2 σz+u(t)
2 σx = ωeg
2 (|ei he|−|gi hg|)+u(t)
2 (|ei hg|+|gi he|) The controlled Schrödinger equationidtd |ψi= (H0+uH1)|ψi reads:
idtd ψe
ψg
= ωeg
2
1 0 0 −1
ψe ψg
+u(t) 2
0 1 1 0
ψe ψg
.
The 3 Pauli Matrices2
σx =|ei hg|+|gi he|, σy =−i|ei hg|+i|gi he|, σz =|ei he|−|gi hg|
2They correspond, up to multiplication byi, to the 3 imaginary quaternions.
Pauli matrices and some formula
σx =|ei hg|+|gi he|, σy =−i|ei hg|+i|gi he|, σz =|ei he| − |gi hg|
σ2x =1, σxσy =iσz, [σx, σy] =2iσz, circular permutation . . . Since for anyθ∈R,eiθσx =cosθ+isinθσx (idem forσy
andσz), the solution ofidtd |ψi= ω2egσz|ψiis
|ψit =e
−iωeg t
2 σz|ψi0=
cos
ωegt 2
1−isin ωegt
2
σz
|ψi0
Forα, β=x,y,z,α6=β we have σαeiθσβ =e−iθσβσα,
eiθσα−1
=
eiθσα†
=e−iθσα. and also
e−iθ2σασβeiθ2σα =e−iθσασβ =σβeiθσα
Bloch sphere representation of a 2-level system
if |ψiobeys dtd |ψi= −iH|ψi, then projectorρ=|ψi hψ|obeys:
d
dtρ=−i[H, ρ].
For|ψi=ψg|gi+ψe|ei:
|ψi hψ|=|ψg|2|gi hg|+ψgψ∗e|gi he|
+ψ∗gψe|ei hg|+|ψe|2|ei he|. Setx =2<(ψgψ∗e),y =2=(ψgψe∗) andz =|ψe|2− |ψg|2we get
ρ= 1+xσx+yσy +zσz
2 .
The Bloch vectorM~ =x~ı+y~+z~k evolves on the unit sphere ofR3: idtd |ψi= ω2xσx+ω2yσy+ω2zσz
|ψi v dtdM~ = (ωx~ı+ωy~+ωz~k)×M~ Bloch vectorM~ with Euler angles(θ, φ)corresponds to
|ψi=eiϕsin θ2
|gi+cos θ2
|ei.
Bilinear Schrödinger equation
Un-measured quantum system→Bilinear Schrödinger equation id
dt|ψi= (H0+u(t)H1)|ψi,
|ψi ∈ Hthe system’s wavefunction with |ψi
H=1;
the free Hamiltonian,H0, is a Hermitian operator defined onH;
the control Hamiltonian,H1, is a Hermitian operator defined onH;
the controlu(t) :R+7→Ris a scalar control.
Here we consider the case of finite dimensionalHfor mathematical proof.
Almost periodic control
We consider the controls of the form u(t) =
r
X
j=1
ujeiωjt +u∗je−iωjt
>0 is a small parameter;
uj is the constant complex amplitude associated to the pulsationωj ≥0;
r stands for the number of independent pulsations (ωj 6=ωk forj 6=k).
We are interested in approximations, fortending to 0+, of trajectoriest7→ |ψit ont ∈[0,1/]of
d
dt |ψi=
A0+
r
X
j=1
ujeiωjt +u∗je−iωjt
A1
|ψi
whereA0=−iH0andA1=−iH1are skew-Hermitian.
Rotating frame
Consider the following change of variables
|ψit =eA0t|φit.
The resulting system is said to be in the“interaction frame”
d
dt|φi=B(t)|φi whereB(t)is a skew-Hermitian operator whose time-dependence isalmost periodic:
B(t) =
r
X
j=1
ujeiωjte−A0tA1eA0t+u∗je−iωjte−A0tA1eA0t.
Main idea We can write
B(t) = ¯B+dtdB(t),e
whereB¯ is a constant skew-Hermitian matrix andB(t)e is a bounded almost periodic skew-Hermitian matrix.
