Depolarization and Mixed States

R. Perry, 20 April 2018, QCE
A quantum system whose state is not completely known may be modeled using a mixed state, i.e. a combination of states and classical probabilities {Ψi, pi} represented by a density matrix: ρ = pii><Ψi|. Mixed states arise from interaction with the environment, an effect generally described as noise.

Depolarization noise produces a density matrix which is a convex combination of an identity (representing full depolarization) and the original system density matrix: (1-η)ρ + ηI/2n, where 0.0 ≤ η ≤ 1.0 is the noise level. It is easy to show that unitary transformations have no effect on a fully depolarized density matrix, since U*I*U = U*U = I.

Here we will use the state vector representation to show that unitary transformations have no effect on a fully depolarized qubit.

Pure State Superposition

First consider amplitudes of a pure state superposition of |0> and |1>:

    x   a
   |0>  1/sqrt(2)
   |1>  1/sqrt(2)
The amplitude squared represents a probability, so we have P(|0>) = P(|1>) = 1/2.

If we perform a Hadamard transformation, the state becomes:

   (H|0> + H|1>)/sqrt(2) = ( (|0> + |1>)/sqrt(2) + (|0> - |1>)/sqrt(2) )/sqrt(2) = |0>

    x   a
   |0>  1
   |1>  0
So now P(|0>) = 1, P(|1>) = 0, and in general unitary transformations on pure states change the measurement probabilities.

Fully Depolarized Qubit

A fully depolarized qubit will have P(|0>) = P(|1>) = 1/2, represented by a mixed state:

    p0 = 1/2          p1 = 1/2

    x   a             x   a
   |0>  1            |0>  0
   |1>  0            |1>  1

This is not a superposition. The state is either |0> or |1> but we do not know which, and either state is equally likely.

Now perform any unitary transformation on this mixed state. As illustrated below from [1], an arbitrary single qubit unitary transformation can be represented by a product of rotations. Omitting the exponential phase terms, since they do not affect the measurement probabilities (i.e. amplitude squared), and using c and s for the cosine and sine, we have:

   U|0> = c|0> + s|1>

   U|1> = -s|0> + c|1>
The state becomes:
    p0 = 1/2          p1 = 1/2

    x   a             x   a
   |0>  c            |0>  -s
   |1>  s            |1>  c
with measurement probabilities still equally likely:
   P(|0>) = (1/2) c2 + (1/2) (-s)2 = 1/2

   P(|1>) = (1/2) s2 + (1/2) c2 = 1/2
To confirm that further unitary transformations will not affect the measurement probabilities, use d and e for the cosine and sine in transformation V:
   V(c|0> + s|1>) = dc|0> + ec|1> -es|0> + ds|1> = (dc-es)|0> + (ec+ds)|1>

   V(-s|0> + c|1>) = -ds|0> -es|1> -ec|0> + dc|1> = (-ds-ec)|0> + (-es+dc)|1>
The state becomes:
    p0 = 1/2              p1 = 1/2

    x   a                 x   a
   |0>  dc-es            |0>  -ds-ec
   |1>  ec+ds            |1>  -es+dc
with measurement probabilities still equally likely, e.g.:
   P(|0>) = (1/2) (dc-es)2 + (1/2) (-ds-ec)2

          = (1/2) (d2c2 + e2s2 -2dces + d2s2 + e2c2 +2dsec)

          = (1/2) (d2(c2 + s2) + e2(s2 + c2))

          = (1/2) (d2 + e2) = 1/2

Partially Depolarized Qubit

A general partially depolarized qubit can be modeled as a combination of an original system state, with complex amplitudes α and β, and the state of a fully depolarized qubit, in proportions (1-η) and η, where 0.0 ≤ η ≤ 1.0 is the noise level:

    (1-η)                           η
                        p0 = 1/2          p1 = 1/2

    x   a                x   a             x   a
   |0>  α               |0>  1            |0>  0
   |1>  β               |1>  0            |1>  1
The measurement probabilities are:
   P(|0>) = (1-η)|α|2 + η/2

   P(|1>) = (1-η)|β|2 + η/2
This can be simulated by setting the state amplitudes using convex combinations for the magnitude and phase:
    x   a
   |0>  sqrt((1-η)|α|2 + η/2) ei(1-η)∠α
   |1>  sqrt((1-η)|β|2 + η/2) ei(1-η)∠β
As η is varied from 0 to 1, the complex state amplitudes vary linearly from their original values to the fully depolarized values.

This produces correct measurements, but can not be used for any further computations; a unitary transformation applied to this simulated partially depolarized state is not equivalent to operating on the original state and then depolarizing.

For example, if a pure state superposition is depolarized, the simulated state amplitudes remain 1/sqrt(2), independent of η, and then performing a Hadamard transformation yields P(|0>) = 1. But if the Hadamard transformation is performed first, we have P(|0>) = 1 before depolarizing, and then after depolarizing P(|0>) = 1-η/2.


References

[1] Quantum Computation and Quantum Information, 10th Anniversary Edition, Michael A. Nielsen & Isaac L. Chuang, Cambridge University Press, 2010, page 20: