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<front>
<journal-meta>
<journal-id journal-id-type="pmc">JQC</journal-id>
<journal-id journal-id-type="nlm-ta">JQC</journal-id>
<journal-id journal-id-type="publisher-id">JQC</journal-id>
<journal-title-group>
<journal-title>Journal of Quantum Computing</journal-title>
</journal-title-group>
<issn pub-type="epub">2579-0145</issn>
<issn pub-type="ppub">2579-0137</issn>
<publisher>
<publisher-name>Tech Science Press</publisher-name>
<publisher-loc>USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">76154</article-id>
<article-id pub-id-type="doi">10.32604/jqc.2026.076154</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>On the Validity of Intermediate Tracing in Multiple Quantum Interactions</article-title>
<alt-title alt-title-type="left-running-head">On the Validity of Intermediate Tracing in Multiple Quantum Interactions</alt-title>
<alt-title alt-title-type="right-running-head">On the Validity of Intermediate Tracing in Multiple Quantum Interactions</alt-title>
</title-group>
<contrib-group>
<contrib id="author-1" contrib-type="author" corresp="yes">
<name name-style="western"><surname>Ianconescu</surname><given-names>Reuven</given-names></name><xref ref-type="aff" rid="aff-1">1</xref><xref ref-type="aff" rid="aff-2">2</xref><email>riancon@gmail.com</email></contrib>
<contrib id="author-2" contrib-type="author">
<name name-style="western"><surname>Zhang</surname><given-names>Bin</given-names></name><xref ref-type="aff" rid="aff-1">1</xref><xref ref-type="aff" rid="aff-3">3</xref></contrib>
<contrib id="author-3" contrib-type="author">
<name name-style="western"><surname>Friedman</surname><given-names>Aharon</given-names></name><xref ref-type="aff" rid="aff-4">4</xref></contrib>
<contrib id="author-4" contrib-type="author">
<name name-style="western"><surname>Scheuer</surname><given-names>Jacob</given-names></name><xref ref-type="aff" rid="aff-1">1</xref><xref ref-type="aff" rid="aff-5">5</xref></contrib>
<contrib id="author-5" contrib-type="author">
<name name-style="western"><surname>Gover</surname><given-names>Avraham</given-names></name><xref ref-type="aff" rid="aff-1">1</xref><xref ref-type="aff" rid="aff-5">5</xref></contrib>
<aff id="aff-1"><label>1</label><institution>School of Electrical Engineering-Physical Electronics, Tel Aviv University</institution>, <addr-line>Ramat Aviv</addr-line>, <country>Israel</country></aff>
<aff id="aff-2"><label>2</label><institution>Department of Electrical Engineering, Shenkar College of Engineering and Design, Anna Frank 12</institution>, <addr-line>Ramat Gan</addr-line>, <country>Israel</country></aff>
<aff id="aff-3"><label>3</label><institution>State Key Laboratory of Quantum Functional Materials, School of Physical Science and Technology and Center for Transformative Science, ShanghaiTech University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<aff id="aff-4"><label>4</label><institution>Schlesinger Family Accelerator Centre, Ariel University</institution>, <addr-line>Ariel</addr-line>, <country>Israel</country></aff>
<aff id="aff-5"><label>5</label><institution>Center for Light-Matter Interaction, Tel Aviv University</institution>, <addr-line>Ramat Aviv</addr-line>, <country>Israel</country></aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><label>&#x002A;</label>Corresponding Author: Reuven Ianconescu. Email: <email>riancon@gmail.com</email></corresp>
</author-notes>
<pub-date date-type="collection" publication-format="electronic">
<year>2026</year>
</pub-date>
<pub-date date-type="pub" publication-format="electronic">
<day>27</day><month>02</month><year>2026</year>
</pub-date>
<volume>8</volume>
<issue>1</issue>
<fpage>1</fpage>
<lpage>11</lpage>
<history>
<date date-type="received">
<day>15</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2026 The Authors. Published by Tech Science Press.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>The Authors</copyright-holder>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This work is licensed under a <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="TSP_JQC_76154.pdf"></self-uri>
<abstract>