Multi-frequency averaging: first order
Consider the two systems
d
dt |φi=
B¯+ dtdB(t)e
|φi, and
d dt
φ1st
E
=B¯ φ1st
E , initialized at the same state
φ1st
E
0=|φi0.
Theorem: first order approximation (Rotating Wave Approximation)
Consider the functions|φiand φ1stE
initialized at the same state and following the above dynamics. Then, there exist M>0 andη >0 such that for all∈]0, η[we have
max
t∈
0,1
|φit −
φ1stE
t
≤M
Multi-frequency averaging: first order
Proof’s idea
Almost periodic change of variables:
|χi= (1−B(t))e |φi
well-defined for >0 sufficiently small.
The dynamics can be written as d
dt |χi= (B¯ +2F(,t))|χi whereF(,t)is uniformly bounded in time.
Approximation recipes
We consider the Hamiltonian
H =H0+
m
X
k=1
ukHk, uk(t) =
r
X
j=1
uk,jeωjt +u∗k,je−ωjt.
The Hamiltonian in interaction frame Hint(t) =X
k,j
uk,jeωjt +u∗k,je−ωjt
eiH0tHke−iH0t
We define thefirst order Hamiltonian Hrwa1st =Hint= lim
T→∞
1 T
Z T 0
Hint(t)dt,
Slowly varying amplitudes
Remark
In the above analysis we have assumed the complex amplitudesuk,j to be constant. However, the whole analysis holds for the case where each oneuk,j’s is of a small magnitude, admits a finite number of discontinuities and,
between two successive discontinuities, is a slowly time varying function that is continuously differentiable.
RWA and resonant control Inidtd |ψi= ω2egσz+u2σx
|ψi, take a resonant control
u=ueiωegt +u∗e−iωegt withuslowly varying complex amplitude
dtdu
ωeg|u|. SetH0= ω2egσz andH1= u2σx and consider
|ψi=e−
iωeg t
2 σz|φito eliminate thedriftH0and to get the Hamiltonian in the interaction frame:
idtd |φi= u 2e
iωeg t
2 σzσxe−
iωeg t
2 σz|φi=Hint|φi
withHint = u2eiωegt
σ+=|eihg|
z }| { σx+iσy
2 +u2e−iωegt
σ−=|gihe|
z }| { σx−iσy
The RWA consists in neglecting the oscillating terms at2 frequency 2ωeg when|u| Ω:
Hint =
ue2iωegt+u∗ 2
σ++
u+u∗e−2iωegt 2
σ−. Thus
Hint = u∗σ++uσ−
2 .
First order average system and Rabi oscillation
idtd |φi= (u∗σ++uσ−)
2 |φi= (u∗|ei hg|+u|gi he|)
2 |φi
We setu= Ωreiθ withΩr >0 andθreal.
u∗σ++uσ−
2 = Ωr
2 (cosθσx +sinθσy) The system oscillates between|eiand|giwith theRabi pulsation Ω2r. Since(cosθσx+sinθσy)2=1and
e−iΩ2r t(cosθσx+sinθσy) =cos Ωrt
2
−isin Ωrt
2
(cosθσx +sinθσy), the solution of dtd |φi= −iΩ2r (cosθσx+sinθσy)|φireads
|φit =cos Ωrt
2
|gi−isin Ωrt
2
e−iθ|ei, when |φi0=|gi,
|φit =cos Ωrt
2
|ei −isin Ωrt
2
eiθ|gi, when |φi0=|ei,
π/2 andπ Pulses
We start always from|φi0=|giwe light on the resonant control with the constant amplitudeu=−iΩr during[0,T](pulse lengthT). Since
|φiT =cos ΩrT
2
|gi+sin ΩrT
2
|ei,
we see that
ifΩrT =π(π-pulse ) then|φiT =|ei: stimulate absorption of one photon. If we measure the system energy
(measurement operator ω2eg |ei he| −ω2eg |gi hg|), then we will find deterministically ω2eg).
ifΩrT =π/2 (π/2-pulse ) when|φiT = (|gi+|ei)/√ 2, a coherent superpositionof|giand|ei. If we measure the energy, the result is stochastic and the probability to get
ωeg
2 is 12 and to get−ω2eg is also 12.
