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Open Quantum Walks with
Noncommuting Jump Operators
R. C. F. Caballar, I. Sinayskiy and F. Petruccione
Caballar@ukzn.ac.za, ilsinay@gmail.com, petruccione@ukzn.ac.za
Outline
● Open Quantum Walks: A Very Short Review
● Homogeneous Open Quantum Walks
● Dynamical Properties
● Analytic Derivation of the Probability
Distribution
● Conclusion
Open Quantum Walks: A
Very Short Review
Open Quantum Walks
● Classical Random Walk – system is in a
superposition of position probabilities
● Quantum Random Walk – system is in a
superposition of position and internal states
– Wide applications in quantum computing
– Have been experimentally realized
● Open Quantum Random Walk – evolution is
due to interaction between system and
environment
Open Quantum Walks
● Total Hilbert Space: HP
x HI
● Evolution: discrete timesteps (via unitary U) or
continuous (Schrodinger equation)
● Quantum computing algorithms based on open
quantum walks
– Unitary operator U or Hamiltonian
– Measurement of position at the end of the
evolution
– Decoherence effects for control of walker
Open Quantum Walks
● If a model of computation is universal, it can be
used to simulate any other model of
computation.
● Quantum computation via continuous time
quantum walk (Childs, Phys. Rev. Lett. 102,
180501 (2009)) or discrete time quantum walk
Lovett et al, Phys. Rev. A 81(4), 042330 (2010))
is universal
● Basis: universal gate sets can be simulated by
a quantum walk on different graphs
Open Quantum Walks
M j
i
=Bj
i
׿¿
Walker's internal state
changes as it jumps
from node to node
(fig. from Sinayskiy and
Petruccione, Phys. Scr. T151,
014077 (2012)
● Jump operator: Bi
j
● Normalization:
● Time evolution:
● Probability
distribution:
∑
i
B j
i†
B j
i
=I
ρi
[n+1]
=∑
j
B j
i
ρj
[n]
B j
i †
Pi
[n+1]
=Tr (ρi
[n+1]
)
Applications of Open Quantum Walks
● Dissipative Quantum computing algorithms
– Two nodes: Single-qubit operations
– More nodes: Multi-qubit operations
● Dissipative quantum state preparation
– Two nodes: Single-qubit states
– More nodes: Multiple Qubit States
● Efficient quantum transport of excitations
Primary references: Attal et al, Phys. Lett. A 376, 1545
(2012)) and Sinayskiy and Petruccione, Quant. Inf. Quan.
Proc. 11, 1301-1309 (2012)
Homogeneous Open
Quantum Walks
Homogeneous open quantum walks on
the line
ρ0
[0]
=∑
j=1
N
P j∣j〉〈 j∣+ ∑
j, l=1
N
qjl∣j〉〈l∣
● Initial state of the system:
● Time evolution:
● Normalization:
(fig. from Sinayskiy and Petruccione, Phys. Scr. T151, 014077 (2012)
ρi
[n+1]
=Bρi+1
[n]
B
†
+Cρi−1
[n]
C
†
B
†
B+C
†
C=I
Dynamics of Homogeneous OQWs
Consider an open quantum walk on Zd
given by
Let where ei
is part of a canonical
basis in Zd
, ei+d
= -ei
. m is the mean value.
Lemma (Attal et al, arXiv: 1206.1472)
For every l in Rd
, there is a solution to
The difference between any two solutions of this
equation is a multiple of the identity.
L(ρ)=∑i=1
2d
̂Ai ρ
̂
Ai
†
m=∑i=1
N
Tr( ̂Ai ρ∞
̂
Ai
†
)ei
( ̂L−L
*
( ̂L))=∑i=1
2d
̂
Ai
† ̂Ai(ei l)−(ml)I
Dynamics of Homogeneous OQWs
Theorem (Attal et al, arXiv: 1206.1472)
Consider the stationary open quantum walk on Zd
associated to the operators {A1
,...,A2d
}. Assume
that the completely positive map
admits a unique invariant state Let (rn
, Xn
)n>0
be the quantum trajectory process associated to
this open quantum walk.
L(ρ)=∑i=1
2d
̂Ai ρ
̂
Ai
†
ρ∞ .
