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Long-time Entanglementin the Quantum Walk
Gonzalo Abal, Raul Donangelo∗, Hugo Fort
Instituto de Fısica, Universidad de la Republica, Montevideo∗ Instituto de Fısica, UFRJ, Rio de Janeiro
other collaborators at Montevideo:
A. Romanelli, R. Siri and A. Auyuanet (now PhD student at UFRJ)
talk at WECIQ06, UCPel, RS, october 2006. WECIQ06 – p. 1/21
Why look at the Quantum Walk?
some of the best classical algorithms for “hard” problems
(NP-complete) are based on random walks
quantum walks spread faster than random walks
* exponentially faster hitting time
in a hypercube(J. Kempe, quant-ph/0205083)
experimentally at the “proof of principle” stage:
* linear optics(B. Do et al., J. Opt. Soc. Am.B22, 400,2005)
* liquid-state NMR processor(C. Ryan et al, quant-ph/0507267)
version of Grover’s oracle search algorithm on QW:N → N 1/2
Shenvi et al., quant-ph/0210064WECIQ06 – p. 2/21
Quantum Walk on a line
(Y. Aharonov, N. Zagury, L. Davidovich, PRA 48, p.1687, 1993)
|R>|L>
xx− 1 x + 1
the quantum walk uses an additional qubit,
to model the“coin” state
|χ〉 = a|L〉+ b|R〉
WECIQ06 – p. 3/21
quantum walk on the line
discrete position space,Hx, spanned by integersx
{. . . , | − 1〉, |0〉, |1〉, . . .}
coin space,Hc, spanned by{|L〉, |R〉}joint spaceH = Hx ⊗Hc,
quantum state of the walker is described by
|Ψ〉 =∞∑
x=−∞(ax|L〉+ bx|R〉)⊗ |x〉
WECIQ06 – p. 4/21
evolution operator
one-step:U = S · (Ix ⊗ UC)
︸ ︷︷ ︸
analog to coin tossing
unitary coin evolution (i.e.UC = H, a Hadamard coin)
followed by aconditional shift operationin H
S =∑
x
|x− 1〉〈x| ⊗ |L〉〈L|+ |x + 1〉〈x| ⊗ |R〉〈R|
aftert steps,|Ψ(t)〉 = U t|Ψ(0)〉 ←− discrete-time quantum walk
WECIQ06 – p. 5/21
coherent evolution
(symmetric initial condition atx = 0, aftert = 100 steps)
position probability distribution variance vs. time
-100 -50 0 50 100position, n
0
0,02
0,04
0,06
0,08
P(n
)
Hadamard WalkSymmetric initial conditions
0 20 40 60 80 100time
0
500
1000
1500
2000
2500
3000
<n2 >
Hadamard walk on the linesymmetric initial state
P (x, t) = |ax|2 + |bx|2 σ2(t) ∝ t2
Classically, the random walk hasσ2clas ∝ t
Pclas(x, t) satisfies a diffusion equationWECIQ06 – p. 6/21
coin-position entanglement
the conditional shift operation is non-separable,∑
x
|x− 1〉〈x| ⊗ |L〉〈L|+ |x + 1〉〈x| ⊗ |R〉〈R|
it entangles the coin and positionof the walker
How do we quantify this entanglement?
WECIQ06 – p. 7/21
coin-position entanglement
for a pure state,ρ = |Ψ〉〈Ψ|, bipartite entanglement may be
quantified using the entropy of thereduced density operator,
ρc = tracex(ρ) =
∑
x |ax|2∑
x axb∗x
∑
x a∗xbx
∑
x |bx|2
WECIQ06 – p. 7/21
coin-position entanglement
for a pure state,ρ = |Ψ〉〈Ψ|, bipartite entanglement may be
quantified using the entropy of thereduced density operator,
ρc = tracex(ρ) =
∑
x |ax|2∑
x axb∗x
∑
x a∗xbx
∑
x |bx|2
for eigenvaluesr and1− r theentropy of entanglementis
SE ≡ −trace(ρc log ρc) = − [r log2 r + (1− r) log2(1− r)]
(SE = 0 for a product state,SE = 1 for full entanglement)
WECIQ06 – p. 7/21
entanglement vs. time
3 initial conditions (same coin state):
|Ψ0〉 = |χc〉 ⊗ |0〉
|Ψ±〉 = |χc〉 ⊗ (| − 1〉 ± | 1〉)/√
2
asymptotic(t≫ 1) values
initial SE
|Ψ+〉 0.98 . . .
|Ψ0〉 0.87 . . .
|Ψ−〉 0.66 . . .