Exercise: controllability of the 2-level systems and Rabi oscillation Take the first order approximation
(Σ) idtd |φi= (u∗σ++uσ−)
2 |φi=(u∗|ei hg|+u|gi he|)
2 |φi
with controlu∈C.
1 Take constant controlu(t) = Ωreiθfort ∈[0,T],T >0. Show thatidtd |φi=Ωr(cosθσ2x+sinθσy)|φi.
2 SetΘr = Ω2rT. Show that the solution atT of the propagator Ut ∈SU(2),idtdU=Ωr(cosθσ2x+sinθσy)U,U0=1is given by
UT =cosΘr1−isinΘr(cosθσx+sinθσy),
3 Take a wave function φ¯
. Show that existΩr andθsuch that UT|gi=eiα
φ¯
, whereαis some global phase.
4 Prove that for any given two wave functions|φaiand|φbiexists a piece-wise constant control[0,2T]3t 7→u(t)∈Csuch that the solution of(Σ)with|φi0=|φaisatisfies|φiT =eiβ|φbifor some global phaseβ.
Time-adiabatic approximation without gap conditions3
Take[0,1]3s7→H(s)aC2family of Hermitian matricesn×n:
sets=t ∈[0,1]anda small positive parameter. Consider a solution
0,1
3t7→ |ψit of
idtd |ψit =H(t)|ψit .
Take[0,s]3s7→P(s)afamily of orthogonal projectorssuch that for eachs∈[0,1],H(s)P(s) =ω(s)P(s)whereω(s)is an eigenvalue ofH(s). Assume that[0,s]3s7→P(s)isC2and that,for almost alls∈[0,1],P(s)is theorthogonal projector on the eigen-spaceassociated to the eigen-valueω(s). Then
7→0lim+
sup
t∈[0,1 ]
|
kP(t)|ψitk2− kP(0)|ψi0k2|
=0.
3Theorem 6.2, page 175 ofAdiabatic Perturbation Theory in Quantum Dynamics, by S. Teufel, Lecture notes in Mathematics, Springer, 2003.
Chirped control of a 2-level system (1)
idtd |ψi = ω2egσz+u2σx
|ψi with quasi- resonant control (|ωr − ωeg| ωeg)
u(t) =v(t) ei(ωrt+θ(t))+e−i(ωrt+θ(t)) where v, θ ∈ R, |v| and |dθdt| are small and slowly varying:
|v|, dθdt
ωeg, dvdt
ωeg|v|,
d2θ dt2
ωeg dθdt
.
Passage to the interaction frame|ψi=e−i
ωrt+θ(t) 2 σz|φi:
idtd |φi=
ωeg−ωr−d dtθ
2 σz+ve2i(ωr t2+θ)+vσ++ve−2i(ω2r t+θ)+vσ−
|φi.
Set∆r =ωeg −ωr andw(t) =−dtdθ, RWA yields following averaged Hamiltonian
Hchirp= ∆r+w(t)2 σz +v(t)2 σx
where(v,w)are two real control inputs.
Chirped control of a 2-level system (2)
InHchirp=∆r2+wσz+v2σx set, fors=tvarying in[0, π],w=acos(t) andv =bsin2(t).Spectral decompositionofHchirpfors∈]0, π[:
Ω−=−
√
(∆r+w)2+v2
2 with |−i= cosα|gi −(1−sinα)|ei p2(1−sinα) Ω+=
√
(∆r+w)2+v2
2 with |+i= (1−sinα)|gi+cosα|ei p2(1−sinα)
whereα∈]−π2 ,π2[is defined by tanα=∆rv+w. Witha>|∆r|andb>0
s7→0lim+α= π2 implies lim
s7→0+|−is=|gi, lim
s7→0+|+is=|ei
s7→πlim−α=−π2 implies lim
s7→π−|−is =− |ei, lim
s7→π−|+is =|gi. Adiabatic approximation: the solution ofidtd |φi=Hchirp(t)|φistarting from|φi0=|gireads
|φit≈eiϑt|−is=t, t ∈[0,π], withϑt time-varying global phase.
Att= π,|ψicoincides with|eiup to a global phase:robustness versus∆r,aandb(ensemble controllability).