Dynamics of Homogeneous OQWs
Then
converges in law to the Gaussian distribution
N(0,C) in Rd
with covariance matrix:
Cij=δij (Tr( ̂Aiρ∞
̂Ai
†
)+Tr( ̂Ai+d ρ∞
̂Ai+d
†
))−mi m j
+(Tr( ̂Ai ρ∞
̂
Ai
† ̂L j)+Tr( ̂Ajρ∞
̂
Aj
† ̂Li)−Tr( ̂Ai+d ρ∞
̂
Ai+d
† ̂L j)−Tr( ̂Aj+d ρ∞
̂
Aj+d
† ̂Li))
−(mi Tr(ρ∞
̂Lj)+m jTr (ρ∞
̂Li))
X n −nm
√n
Dynamics of Homogeneous OQWs
Particular case: d = 1, jump operators A1
and A2
m=Tr ( ̂A1ρ∞
̂A1
†
)−Tr( ̂A2ρ∞
̂A2
†
)
̂L−L*
( ̂L)= ̂A1
† ̂A1− ̂A2
† ̂A2−mI=2 ̂A1
† ̂A1−(1+m)I
σ2
=Tr( ̂A1ρ∞
̂A1
†
)+Tr ( ̂A2 ρ∞
̂A2
†
)−m2
+2(Tr( ̂A1ρ∞
̂
A1
† ̂L)−Tr( ̂A2ρ∞
̂
A2
† ̂L))−2mTr(ρ∞
̂L)
Dynamical Properties
General Form of the Jump Operators
● B is diagonalizable:
● Invariance of normalization condition:
● General form of C:
– Ujk
are elements of an irreducible unitary matrix
U.
B
†
B+C
†
C=I
̂B=V
†
BV =∑
j=1
N
bj∣j〉〈 j∣
̂B† ̂B+ ̂C† ̂C=I
̂C= ∑
j , k=1
N
√1−∣bk
2
∣U jk∣j〉〈k∣,∑
j=1
N
U jn
✳
U jk=δn ,k
Steady State of the Jump Operators
● General form:
● Steady state condition:
● One solution to this equation:
● Attal et al's central limit theorem can be applied
ρ∞=Bρ∞ B
†
+Cρ∞ C
†
ρ∞= ∑
j , k=1
N
ρjk∣j〉〈k∣
ρjk=b j bk
*
ρjk+∑l , m=1
N
√(1−∣bl∣
2
)(1−∣bm∣
2
)U jl U km
*
ρlm
ρ∞=
1
R
∑
j
N
1
1−∣bj∣
2
∣j〉〈 j∣ R=∑
j
N
1
1−∣b j∣
2
m=∑j=1
N 2∣bj∣
2
−1
1−∣b j∣
2
General Case
●
● Large n: Distribution becomes normal
● Uj
are irreducible
● Number of irreducible block diagonals Uj
in C =
number of peaks in distribution
● Solitonic component → bj
=0 or 1, Uj
is a scalar
equal to 1 or 0
̂U = ∑
j , k=1
m
√1−∣bk
2
∣U jk∣j 〉〈k∣,
∑
j=1
m
U jn
✳
U jk=δn, k
̂C=
(
̂U 1 0 0…0
0 ̂U 2 0…0
⋮ ⋮ ⋮⋱⋮
0 0 0… ̂U N
)
N=7, n=500
● U1
, U2
and U3
are 2 x
2 irreducible unitary
blocks.
● U4
= 1
● Eigenvalues: b1
=0.35,
b2
=0.4, b3
=0.55,
b4
=0.65, b5
=0.8,
b1
=0.85, b7
=1
● Initial state is diagonal
N=5, n=500
● U1
and U2
are 2 x 2
irreducible unitary
blocks.
● U3
= 1
● Eigenvalues: b1
=0.23,
b2
=0.28, b3
=0.84,
b4
=0.87, b5
=1
● Initial state is diagonal
N=7, n=500
● U1
, U2
and U3
are 2 x
2 irreducible unitary
blocks.
● U4
= 1
● Eigenvalues: b1
=0.21,
b2
=0.26, b3
=0.7,
b4
=0.71, b5
=0.8,
b1
=0.85, b7
=1
● Initial state is diagonal
Analytic Derivation of the
Probability Distributions
What do these distributions tell us?
● The spectrum of B and the structure of C
determines the asymptotic probability
distribution of the system.
● Knowing the analytic form of the distribution will
tell us immediately what the system's dynamical
behavior will be at any instant of time.
● Given the spectrum of B and the structure of C,
we can immediately construct the system's
probability distribution to tell us its dynamical
behavior at any instant of time.
Special cases: Exact results
● Case 1: Commuting jump operators (I. Sinayskiy and F.
Petruccione, Phys. Scr. T151, 014077 (2012))
● Case 2: Noncommuting jump operators (R. C. F.