<p>Interactions between many (initially separate) quantum systems raise the question on how to prepare and how to compute the measurable results of their interaction. When one prepares each system individually and let them interact, one has to tensor multiply their density matrices and apply Hamiltonians on the composite system (i.e., the system which includes all the interacting systems) for definite time intervals. Evaluating the final state of one of the systems after multiple consecutive interactions requires tracing all other systems out of the composite system, which may grow to immense dimensions. For computational efficiency during the interaction(s), one may consider only the contemporary interacting partial systems, while tracing out the other non-interacting systems. In concrete terms, the type of problems to which we direct this formulation is a &#x201C;target&#x201D; system interacting successively with &#x201C;incident&#x201D; systems, where the &#x201C;incident&#x201D; systems do not mutually interact. For example, a two-level atom interacting successively with free electrons, or a resonant cavity interacting with radiatively free electrons, or a quantum dot interacting successively with photons. We refer to a &#x201C;system&#x201D; as one of the components before interaction, while each interaction creates a &#x201C;composite system&#x201D;. A new interaction of the &#x201C;composite system&#x201D; with another &#x201C;system&#x201D; creates a &#x201C;larger composite system&#x201D;, unless we trace out one of the systems before this interaction. The scope of this work is to show that under proper conditions, one may add a system to the composite system just before it interacts, and one may trace out this very system after it finishes interacting. We show in this work a mathematical proof of the above property and give a computational example.</p>
</abstract>
<kwd-group kwd-group-type="author">
<kwd>Quantum systems</kwd>
<kwd>quantum interactions</kwd>
<kwd>composite systems</kwd>
</kwd-group>
<funding-group>
<award-group id="awg1">
<funding-source>Israeli Science Foundation</funding-source>
<award-id>ISF 2992/24</award-id>
</award-group>
</funding-group>
</article-meta>
</front>
<body>
<sec id="s1">
<label>1</label>
<title>Introduction</title>
<p>Quantum interactions between multiple systems may require a large amount of computing resources, depending on the number of systems and their dimensionality. The question of at which stage to add a system to the composite system and at which state to trace it out is relevant.</p>
<p>Tracing out degrees of freedom is common practice in the domain of multi-system interaction. This procedure has been used in optical excitations with electron beams [<xref ref-type="bibr" rid="ref-1">1</xref>], where it is shown that the optical excitation probability from a single electron is independent of its wave function, while the probability for more (modulated) electrons depends on their relative spatial arrangement, thus reflecting the quantum nature of their interactions. Entanglement between photons induced by free electrons is analyzed in [<xref ref-type="bibr" rid="ref-2">2</xref>], showing that free electrons can control the second-order coherence of initially independent photonic states, even in spatially separated cavities that cannot directly interact. In [<xref ref-type="bibr" rid="ref-3">3</xref>], it is shown how precise control of the electron before and after its interaction with quantum light enables the extraction of the photon statistics and the implementation of full quantum state tomography using PINEM (Photon-Induced Near-field Electron Microscopy).</p>
<p>In previous works we dealt with such multi-system interactions as follows. In [<xref ref-type="bibr" rid="ref-4">4</xref>], we analyzed the interaction between two quantum systems: one free electron and one bound electron modeled as a two-level system (TLS). This type of interaction has been labeled FEBERI (Free-Electron Bound-Electron Resonant Interaction). The analysis delineated the particle-like and wave-like interaction regimes and discussed the possibility of using the free-electron wavepacket for interrogation and coherent control of the TLS. In [<xref ref-type="bibr" rid="ref-5">5</xref>], we analyzed the coherent excitation of a TLS by multiple free electrons modeled as quantum wave packets. To learn the accumulated effect on the TLS, we traced out the free electrons each time. We found that the transition probability of the TLS grows quadratically with the number of correlated quantum electron wavepackets (which correspond to the quadratic expansion of the sinusoidal transition rate in a Rabi oscillation process). In [<xref ref-type="bibr" rid="ref-6">6</xref>], we used the above formalism to interrogate the state of a TLS using pre-shaped free-electron