0 10 20 30 40 50 60t
0
0,2
0,4
0,6
0,8
1SE
0 1 2 3 4 5t
0
0,5
1SE
blue: |Ψ+〉; black: |Ψ0〉; red: |Ψ−〉fixed coin:|χc〉 ≡ (|R〉 + i|L〉)/
√2
WECIQ06 – p. 8/21
SE can be obtained analytically
in the Fourier representation|k〉 =∑
x eikx|x〉,
state vector−→ |Φ〉 =
∫ π
π
dk
2π|k〉 ⊗ (ak|R〉+ bkL)
the evolution operator
is diagonal ink space Uk =1√2
e−ik e−ik
eik −eik
|Φk(t)〉 = U tk|Φk(0)〉 andρc can be explicitly calculated fort≫ 1
exact asymptotict≫ 1 expressions for the eigenvalues(r, 1− r) of
ρc are obtained...
details:
G. Abal, R. Siri, A. Romanelli and R. Donangelo, PRA73, 042302, 069905(E)(2006);
quant-ph/0507264WECIQ06 – p. 9/21
eigenvalues ofρc (outline)
write r as
r(t) =1
2
[
1 +√
1− 4∆(t)]
where∆ = AC − |B|2 is the determinant ofρc,
A(t) ≡∑
x
|ax|2 =
∫ π
−π
dk
2π|ak|2
B(t) ≡∑
x
axb∗x =
∫ π
−π
dk
2πakb
∗k (1)
C(t) ≡∑
x
|bx|2 =
∫ π
−π
dk
2π|bk|2.
Normalization requires trace(ρ) = A + C = 1.
WECIQ06 – p. 10/21
dependence on initial coin
Local initial state|Ψ(0)〉 = |χc〉 ⊗ |0〉 with arbitrary coin state
|χc〉 ≡ cos α|L〉+ eiβ sin α|R〉
WECIQ06 – p. 11/21
dependence on initial coin
Local initial state|Ψ(0)〉 = |χc〉 ⊗ |0〉 with arbitrary coin state
|χc〉 ≡ cos α|L〉+ eiβ sin α|R〉
after some “straightforward calculations”,
limt≫1
∆ = ∆0 − 2b21 cos β sin(4α)
with ∆0 = (√
2− 1)/2 andb1 = (2−√
2)/4.
WECIQ06 – p. 11/21
dependence on initial coin
Local initial state|Ψ(0)〉 = |χc〉 ⊗ |0〉 with arbitrary coin state
|χc〉 ≡ cos α|L〉+ eiβ sin α|R〉
extreme values:
0.74 . SE . 1
−π/2 −π/4 0 π/4 π/2 −π/8 −3π/8 π/8 3π/4 α
0.7
0.8
0.9
1SE
β=0β = π/2β=π/4
WECIQ06 – p. 11/21
fixed coin, non-local initial conditions
position subspace spanned by| ± 1〉 with |χc〉 = (|R〉+ i|L〉)/√
2
|Ψ(0)〉 =(cos θ| − 1〉+ sin θ e−iϕ| 1〉
)⊗ |χc〉
the same analytical method givesSE exactly
–10
1
theta
–2
0
2
phi
0.7
0.8
0.9
Sc
+
+
+
-
-
-0
0
−π/2
−π/2
π/2
π/2−π/4 π/4π
−π
θ
ϕ
WECIQ06 – p. 12/21
non-local i.c., fixed relative phaseϕ
position subspace spanned by{| − 1〉, | + 1〉}
|Ψ(0)〉 =(cos θ| − 1〉+ sin θ e−iϕ| 1〉
)⊗ |χc〉
-π/2 -π/4 0 π/4 π/2θ
0,6
0,7
0,8
0,9
1S
E
0.872
0.661
0.979ϕ= ±π
WECIQ06 – p. 13/21
Effect of more non-locality in the i.c.