Caballar, I. Sinayskiy and F. Petruccione, in preparation)
● Probability distribution, case 1:
̂B=∑
j=1
N
b j∣j 〉〈 j∣ ̂C=∑
j=1
N
c j∣j 〉〈 j∣ ∀ j ,∣bj∣
2
+∣cj∣
2
=1
̂C=∑
k=1
N
√1−∣bk
2
∣∣π(k)〉〈k∣̂B=∑
j=1
N
b j∣j 〉〈 j∣
Pk
[n]
=∑
j=1
N
( n
(n−k)/2)∣bj
2
∣
(n−k)/2
∣cj
2
∣
(n+k)/2
P j
̄xj=n(∣bj∣
2
−∣cj∣
2
),σ(xj)=2√n∣bj∣∣cj∣
Time evolution and probability
distribution
● Probability distribution, case 2:
● For both cases, the distribution is normal even
for small timesteps n
– Limiting case: bj
= 0 or 1 (solitonic)
Pk
[n]
=∑
j=1
N
( n
(n−k)/2)(∣bj∣
2
)
(n−k)/2
(1−∣bj∣
2
)
(n+k)/2
P j
̄xj=n(2∣bj∣2
−1),σ(xj)=2√n∣bj∣√1−∣bj∣2
Time evolution and probability
distribution
● (Konno and Yoo, J.
Stat. Phys. 150, 299
(2012)) Given an
initial state r0
, the
probability distribution
can be computed as
follows:
Px
(n)
=
1
2π
∫K
dk e−ikx
Tr(ρ0Y n(k))
Y n(k)=(eik ̂B† ̂B+e−ik ̂C† ̂C)n
I
Probability Distribution, General Case
Probability Distribution, General Case
What we have done and what remains to
be done
● Without having to numerically evolve the
system, we can determine, at any instant of
time, the dynamical behavior of the system by
looking at the analytic form of the distribution.
– Distribution is expressed in terms of the
spectrum of B and the matrix elements of C
● What remains to be done:
– Compute for the covariance of the distribution
What we have done and what remains to
be done
● If C has N irreducible block diagonals Uj
then
the probability distribution will have N
components, each of the form given by P(n)
x
● There will then be N peaks in the distribution.
● Form of C will determine the number of peaks
present in the distribution.
Conclusion
● For a homogeneous open quantum walk on the
line, the distribution's asymptotic form is either a
normal or solitonic distribution.
● The distribution's analytic form is a function of
the spectrum of B and the matrix elements of C.
● Distribution's analytic form tells us at any instant
of time what the system's dynamical behavior
will be.

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2014 04 22 wits presentation oqw

  • 1. Open Quantum Walks with Noncommuting Jump Operators R. C. F. Caballar, I. Sinayskiy and F. Petruccione Caballar@ukzn.ac.za, ilsinay@gmail.com, petruccione@ukzn.ac.za
  • 2. Outline ● Open Quantum Walks: A Very Short Review ● Homogeneous Open Quantum Walks ● Dynamical Properties ● Analytic Derivation of the Probability Distribution ● Conclusion
  • 3. Open Quantum Walks: A Very Short Review
  • 4. Open Quantum Walks ● Classical Random Walk – system is in a superposition of position probabilities ● Quantum Random Walk – system is in a superposition of position and internal states – Wide applications in quantum computing – Have been experimentally realized ● Open Quantum Random Walk – evolution is due to interaction between system and environment
  • 5. Open Quantum Walks ● Total Hilbert Space: HP x HI ● Evolution: discrete timesteps (via unitary U) or continuous (Schrodinger equation) ● Quantum computing algorithms based on open quantum walks – Unitary operator U or Hamiltonian – Measurement of position at the end of the evolution – Decoherence effects for control of walker
  • 6. Open Quantum Walks ● If a model of computation is universal, it can be used to simulate any other model of computation. ● Quantum computation via continuous time quantum walk (Childs, Phys. Rev. Lett. 102, 180501 (2009)) or discrete time quantum walk Lovett et al, Phys. Rev. A 81(4), 042330 (2010)) is universal ● Basis: universal gate sets can be simulated by a quantum walk on different graphs