quantum wavepackets. Measurement of the post-interaction energy spectrum of the free electrons probes and quantifies the full Bloch sphere parameters of the TLS. Interesting studies in electron-induced excitation of whispering gallery modes have been presented in [<xref ref-type="bibr" rid="ref-7">7</xref>&#x2013;<xref ref-type="bibr" rid="ref-12">12</xref>]. In [<xref ref-type="bibr" rid="ref-13">13</xref>], we used the same formalism to examine the spontaneous emission of photons by pre-shaped quantum wave packets and analyzed the relation between the photon&#x2019;s density matrix (or its Wigner distribution representation) and the quantum electron wavefunctions, which revealed the quantum-process origin of the evolution of bunched-beam superradiance. The reality of the quantum electron wave packet (QEW) and the measurability of its dimensions, as well as the transition from the quantum wave function representation to the classical point-particle theory (the wave-particle duality), were considered previously in the context of electron interactions with light [<xref ref-type="bibr" rid="ref-14">14</xref>&#x2013;<xref ref-type="bibr" rid="ref-17">17</xref>].</p>
<p>This work is theoretical and is applicable to theoretical and computational studies. We carry out an analytic calculation which proves in general that, for the purpose of examining the results of quantum interactions between multiple systems, it is enough to add a system to the composite system before it interacts, and it is valid to trace it out after it finishes its interaction. As explained in the abstract, we consider the interaction between separate systems, meaning they are initially separable. During interaction, they usually become entangled and hence are not separable anymore, meaning that the measurement probabilities on those systems are correlated. To find out the changes on each system, we trace out the other systems and analyze each one separately, as discussed in <xref ref-type="sec" rid="s3_4">Section 3.4</xref>. In <xref ref-type="sec" rid="s2">Section 2</xref>, we carry out the analytic proof, and in <xref ref-type="sec" rid="s3">Section 3</xref>, we present a numerical example with TLSs to show how this works for the simplest case of three consecutively interacting systems. The work is ended with some concluding remarks.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Analytic Proof</title>
<p>We want to examine at which stage we have to add a new system to the composite system and at which stage we may trace it out. Certainly, a system has to be present in the composite system at least during its interaction, but here we show that it has to be in the composite system <bold>only</bold> during its interaction. For this purpose, it is enough to consider two systems. The first (named below A) represents the &#x201C;target&#x201D; system interacting with one of the &#x201C;incident&#x201D; systems, and the second (named below B) is another &#x201C;incident&#x201D; system. We consider the density matrix of the &#x201C;incident&#x201D; systems to be known before the interaction; therefore, we do not evolve system B here. Therefore, the interaction happens inside system A <bold>only</bold>, and we show that its results do not depend on whether the &#x201C;other&#x201D; system (B) has been added to it.</p>
<p>We first consider system A alone, described by the density matrix <inline-formula id="ieqn-1"><mml:math id="mml-ieqn-1"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub></mml:math></inline-formula>, dynamically changing according to the Hamiltonian <inline-formula id="ieqn-2"><mml:math id="mml-ieqn-2"><mml:msub><mml:mi>H</mml:mi><mml:mi>A</mml:mi></mml:msub></mml:math></inline-formula>. The evolution of A is described by the Liouville-von Neumann equation [<xref ref-type="bibr" rid="ref-18">18</xref>], in natural units (<inline-formula id="ieqn-3"><mml:math id="mml-ieqn-3"><mml:mi>&#x210F;</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:math></inline-formula>):
<disp-formula id="eqn-1"><label>(1)</label><mml:math id="mml-eqn-1" display="block"><mml:mfrac><mml:mrow><mml:mi>d</mml:mi><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi>d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac><mml:mo>=</mml:mo><mml:mi>i</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:msub><mml:mi>H</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:math></disp-formula></p>
