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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Stochastic Non-Markovian Schroedinger equation for a three-level quantum system</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>V. Semin</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>A. Pavelev</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Samara National Research University</institution>
          ,
          <addr-line>34, Moskovskoye shosse, 443086, Samara</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2017</year>
      </pub-date>
      <fpage>263</fpage>
      <lpage>265</lpage>
      <abstract>
        <p>Non-Markovian dynamics of a three-level system is studied with the help of stochastic Schro¨dinger equation (SSE). We derive a new form of SSE for a three-level system driven by four independent Ornstein-Uhlenbeck stochastic noises. The main advantage of the suggested SSE is the ensuring of the complete positivity of the reduced density operator. We demonstrate significant influence of the non-Markovian noises on the dynamics of the three-level quantum system. Open quantum systems are usually described by the reduced density operator, which satisfies a master equation. All the master equations can be strictly divided into two classes: Markovian and non-Markovian [1]. The Markovian ones traditionally represent systems of the first order differential equations with the constant coefficients and they are well studied. In opposite, non-Markovian master equations forsake many open questions and they are intensively studied during the last several years [2]. Today it is clear that the non-Markovian master equations may be of two types either integro-differential or diferential with variable coefficients. Both types of the non-Markovian master equations are equivalent and the differential one is used more often. Unfortunately, the general form of the non-Markovian master equation, which ensures the complete positivity of the density operator is still unknown. Another approach to describe dynamics of open quantum systems is to use Stochastic Schro¨dinger equation (SSE) for the wave vector driven by the noise [3, 4]. The reduced density operator is recovered by mean of stochastic averaging over many realizations of such vectors. There is an exact correspondence between Markovian master equations and SSEs. It is obvious that the dimension of the wave vector is smaller than the dimension of the reduced density operator. This fact open a new possibilities for investigation of high-dimensional open quantum systems, such as spin chains, photosynthetic reaction centre, etc. As in the case of non-Markovian master equations, non-Markovian SSEs are also intensively examined. The main attempts of researchers here are focused on the so called unravelling of the non-Markovian master equations [5], i.e. construction of a SSE which reproduces all the results given by the master equation. Unravelling is not always possible especially for integrodifferential master equations. On the other hand, one can generalise Markovian SSEs to non-Markovian ones without direct connection with the master equation formalism. Such an approach has many advantages and one of them is ensuring of the complete positivity of the reduced density operator. In this paper we consider the non-Markovian generalization of the SSE for a three-level quantum system. We present results of the direct simulation of the non-Markovian SSE for this model and discuss the main difference between Markovian and non-Markovian SSEs.</p>
      </abstract>
      <kwd-group>
        <kwd>stochastic Schro¨dinger equation</kwd>
        <kwd>three-level systems</kwd>
        <kwd>non-Markovian dynamics</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
    </sec>
    <sec id="sec-2">
      <title>2. Model</title>
      <p>
         1
H1 = 21  00
0   1
0  , H2 = 13  00


−1 
(1)
(
        <xref ref-type="bibr" rid="ref2 ref2 ref5 ref5">2</xref>
        )
      </p>
      <sec id="sec-2-1">
        <title>2.1. Markovian evolution</title>
        <p>The Markovian master equation for the reduced density operator can be written as [6]
∂ρ = γJ [(NJ + 1)(2J−ρJ+ − J+ J−ρ − ρJ+ J−) + NJ(2J+ρJ− − J− J+ρ − ρJ− J+)] + (J ↔ K),
∂t 2
where γJ,K are the damping constants, NJ,K are the average numbers of the heat photons on the corresponding transition.</p>
        <p>
          The standard procedure of unravelling allows to write the SSE, corresponding to (
          <xref ref-type="bibr" rid="ref11 ref3">3</xref>
          ) in the following form
d|ψi = − γJ ((NJ + 1)J+ J− + NJ J− J+) |ψidt + i pγJ(NJ + 1)J−|ψidWJ1 + i pγJ NJ J+|ψidWJ2 + (J ↔ K),
        </p>
        <p>
          2
where WJ1,,K2 are independent standard Wiener processes. It is easy to verify using Ito calculus that ρ = E(|ψihψ|) satisfies the
master equation (
          <xref ref-type="bibr" rid="ref11 ref3">3</xref>
          ).
        </p>
      </sec>
      <sec id="sec-2-2">
        <title>2.2. Non-Markovian evolution</title>
        <p>
          To describe non-Markovian effects Barchielli in [7] suggested to replace Markovian Wiener processes in (
          <xref ref-type="bibr" rid="ref4">4</xref>
          ) by some
nonMarkovian noises. One of the simplest non-Markovian noises is the Ornstein-Uhlenbeck one, which is satisfies the stochastic
equation
        </p>
        <p>
          dX = −kXdt + dW,
where k &gt; 0 is some constant. By substitution the Ornstein-Uhlenbeck processes (
          <xref ref-type="bibr" rid="ref6">5</xref>
          ) instead of the Wiener increments in (
          <xref ref-type="bibr" rid="ref4">4</xref>
          ) we
derived the following non-Markovian SSE
Unfortunately, the above SSE is not a mean-1 martingale and we have to somehow modify the equation to satisfy the martingale
property. It is straightforward to check that to be a mean-1 martingale Eq. (
          <xref ref-type="bibr" rid="ref9">7</xref>
          ) needs 4 more terms in the drift part, namely
d|ψ˜ i = −
γJ (NJ + 1)J+ J− + γJ NJ J− J+ + ik1J XJ1 pγJ(NJ + 1)(J− + J+) + ik2J XJ2 pγJ NJ(J− + J+) |ψ˜ idt
2 2
+i pγJ(NJ + 1)J−|ψ˜ idWJ1 + i pγJ NJ J+|ψ˜ idWJ2 + (J ↔ K).