Chirped control on the Bloch sphere.
The chirped dynamicsidtdφ= ∆r2+wσz+v2σx
|φiwith w =acos(t)andv =bsin2(t)reads
d
dtM~ = (bsin2(t)~ı+ (∆r +acos(t))~k)
| {z }
=Ω~t
×M~
The initial condition|φi0=|gimeans thatM~0=−~k and Ω~0= (∆r +a)~k with∆r+a>0.
Since~Ωnever vanishes fort∈[0,π], adiabatic theorem implies thatM~ follows the direction of−Ω, i.e. that~ M~ ≈ − ~Ω
k~Ωk (see matlab simulationsAdiabaticBloch.m).
Att = π,~Ω = (∆r −a)~k with∆r −a<0: M~π
=~k and thus
|φiπ
=eϑ|ei.
Adiabatic propagatorU(t)forH(t) = ∆2rσz +v(t)2 σy (1)
Consider the propagatorU∈SU(2), solution of
d
dtU(t) =−iH(t)U(t) =−i
∆r
2 σz+v(t)2 σy
U(t), U(0) =I assuming 0< 1,∆r >0 andv =f(s)(s=t) where [0,1]3s 7→f(s)is smooth andf(0) =f(1) =0.
We have
U(1/) =e−iϑσ¯ z +O() whereϑ¯is given by the integral:
ϑ¯= 12 Z 1/
0
q
∆2r +f2(t)dt.
The phaseϑ¯is only due to the time integral of theH(t) eigenvalues (dynamic phaseonly, no Berry phase for such adiabatic evolution).
Adiabatic propagatorU(t)forH(t) = ∆2rσz +v(t)2 σy (2) The frame(|−is,|+is)that diagonalizeH(s)(s=t) H(s)|±is =±
√
∆2r+f2(s)
2 |±is,reads
|−is =cosξs|gi+isinξs|ei, |+is =isinξs|gi+cosξs|ei whereµs =p
1+ (f(s)/∆r)2gives cosξs=p
(µs+1)/(2µs), sinξs =p
(µs−1)/(2µs) The passage from the(|gi,|ei)to(|−is,|+is)corresponds, in the Bloch sphere representation, to a rotation around the X-axis of angle−2ξs:
|−is =eiξsσx|gi, |+is =eiξsσx|ei
Thus we have
∆r
2 σz+ f(s)2 σy =
√
∆2r+f2(s)
2 e−iξsσxσzeiξsσx.
Adiabatic propagatorU(t)forH(t) = ∆2rσz +v(t)2 σy (3) Consider dtd |ψi=−iH(t)|ψi, set
ϑ(t) = 12 Z t
0
q
∆2r +f2(τ)dτ
set|ψi=eiξtσxe−iϑ(t)σz|φi. Then, withξs0 = dsdξs,
d
dt |φi=−iξt0 eiϑ(t)σz σx e−iϑ(t)σz|φi=−iξt0 σx e−2iϑ(t)σz|φi. In averageξ0t σx e−2iϑ(t)σz gives zero up to first order terms in (useRt
0e−2iϑ(τ)σzdτ =A(t)withA(t)bounded on[0,1/]). Then
|φit ≈ |φi0=e−iξ0σx|ψi0is almost constant and thus
|ψit =eiξtσxe−iϑ(t)σze−iξ0σx |ψi0+O().
The propagator reads then fort ∈[0,1/], U(t) =eiξtσxe−iϑ(t)σz +O() sinceξ0=0 results fromf(0) =0.
Multi-frequency averaging: second order
Consider the two systems
d
dt |φi=
B¯+ dtdB(t)e
|φi, and
d dt
φ2nd
E
= (B¯−2D)¯ φ2nd
E , initialized at the same state
φ2nd
E
0=|φi0. Theorem: second order approximation Consider the functions|φiand
φ2ndE
initialized at the same state and following the above dynamics. Then, there exist M>0 andη >0 such that for all∈]0, η[we have
max
t∈
0,1 2
|φit− φ2nd
E
t
≤M
Multi-frequency averaging: second order
Proof’s idea
Another almost periodic change of variables
|ξi=
1−2
[ ¯B,C(t)]e −D(t)e
|χi.