<p>If system B, described by the density matrix <inline-formula id="ieqn-4"><mml:math id="mml-ieqn-4"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub></mml:math></inline-formula>, has been added to A, the composite system is described by the Kronecker product between the two:
<disp-formula id="eqn-2"><label>(2)</label><mml:math id="mml-eqn-2" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mo>,</mml:mo></mml:math></disp-formula>so that the individual systems&#x2019; density matrices can be obtained by tracing over the coordinates of the &#x201C;other&#x201D; system:
<disp-formula id="eqn-3"><label>(3)</label><mml:math id="mml-eqn-3" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mi>B</mml:mi></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:math></disp-formula>and
<disp-formula id="eqn-4"><label>(4)</label><mml:math id="mml-eqn-4" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mi>A</mml:mi></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo>.</mml:mo></mml:math></disp-formula></p>
<p>As shown in <xref ref-type="disp-formula" rid="eqn-1">Eq. (1)</xref>, the interactions inside system A are governed by the Hamiltonian <inline-formula id="ieqn-5"><mml:math id="mml-ieqn-5"><mml:msub><mml:mi>H</mml:mi><mml:mi>A</mml:mi></mml:msub></mml:math></inline-formula>. Knowing that system B does not interact with A, we could use any Hamiltonian of the type <inline-formula id="ieqn-6"><mml:math id="mml-ieqn-6"><mml:msub><mml:mi>H</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:mi>U</mml:mi><mml:mo>+</mml:mo><mml:mi>U</mml:mi><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi>B</mml:mi></mml:msub></mml:math></inline-formula>, but as explained before, we are not interested in the evolution of B; therefore, we use the following Hamiltonian:
<disp-formula id="eqn-5"><label>(5)</label><mml:math id="mml-eqn-5" display="block"><mml:msub><mml:mi>H</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:mi>U</mml:mi><mml:mo>,</mml:mo></mml:math></disp-formula>where <italic>U</italic> is the unit operator.</p>
<p>The equation of motion of the system S is:
<disp-formula id="eqn-6"><label>(6)</label><mml:math id="mml-eqn-6" display="block"><mml:mfrac><mml:mrow><mml:mi>d</mml:mi><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi>d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac><mml:mo>=</mml:mo><mml:mi>i</mml:mi><mml:mo stretchy="false">[</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo stretchy="false">]</mml:mo><mml:mo>=</mml:mo><mml:mi>i</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:msub><mml:mi>H</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:math></disp-formula></p>
<p>Using <xref ref-type="disp-formula" rid="eqn-2">Eq. (2)</xref>, the LHS of <xref ref-type="disp-formula" rid="eqn-6">(6)</xref> is:
<disp-formula id="eqn-7"><label>(7)</label><mml:math id="mml-eqn-7" display="block"><mml:mfrac><mml:mrow><mml:mi>d</mml:mi><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi>d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac><mml:mo>=</mml:mo><mml:mfrac><mml:mi>d</mml:mi><mml:mrow><mml:mi>d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:mi>d</mml:mi><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi>d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:mfrac><mml:mrow><mml:mi>d</mml:mi><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi>d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:math></disp-formula></p>
<p>Using <xref ref-type="disp-formula" rid="eqn-5">Eq. (5)</xref> and the mixed-product property <inline-formula id="ieqn-7"><mml:math id="mml-ieqn-7"><mml:mo stretchy="false">(</mml:mo><mml:mi>A</mml:mi><mml:mo>&#x2297;</mml:mo><mml:mi>B</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mi>C</mml:mi><mml:mo>&#x2297;</mml:mo><mml:mi>D</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mi>A</mml:mi><mml:mi>C</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x2297;</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mi>B</mml:mi><mml:mi>D</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:math></inline-formula>, the RHS of <xref ref-type="disp-formula" rid="eqn-6">Eq. (6)</xref> consists of:
<disp-formula id="eqn-8"><label>(8)</label><mml:math id="mml-eqn-8" display="block"><mml:mtable columnalign="right left right left right left right left right left right left" rowspacing="3pt" columnspacing="0em 2em 0em 2em 0em 2em 0em 2em 0em 2em 0em" displaystyle="true"><mml:mtr><mml:mtd><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:msub><mml:mi>H</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:mtd><mml:mtd><mml:mi></mml:mi><mml:mo>=</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:msub><mml:mi>H</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x2297;</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:msub><mml:mi>H</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