(
          <xref ref-type="bibr" rid="ref9">7</xref>
          )
d|ψ˜ i = −
γJ (NJ + 1)J+ J− + γJ NJ J− J+ + ik1J XJ1 pγJ(NJ + 1)J− + ik2J XJ2 pγJ NJ J+ |ψ˜ idt
2 2
        </p>
        <p>+i pγJ(NJ + 1)J−|ψ˜ idWJ1 + i pγJ NJ J+|ψ˜ idWJ2 + (J ↔ K).
33rrdd IInntetrenrantiaontaiolcnoanflerceoncnef“eInrfeonrmcaetioInnfToecrhmnoalotgioynandTNeacnhonteochlnoogloygya2n01d7”Nanotechnology, ITNT-2017</p>
        <p>
          Obviously, that Eq. (
          <xref ref-type="bibr" rid="ref9">7</xref>
          ) is transformed to Eq. (
          <xref ref-type="bibr" rid="ref4">4</xref>
          ) when all kml = 0. Moreover, it is easy to prove that Eq. (
          <xref ref-type="bibr" rid="ref9">7</xref>
          ) is a martingale, i.e.
E(hψ˜ (t)|ψ˜ (t)i) = 1 and ρ˜(t) = E(|ψ˜ (t)ihψ˜ (t)|) is a completely positive operator by construction. Note, that operator ρ˜(t) does not
satisfy the Markovian master equation (
          <xref ref-type="bibr" rid="ref11 ref3">3</xref>
          ) and, even more, we cannot construct any closed master equation for this operator due
to the presence of the noise terms in the drift part of the equation (
          <xref ref-type="bibr" rid="ref9">7</xref>
          ). All the above mentioned facts demonstrate the uniqueness
of Eq. (
          <xref ref-type="bibr" rid="ref9">7</xref>
          ).
        </p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. Results of simulation</title>
      <p>
        The Non-Markovian SSE (
        <xref ref-type="bibr" rid="ref9">7</xref>
        ) can be efficiently simulated. It is possible to do if we add to the three components of the wave
vector |ψ˜ i, four stochastic equations for the Ornstein-Uhlenbeck noises. Resulting seven equations form a closed system and
may be numerically solved by any suitable algorithm. The initial values for the Ornstein-Uhlenbeck processes are normally
distributed random numbers with zero mean and unit standard deviation.
      </p>
      <p>
        In this paper we use the Euler stochastic algorithm [8], which for our problem can be written in the following general form
where A, Bi are constant matrices, Δt is the time step, δWi is independent normal distributed variables N(0, Δt). The vector
Ψ = (ψx, ψy, ψz, X1, XJ2, XK1 , XK2 )T has seven components. Initial conditions is Ψ0 = (1, 0, 0, N(
        <xref ref-type="bibr" rid="ref1">0, 1</xref>
        ), N(
        <xref ref-type="bibr" rid="ref1">0, 1</xref>
        ),
      </p>
      <p>
        J
N(
        <xref ref-type="bibr" rid="ref1">0, 1</xref>
        ), N(
        <xref ref-type="bibr" rid="ref1">0, 1</xref>
        ))T .
      </p>
      <p>
        The results of simulation are presented in Fig. 1. The results was averaged over 104 realizations. The error bars are also
included in the graphic. In the same pictures we draw the dynamics given by the Markovian master equation (
        <xref ref-type="bibr" rid="ref11 ref3">3</xref>
        ). One can see
that the non-Markovian noise has significant effect on dynamics and cannot be neglected in general.
(
        <xref ref-type="bibr" rid="ref11 ref3">3</xref>
        )
(
        <xref ref-type="bibr" rid="ref4">4</xref>
        )
(
        <xref ref-type="bibr" rid="ref6">5</xref>
        )
(
        <xref ref-type="bibr" rid="ref7 ref8">6</xref>
        )
(
        <xref ref-type="bibr" rid="ref10">8</xref>
        )
1.0
0.8
0.4
0.2
0.0
0.2
γJt
1.0
Fig.1. Evolution of the upper state. Red curve is the Markovian dynamics and blue dots are the non-Markovian dynamics. Parameters: γK = 2γJ , NJ = 0.2,
      </p>
      <p>NK = 0.3, k1J = k1K = 0.3, k2J = k2K = 0.5.</p>
    </sec>
    <sec id="sec-4">
      <title>4. Conclusion</title>
      <p>In this paper we have derived the non-Markovian SSE for a three-level quantum system driven by the four independent
Ornstein-Uhlenbeck processes. The SSE has unique properties which are hard to achieve in other approaches to non-Markovian
dynamics. Especially, it is the complete positivity of the density operator ρ˜(t) = E(|ψ˜ (t)ihψ˜ (t)|) for all time. The suggested SSE
can be efficiently simulated using any appropriate algorithm and due to stochastic nature of the equation the solution can be easy
parallelized to perform calculation on a supercomputer or GPU.</p>
      <p>It is shonw that quantum dynamics given by the non-Markovian SSE is significantly differ from Markovian one and this fact
should be taken into account in the explanation of future experiments with quantum ensembles.</p>
      <p>The general features of SSE described in this paper for the three-level systems are valid for arbitrary quantum systems.
Moreover, the SSE has dimension much smaller than the corresponding master equation. This means that using SSE technique
one can describe high dimensional quantum systems. This may be relevant for understanding biological phenomena, such a
photosyntheses.</p>
    </sec>
  </body>
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