  • 7. Open Quantum Walks M j i =Bj i ׿¿ Walker's internal state changes as it jumps from node to node (fig. from Sinayskiy and Petruccione, Phys. Scr. T151, 014077 (2012) ● Jump operator: Bi j ● Normalization: ● Time evolution: ● Probability distribution: ∑ i B j i† B j i =I ρi [n+1] =∑ j B j i ρj [n] B j i † Pi [n+1] =Tr (ρi [n+1] )
  • 8. Applications of Open Quantum Walks ● Dissipative Quantum computing algorithms – Two nodes: Single-qubit operations – More nodes: Multi-qubit operations ● Dissipative quantum state preparation – Two nodes: Single-qubit states – More nodes: Multiple Qubit States ● Efficient quantum transport of excitations Primary references: Attal et al, Phys. Lett. A 376, 1545 (2012)) and Sinayskiy and Petruccione, Quant. Inf. Quan. Proc. 11, 1301-1309 (2012)
  • 10. Homogeneous open quantum walks on the line ρ0 [0] =∑ j=1 N P j∣j〉〈 j∣+ ∑ j, l=1 N qjl∣j〉〈l∣ ● Initial state of the system: ● Time evolution: ● Normalization: (fig. from Sinayskiy and Petruccione, Phys. Scr. T151, 014077 (2012) ρi [n+1] =Bρi+1 [n] B † +Cρi−1 [n] C † B † B+C † C=I
  • 11. Dynamics of Homogeneous OQWs Consider an open quantum walk on Zd given by Let where ei is part of a canonical basis in Zd , ei+d = -ei . m is the mean value. Lemma (Attal et al, arXiv: 1206.1472) For every l in Rd , there is a solution to The difference between any two solutions of this equation is a multiple of the identity. L(ρ)=∑i=1 2d ̂Ai ρ ̂ Ai † m=∑i=1 N Tr( ̂Ai ρ∞ ̂ Ai † )ei ( ̂L−L * ( ̂L))=∑i=1 2d ̂ Ai † ̂Ai(ei l)−(ml)I
  • 12. Dynamics of Homogeneous OQWs Theorem (Attal et al, arXiv: 1206.1472) Consider the stationary open quantum walk on Zd associated to the operators {A1 ,...,A2d }. Assume that the completely positive map admits a unique invariant state Let (rn , Xn )n>0 be the quantum trajectory process associated to this open quantum walk. L(ρ)=∑i=1 2d ̂Ai ρ ̂ Ai † ρ∞ .
  • 13. Dynamics of Homogeneous OQWs Then converges in law to the Gaussian distribution N(0,C) in Rd with covariance matrix: Cij=δij (Tr( ̂Aiρ∞ ̂Ai † )+Tr( ̂Ai+d ρ∞ ̂Ai+d † ))−mi m j +(Tr( ̂Ai ρ∞ ̂ Ai † ̂L j)+Tr( ̂Ajρ∞ ̂ Aj † ̂Li)−Tr( ̂Ai+d ρ∞ ̂ Ai+d † ̂L j)−Tr( ̂Aj+d ρ∞ ̂ Aj+d † ̂Li)) −(mi Tr(ρ∞ ̂Lj)+m jTr (ρ∞ ̂Li)) X n −nm √n
  • 14. Dynamics of Homogeneous OQWs Particular case: d = 1, jump operators A1 and A2 m=Tr ( ̂A1ρ∞ ̂A1 † )−Tr( ̂A2ρ∞ ̂A2 † ) ̂L−L* ( ̂L)= ̂A1 † ̂A1− ̂A2 † ̂A2−mI=2 ̂A1 † ̂A1−(1+m)I σ2 =Tr( ̂A1ρ∞ ̂A1 † )+Tr ( ̂A2 ρ∞ ̂A2 † )−m2 +2(Tr( ̂A1ρ∞ ̂ A1 † ̂L)−Tr( ̂A2ρ∞ ̂ A2 † ̂L))−2mTr(ρ∞ ̂L)
  • 16. General Form of the Jump Operators ● B is diagonalizable: ● Invariance of normalization condition: ● General form of C: – Ujk are elements of an irreducible unitary matrix U. B † B+C † C=I ̂B=V † BV =∑ j=1 N bj∣j〉〈 j∣ ̂B† ̂B+ ̂C† ̂C=I ̂C= ∑ j , k=1 N √1−∣bk 2 ∣U jk∣j〉〈k∣,∑ j=1 N U jn ✳ U jk=δn ,k
  • 17. Steady State of the Jump Operators ● General form: ● Steady state condition: ● One solution to this equation: ● Attal et al's central limit theorem can be applied ρ∞=Bρ∞ B † +Cρ∞ C † ρ∞= ∑ j , k=1 N ρjk∣j〉〈k∣ ρjk=b j bk * ρjk+∑l , m=1 N √(1−∣bl∣ 2 )(1−∣bm∣ 2 )U jl U km * ρlm ρ∞= 1 R ∑ j N 1 1−∣bj∣ 2 ∣j〉〈 j∣ R=∑ j N 1 1−∣b j∣ 2 m=∑j=1 N 2∣bj∣ 2 −1 1−∣b j∣ 2