<disp-formula id="eqn-9"><label>(9)</label><mml:math id="mml-eqn-9" display="block"><mml:mtable columnalign="right left right left right left right left right left right left" rowspacing="3pt" columnspacing="0em 2em 0em 2em 0em 2em 0em 2em 0em 2em 0em" displaystyle="true"><mml:mtr><mml:mtd><mml:msub><mml:mi>H</mml:mi><mml:mi>S</mml:mi></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>S</mml:mi></mml:msub></mml:mtd><mml:mtd><mml:mi></mml:mi><mml:mo>=</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:mi>U</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x2297;</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mi>U</mml:mi><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula></p>
<p>Putting those together, we obtain the equation of motion:
<disp-formula id="eqn-10"><label>(10)</label><mml:math id="mml-eqn-10" display="block"><mml:mfrac><mml:mrow><mml:mi>d</mml:mi><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi>d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:mfrac><mml:mrow><mml:mi>d</mml:mi><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi>d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac><mml:mo>=</mml:mo><mml:mi>i</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:msub><mml:mi>H</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mo>.</mml:mo></mml:math></disp-formula></p>
<p>Tracing <xref ref-type="disp-formula" rid="eqn-10">Eq. (10)</xref> over the coordinates of B, using the properties <inline-formula id="ieqn-8"><mml:math id="mml-ieqn-8"><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mi>&#x03C1;</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:math></inline-formula>, and therefore <inline-formula id="ieqn-9"><mml:math id="mml-ieqn-9"><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mfrac><mml:mrow><mml:mi>d</mml:mi><mml:mi>&#x03C1;</mml:mi></mml:mrow><mml:mrow><mml:mi>d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac><mml:mo>=</mml:mo><mml:mfrac><mml:mi>d</mml:mi><mml:mrow><mml:mi>d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac><mml:mtext>&#x00A0;</mml:mtext><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mtext>&#x00A0;</mml:mtext><mml:mi>&#x03C1;</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:math></inline-formula>, we recover <xref ref-type="disp-formula" rid="eqn-1">Eq. (1)</xref>, showing that the evolution of A is not affected by the presence of B. Tracing <xref ref-type="disp-formula" rid="eqn-10">Eq. (10)</xref> over the coordinates of A results in:
<disp-formula id="eqn-11"><label>(11)</label><mml:math id="mml-eqn-11" display="block"><mml:mfrac><mml:mrow><mml:mi>d</mml:mi><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi>d</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac><mml:mo>=</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo></mml:math></disp-formula>showing that system B is not affected. In the following section, we show with a simple example how this principle works.</p>
</sec>
<sec id="s3">
<label>3</label>
<title>Numerical Example</title>
<p>We emphasize that the ideas presented in this work are general and applicable to a large series of problems, as explained in the Abstract and shown in the Introduction. We present here a simple example (out of many possible examples) to demonstrate the use of those ideas.</p>
<p>For this example, we use 3 qubits: A, B, and C, in a model of pure spin-spin interaction between pairs. System A is the &#x201C;target&#x201D; system which interacts with the others, and we could have named the &#x201C;incident&#x201D; systems <inline-formula id="ieqn-10"><mml:math id="mml-ieqn-10"><mml:msub><mml:mi>B</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:math></inline-formula> and <inline-formula id="ieqn-11"><mml:math id="mml-ieqn-11"><mml:msub><mml:mi>B</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math></inline-formula>, but using only 2, we name them B and C.</p>
<p>First, we interact qubits A and B, and after this interaction finishes, we interact qubits A and C. The Hamiltonian for the spin-spin interaction is <inline-formula id="ieqn-12"><mml:math id="mml-ieqn-12"><mml:mi>H</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="bold-italic">&#x03C3;</mml:mi><mml:mo>&#x22C5;</mml:mo><mml:mi mathvariant="bold-italic">&#x03C3;</mml:mi></mml:math></inline-formula>, where the scalar multiplication implies the sum of the Kronecker multiplications of all the Pauli matrices (in the z basis) as follows:
<disp-formula id="eqn-12"><label>(12)</label><mml:math id="mml-eqn-12" display="block"><mml:mi>H</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mtable rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:mn>1</mml:mn></mml:mtd><mml:mtd><mml:mn>0</mml:mn></mml:mtd><mml:mtd><mml:mn>0</mml:mn></mml:mtd><mml:mtd><mml:mn>0</mml:mn></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mn>0</mml:mn></mml:mtd><mml:mtd><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mtd><mml:mtd><mml:mn>2</mml:mn></mml:mtd><mml:mtd><mml:mn>0</mml:mn></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mn>0</mml:mn></mml:mtd><mml:mtd><mml:mn>2</mml:mn></mml:mtd><mml:mtd><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mtd><mml:mtd><mml:mn>0</mml:mn></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mn>0</mml:mn></mml:mtd><mml:mtd><mml:mn>0</mml:mn></mml:mtd><mml:mtd><mml:mn>0</mml:mn></mml:mtd><mml:mtd><mml:mn>1</mml:mn></mml:mtd></mml:mtr></mml:mtable><mml:mo>)</mml:mo></mml:mrow></mml:math></disp-formula></p>
<p>The Hamiltonian in <xref ref-type="disp-formula" rid="eqn-12">Eq. (12)</xref> is diagonalizable with one eigen-energy of <inline-formula id="ieqn-13"><mml:math id="mml-ieqn-13"><mml:mo>&#x2212;</mml:mo><mml:mn>3</mml:mn></mml:math></inline-formula>, associated with the singlet eigenvector <inline-formula id="ieqn-14"><mml:math id="mml-ieqn-14"><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt></mml:mfrac></mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo stretchy="false">&#x2191;&#x2193;</mml:mo><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo stretchy="false">&#x2193;&#x2191;</mml:mo><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:math></inline-formula>, and three eigen-energies of <inline-formula id="ieqn-15"><mml:math id="mml-ieqn-15"><mml:mn>1</mml:mn></mml:math></inline-formula>, associated with three triplet eigenvectors: <inline-formula id="ieqn-16"><mml:math id="mml-ieqn-16"><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt></mml:mfrac></mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo stretchy="false">&#x2191;&#x2193;</mml:mo><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo><mml:mo>+</mml:mo><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo stretchy="false">&#x2193;&#x2191;</mml:mo><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:math></inline-formula>, <inline-formula id="ieqn-17"><mml:math id="mml-ieqn-17"><mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo stretchy="false">&#x2191;&#x2191;</mml:mo><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo></mml:mrow></mml:math></inline-formula>, and <inline-formula id="ieqn-18"><mml:math id="mml-ieqn-18"><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo stretchy="false">&#x2193;&#x2193;</mml:mo><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo></mml:math></inline-formula> in the z basis. Therefore, the spin-spin interaction between 2 qubits is analytically solvable, and we shall use the analytic solution to check the accuracy of the numerical solutions presented here.</p>
<p>In this section, we present numerical solutions in 3 different policies because we need to relate to the proof in the previous section. Say we interact qubits A and B, so we may call this interacting system AB (named in <xref ref-type="sec" rid="s2">Section 2</xref> &#x201C;A&#x201D;). Qubit C does not interact here, so this is the &#x201C;other&#x201D; system (named in <xref ref-type="sec" rid="s2">Section 2</xref> &#x201C;B&#x201D;). Whether qubit C is part of the system as in Policies 1 and 2 or outside it as in Policy 3, the results come out identical.</p>
<p>The initial configuration of the qubits is shown in <xref ref-type="fig" rid="fig-1">Fig. 1</xref> using Bloch spheres. Qubits A, B, and C are in the positive eigenstate of <inline-formula id="ieqn-19"><mml:math id="mml-ieqn-19"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:math></inline-formula>, <inline-formula id="ieqn-20"><mml:math id="mml-ieqn-20"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:math></inline-formula>, and <inline-formula id="ieqn-21"><mml:math id="mml-ieqn-21"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:math></inline-formula>, respectively.</p>
<fig id="fig-1">