The dynamics can be written as
d dt |ξi=
B¯ −2D¯ +3G(,t)
|ξi
whereGis almost periodic and therefore uniformly bounded in time.
Approximation recipes
We consider the Hamiltonian
H =H0+
m
X
k=1
ukHk, uk(t) =
r
X
j=1
uk,jeωjt +u∗k,je−ωjt.
The Hamiltonian in interaction frame Hint(t) =X
k,j
uk,jeωjt +u∗k,je−ωjt
eiH0tHke−iH0t
We define thefirst order Hamiltonian Hrwa1st =Hint= lim
T→∞
1 T
Z T 0
Hint(t)dt,
and thesecond order Hamiltonian Hrwa2nd =Hrwa1st−i Hint−Hint
Z
t
(Hint−Hint)
Application to a 2-level system Inidtd |ψi= ω2egσz+u2σx
|ψi, take a resonant control
u=ueiωegt +u∗e−iωegt withuslowly varying complex amplitude
dtdu
ωeg|u|. SetH0= ω2egσz andH1= u2σx and consider
|ψi=e−
iωeg t
2 σz|φito eliminate thedriftH0and to get the Hamiltonian in the interaction frame:
idtd |φi= u 2e
iωeg t
2 σzσxe−
iωeg t
2 σz|φi=Hint|φi
withHint = u2eiωegt
σ+=|eihg|
z }| { σx+iσy
2 +u2e−iωegt
σ−=|gihe|
z }| { σx−iσy
The RWA consists in neglecting the oscillating terms at2 frequency 2ωeg when|u| Ω:
Hint =
ue2iωegt+u∗ 2
σ++
u+u∗e−2iωegt 2
σ−. Thus
Hint = u∗σ++uσ−
2 .
Second order approximation and Bloch-Siegert shift
The decomposition ofHint, Hint = u2∗σ++u2σ−
| {z }
Hint
+ue2iω2eg tσ++u∗e−2iω2 eg tσ−
| {z }
Hint−Hint
,
provides thefirst order approximation(RWA) Hrwa1st =Hint =limT→∞ T1RT
0 Hint(t)dt,and also the second order approximation Hrwa2nd =Hrwa1st−i Hint−Hint
R
t(Hint−Hint)
. Since R
tHint−Hint = ue4iω2iωeg t
eg σ+− u∗e4iω−2iωeg t
eg σ−, we have Hint−Hint
Z
t
(Hint−Hint)
=−8iω|u|2
egσz
(useσ+2 =σ−2 =0 andσz =σ+σ−−σ−σ+).
Thesecond order approximationreads:
Hrwa2nd =Hrwa1st +|u|2
8ωeg
σz = u2∗σ++u2σ−+|u|2
8ωeg
σz. The 2nd order correction |u|4ω2
rσz is called theBloch-Siegert shift.
Stimulated Raman Adiabatic Passage (STIRAP) (1)
H=ωg|gi hg|+ωe|ei he|+ωf|fi hf| +uµgf |gi hf|+|fi hg|
+uµef |ei hf|+|fi he|
. Setωgf =ωf−ωg,ωef =ωf−ωeand u = ugfcos(ωgft) + uefcos(ωeft) with slowly varying small real am- plitudesugf anduef.
Putidtd |ψi=H|ψiin the interaction frame:
|ψi=e−it(ωg|gihg|+ωe|eihe|+ωf|fihf|)|φi.
Rotation Wave Approximation yieldsidtd |φi=Hrwa|φiwith Hrwa= Ω2gf(|gi hf|+|fi hg|) +Ω2ef(|ei hf|+|fi he|) with slowly varying Rabi pulsationsΩgf =µgfugf and Ωef =µefuef.
Stimulated Raman Adiabatic Passage (STIRAP) (2) Spectral decomposition: as soon asΩ2gf+ Ω2ef >0,
Ωgf(|gihf|+|fihg|)
2 +Ωef(|eihf|+|f2 ihe|) admits 3 distinct eigen-values, Ω−=−
q Ω2gf+Ω2ef
2 , Ω0=0, Ω+=
q Ω2gf+Ω2ef
2 .