local initial states:SE & 0.76
initial states in subspace spanned by| ± 1〉: SE & 0.66
gaussian initial state with spread∼ σx ≫ 1
SE ∼ log2 σ/4σ4 → 0
with enough non-locality in the initial state
all entanglement levels may be (asymptotically) obtained
WECIQ06 – p. 14/21
Two quantum walkers
U = S · (I ⊗ Uc)
the conditional shift now involves
two particles
S =∑
x,y
|x + 1, y + 1〉〈x, y| ⊗ |00〉〈00| +
|x− 1, y + 1〉〈x, y| ⊗ |01〉〈01| +|x + 1, y − 1〉〈x, y| ⊗ |10〉〈10| +|x− 1, y − 1〉〈x, y| ⊗ |11〉〈11|
x
y
-1 1
-1
1
|00〉
|01〉
|10〉
|11〉
x→ particle 1
y → particle 2
the coin operationUc now acts on two qubits
WECIQ06 – p. 15/21
separable coin operations
entanglement between 1 and 2 is conserved
for UC = H ⊗H (Hadamard walk)
joint probability distribution aftert = 100 steps
-150-100
-50 0
50 100
150-150-100
-50 0
50 100
150
0
0.001
0.002
0.003
0.004
0.005
0.006
X
Y
product state initial coin
|χ1〉 = 12(|0〉+ i|1〉)⊗2
-150-100
-50 0
50 100
150-150-100
-50 0
50 100
0 0.002 0.004 0.006 0.008 0.01
0.012 0.014 0.016 0.018
X
Y
product state initial coin
|χ2〉 = 12(|0〉 − |1〉)⊗2
WECIQ06 – p. 16/21
Non-separable coin operations
Grover’s coin
G =1
2
−1 1 1 1
1 −1 1 1
1 1 −1 1
1 1 1 −1
-150-100
-50 0
50 100
150-150-100
-50 0
50 100
0
0.0005
0.001
0.0015
0.002
0.0025
0.003
0.0035
X
Y
|χ2〉 =1
2(|00〉−|01〉−|10〉+|11〉)
WECIQ06 – p. 17/21
Non-separable coin operations
Grover’s coin
G =1
2
−1 1 1 1
1 −1 1 1
1 1 −1 1
1 1 1 −1
-150-100
-50 0
50 100
150-150-100
-50 0
50 100
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
X
Y
|χ1〉 =1
2(|00〉+i|01〉+i|10〉−|11〉)
initial coin state makes all the difference!WECIQ06 – p. 17/21
Non-separable coin operations
RP coin (of interest for iterated
Quantum Games)A
B
H
UC = CNOT · (H ⊗ I)
=1√2
1 0 1 0
0 1 0 1
0 1 0 −1
1 0 −1 0
-150-100
-50 0
50 100
-150
-100
-50
0
50
100 0
0.002 0.004 0.006 0.008
0.01 0.012 0.014 0.016 0.018
RPA coin
X
Y
|χ1〉 =1
2(|00〉+i|01〉+i|10〉−|11
WECIQ06 – p. 18/21
Entanglement between both walkers
1 10 100t
0
1
2
3
4
5
6
SE
Gr χ1Gr χ2RP χ1RP χ2
for the cases considered the entanglement increases logarithmically
SE(t) ∼ log2 tc with c ≃ 0.9
except for Grover’s coin with|χ1〉, for whichc ≃ 0.6WECIQ06 – p. 19/21
In sum – To do list
inter-particle entanglement generated by Grover and RP coins
increases at a well defined logarithmic rate
the localized distribution from Grover’s coin has the lowest
rate...
other important non-separable coin operations need to be
investigated (FFT?)
analytical methods (as in 1D case) may clarify the dependence
on initial conditions.
given that entanglement can be generated byU at alog t rate,
what happens in the presence of weak noise?
WECIQ06 – p. 20/21