  • 18. General Case ● ● Large n: Distribution becomes normal ● Uj are irreducible ● Number of irreducible block diagonals Uj in C = number of peaks in distribution ● Solitonic component → bj =0 or 1, Uj is a scalar equal to 1 or 0 ̂U = ∑ j , k=1 m √1−∣bk 2 ∣U jk∣j 〉〈k∣, ∑ j=1 m U jn ✳ U jk=δn, k ̂C= ( ̂U 1 0 0…0 0 ̂U 2 0…0 ⋮ ⋮ ⋮⋱⋮ 0 0 0… ̂U N )
  • 19. N=7, n=500 ● U1 , U2 and U3 are 2 x 2 irreducible unitary blocks. ● U4 = 1 ● Eigenvalues: b1 =0.35, b2 =0.4, b3 =0.55, b4 =0.65, b5 =0.8, b1 =0.85, b7 =1 ● Initial state is diagonal
  • 20. N=5, n=500 ● U1 and U2 are 2 x 2 irreducible unitary blocks. ● U3 = 1 ● Eigenvalues: b1 =0.23, b2 =0.28, b3 =0.84, b4 =0.87, b5 =1 ● Initial state is diagonal
  • 21. N=7, n=500 ● U1 , U2 and U3 are 2 x 2 irreducible unitary blocks. ● U4 = 1 ● Eigenvalues: b1 =0.21, b2 =0.26, b3 =0.7, b4 =0.71, b5 =0.8, b1 =0.85, b7 =1 ● Initial state is diagonal
  • 22. Analytic Derivation of the Probability Distributions
  • 23. What do these distributions tell us? ● The spectrum of B and the structure of C determines the asymptotic probability distribution of the system. ● Knowing the analytic form of the distribution will tell us immediately what the system's dynamical behavior will be at any instant of time. ● Given the spectrum of B and the structure of C, we can immediately construct the system's probability distribution to tell us its dynamical behavior at any instant of time.
  • 24. Special cases: Exact results ● Case 1: Commuting jump operators (I. Sinayskiy and F. Petruccione, Phys. Scr. T151, 014077 (2012)) ● Case 2: Noncommuting jump operators (R. C. F. Caballar, I. Sinayskiy and F. Petruccione, in preparation) ● Probability distribution, case 1: ̂B=∑ j=1 N b j∣j 〉〈 j∣ ̂C=∑ j=1 N c j∣j 〉〈 j∣ ∀ j ,∣bj∣ 2 +∣cj∣ 2 =1 ̂C=∑ k=1 N √1−∣bk 2 ∣∣π(k)〉〈k∣̂B=∑ j=1 N b j∣j 〉〈 j∣ Pk [n] =∑ j=1 N ( n (n−k)/2)∣bj 2 ∣ (n−k)/2 ∣cj 2 ∣ (n+k)/2 P j ̄xj=n(∣bj∣ 2 −∣cj∣ 2 ),σ(xj)=2√n∣bj∣∣cj∣
  • 25. Time evolution and probability distribution ● Probability distribution, case 2: ● For both cases, the distribution is normal even for small timesteps n – Limiting case: bj = 0 or 1 (solitonic) Pk [n] =∑ j=1 N ( n (n−k)/2)(∣bj∣ 2 ) (n−k)/2 (1−∣bj∣ 2 ) (n+k)/2 P j ̄xj=n(2∣bj∣2 −1),σ(xj)=2√n∣bj∣√1−∣bj∣2
  • 26. Time evolution and probability distribution ● (Konno and Yoo, J. Stat. Phys. 150, 299 (2012)) Given an initial state r0 , the probability distribution can be computed as follows: Px (n) = 1 2π ∫K dk e−ikx Tr(ρ0Y n(k)) Y n(k)=(eik ̂B† ̂B+e−ik ̂C† ̂C)n I
  • 29. What we have done and what remains to be done ● Without having to numerically evolve the system, we can determine, at any instant of time, the dynamical behavior of the system by looking at the analytic form of the distribution. – Distribution is expressed in terms of the spectrum of B and the matrix elements of C ● What remains to be done: – Compute for the covariance of the distribution
  • 30. What we have done and what remains to be done ● If C has N irreducible block diagonals Uj then the probability distribution will have N components, each of the form given by P(n) x ● There will then be N peaks in the distribution. ● Form of C will determine the number of peaks present in the distribution.
  • 31. Conclusion ● For a homogeneous open quantum walk on the line, the distribution's asymptotic form is either a normal or solitonic distribution. ● The distribution's analytic form is a function of the spectrum of B and the matrix elements of C. ● Distribution's analytic form tells us at any instant of time what the system's dynamical behavior will be.