They correspond to the following 3 eigen-vectors,
|−i=q Ωgf
2(Ω2gf+Ω2ef)|gi+q Ωef
2(Ω2gf+Ω2ef)|ei −√1
2|fi
|0i=q−Ωef
Ω2gf+Ω2ef |gi+q Ωgf Ω2gf+Ω2ef |ei
|+i=q Ωgf
2(Ω2gf+Ω2ef)|gi+q Ωef
2(Ω2gf+Ω2ef)|ei+√1
2|fi. Fort=s∈[0,3π2]andΩ¯g,Ω¯e>0, the adiabatic control
Ωgf(s) =
Ω¯gcos2s, fors∈[π2,3π2];
0, elsewhere. , Ωef(s) =
Ω¯esin2s, fors∈[0, π];
0, elsewhere.
provides the passage from|giatt=0 to|eiatt = 3π2 . (see matlab simulationsstirap.m).
Stimulated Raman Adiabatic Passage (STIRAP) (3)
Exercice
Design an adiabatic passage s7→(Ωgf(s),Ωef(s))from|gito
−|gi+|ei√
2 , up to a global phase.
0 0.2 0.4 0.6 0.8 1
0 0.2 0.4 0.6 0.8 1
s/π
Ωgf Ωef
Take, e.g., s =t ∈ [0, π]
andΩ¯ >0, and set
Ωgf(s) = Ω¯2 sins−Ω¯4sin 2s Ωef(s) = Ω¯sins
Results from|0i= q−Ωef
Ω2gf+Ω2ef |gi+ q Ωgf Ω2gf+Ω2ef |ei
Controllability of bilinear Schrödinger equations
4Schrödinger equation
idtd |ψi= H0+
m
X
k=1
ukHk
!
|ψi
State controllability
For any|ψaiand|ψbion the unit sphere ofH, there exist a time T >0, a global phaseθ∈[0,2π[and a piecewise continuous control[0,T]3t 7→u(t)such that the solution with initial condition|ψi0=|ψaisatisfies|ψiT =eiθ|ψbi.
4See, e.g.,Introduction to Quantum Control and Dynamicsby D. D’Alessandro. Chapman & Hall/CRC, 2008.
Controllability of bilinear Schrödinger equations
Propagator equation:
idtdU= H0+
m
X
k=1
ukHk
!
U, U(0) =1
We have|ψit =U(t)|ψi0. Operator controllability
For any unitary operatorV onH, there exist a timeT >0, a global phaseθand a piecewise continuous control
[0,T]3t7→u(t)such that the solution of propagator equation satisfiesUT =eiθV.
Operator controllability implies state controllability
Lie-algebra rank condition
d
dtU= A0+
m
X
k=1
ukAk
! U
withAk =Hk/i are skew-Hermitian. We define L0=span{A0,A1, . . . ,Am} L1=span(L0,[L0,L0]) L2=span(L1,[L1,L1])
...
L=Lν =span(Lν−1,[Lν−1,Lν−1]) Lie Algebra Rank Condition
Operator controllableif, and only if, the Lie algebra generated by them+1 skew-Hermitian matrices{−iH0,−iH1, . . . ,−iHm}is either su(n)oru(n).
Exercice
Show that idtd |ψi= ω2egσz+u2σx
|ψi,|ψi ∈C2is controllable.
A simple sufficient condition
We considerH=H0+uH1,(|ji)j=1,...,nthe eigenbasis ofH0. We assumeH0|ji=ωj|jiwhereωj ∈R, we consider a graphG:
V ={|1i, . . . ,|ni}, E ={(|j1i,|j2i)|1≤j1<j2≤n, hj1|H1|j2i 6=0}. Gamits a degenerate transition if there exist(|j1i,|j2i)∈E and (|l1i,|l2i)∈E, admitting the same transition frequencies,
|ωj1−ωj2|=|ωl1−ωl2|.
A sufficient controllability condition
Remove fromE, all the edges with identical transition frequencies.
Denote byE¯ ⊂Ethe reduced set of edges without degenerate transitions and byG¯ = (V,E). If¯ G¯ is connected, then the system is operator controllable.