<label>Figure 1</label>
<caption>
<title>The initial configuration of the qubits A, B, and C: in the positive eigenstate of <inline-formula id="ieqn-25"><mml:math id="mml-ieqn-25"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:math></inline-formula>, <inline-formula id="ieqn-26"><mml:math id="mml-ieqn-26"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:math></inline-formula>, and <inline-formula id="ieqn-27"><mml:math id="mml-ieqn-27"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:math></inline-formula>, respectively. This means <inline-formula id="ieqn-28"><mml:math id="mml-ieqn-28"><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03C8;</mml:mi><mml:mi>A</mml:mi></mml:msub></mml:mrow><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo><mml:mo>=</mml:mo><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt></mml:mfrac></mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo stretchy="false">&#x2191;</mml:mo><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo><mml:mo>+</mml:mo><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo stretchy="false">&#x2193;</mml:mo><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:math></inline-formula>, <inline-formula id="ieqn-29"><mml:math id="mml-ieqn-29"><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03C8;</mml:mi><mml:mi>B</mml:mi></mml:msub></mml:mrow><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo><mml:mo>=</mml:mo><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt></mml:mfrac></mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo stretchy="false">&#x2191;</mml:mo><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo><mml:mo>+</mml:mo><mml:mi>i</mml:mi><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo stretchy="false">&#x2193;</mml:mo><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:math></inline-formula>, and <inline-formula id="ieqn-30"><mml:math id="mml-ieqn-30"><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03C8;</mml:mi><mml:mi>c</mml:mi></mml:msub></mml:mrow><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo><mml:mo>=</mml:mo><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mo stretchy="false">&#x2191;</mml:mo><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo></mml:math></inline-formula> in the z basis, so that the density matrices are <inline-formula id="ieqn-31"><mml:math id="mml-ieqn-31"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03C8;</mml:mi><mml:mi>A</mml:mi></mml:msub></mml:mrow><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo><mml:mo fence="false" stretchy="false">&#x27E8;</mml:mo><mml:mrow><mml:msub><mml:mi>&#x03C8;</mml:mi><mml:mi>A</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow></mml:math></inline-formula>, <inline-formula id="ieqn-32"><mml:math id="mml-ieqn-32"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03C8;</mml:mi><mml:mi>B</mml:mi></mml:msub></mml:mrow><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo><mml:mo fence="false" stretchy="false">&#x27E8;</mml:mo><mml:mrow><mml:msub><mml:mi>&#x03C8;</mml:mi><mml:mi>B</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow></mml:math></inline-formula>, and <inline-formula id="ieqn-33"><mml:math id="mml-ieqn-33"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>C</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03C8;</mml:mi><mml:mi>C</mml:mi></mml:msub></mml:mrow><mml:mo fence="false" stretchy="false">&#x27E9;</mml:mo><mml:mo fence="false" stretchy="false">&#x27E8;</mml:mo><mml:mrow><mml:msub><mml:mi>&#x03C8;</mml:mi><mml:mi>C</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow></mml:math></inline-formula>.</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="JQC_76154-fig-1.tif"/>
</fig>
<p>To run an interaction, we implement the equation of motion using the following recursion, which is the numerical solution to the Liouville-von Neumann equation [<xref ref-type="bibr" rid="ref-18">18</xref>]:
<disp-formula id="eqn-13"><label>(13)</label><mml:math id="mml-eqn-13" display="block"><mml:msup><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>n</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup><mml:mo>=</mml:mo><mml:msup><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>n</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup><mml:mo>+</mml:mo><mml:mi>i</mml:mi><mml:mspace width="thinmathspace" /><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mspace width="thinmathspace" /><mml:mrow><mml:mo>(</mml:mo><mml:msup><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>n</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup><mml:mi>H</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mi>H</mml:mi><mml:msup><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>n</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup><mml:mo>)</mml:mo></mml:mrow></mml:math></disp-formula>which can be improved using the trapezoidal rule [<xref ref-type="bibr" rid="ref-19">19</xref>], but this will suffice for our purpose. We shall run <xref ref-type="disp-formula" rid="eqn-13">Eq. (13)</xref> for 500 steps; each step advances the time by <inline-formula id="ieqn-22"><mml:math id="mml-ieqn-22"><mml:mi>d</mml:mi><mml:mi>t</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (in natural units <inline-formula id="ieqn-23"><mml:math id="mml-ieqn-23"><mml:mi>&#x210F;</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:math></inline-formula>). This means that we run the system for a time interval of <inline-formula id="ieqn-24"><mml:math id="mml-ieqn-24"><mml:mn>500</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:msup><mml:mo>=</mml:mo><mml:mn>0.05</mml:mn></mml:math></inline-formula>, which is short, and therefore the deviation from the initial state is small. We shall run the interactions first between A and B and then between A and C, using 3 different policies of adding or tracing out qubits, as shown in the subsections below.</p>
<sec id="s3_1">
<label>3.1</label>
<title>Policy 1</title>
<p>We show here the least efficient policy, shown in <xref ref-type="fig" rid="fig-2">Fig. 2</xref>, which keeps all components in the system during all interactions.</p>
<fig id="fig-2">
<label>Figure 2</label>
<caption>
<title>Policy 1: we combine all the systems, carry out both interactions, and at the end trace out everything.</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="JQC_76154-fig-2.tif"/>
</fig>
<p>We combine the whole system of 3 qubits:
<disp-formula id="eqn-14"><label>(14)</label><mml:math id="mml-eqn-14" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>B</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>C</mml:mi></mml:msub></mml:math></disp-formula></p>
<p>Then we interact A with B, using:
<disp-formula id="eqn-15"><label>(15)</label><mml:math id="mml-eqn-15" display="block"><mml:mi>H</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="bold-italic">&#x03C3;</mml:mi><mml:mo>&#x22C5;</mml:mo><mml:mi mathvariant="bold-italic">&#x03C3;</mml:mi><mml:mo>&#x22C5;</mml:mo><mml:mrow><mml:mtext mathvariant="bold">1</mml:mtext></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:mi>U</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:mi>U</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:mi>U</mml:mi></mml:math></disp-formula></p>
<p>After this interaction finished, we interact A and C, using:
<disp-formula id="eqn-16"><label>(16)</label><mml:math id="mml-eqn-16" display="block"><mml:mi>H</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="bold-italic">&#x03C3;</mml:mi><mml:mo>&#x22C5;</mml:mo><mml:mrow><mml:mtext mathvariant="bold">1</mml:mtext></mml:mrow><mml:mo>&#x22C5;</mml:mo><mml:mi mathvariant="bold-italic">&#x03C3;</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:mi>U</mml:mi><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:mi>U</mml:mi><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:mi>U</mml:mi><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:math></disp-formula></p>
<p>At the end, we partial trace:
<disp-formula id="eqn-17"><label>(17)</label><mml:math id="mml-eqn-17" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mrow><mml:mi>B</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">{</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>B</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">}</mml:mo><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mrow><mml:mi>A</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">{</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>B</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">}</mml:mo><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>C</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mrow><mml:mi>A</mml:mi><mml:mi>B</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">{</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>B</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">}</mml:mo></mml:math></disp-formula></p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Policy 2</title>
<p>This policy, shown in <xref ref-type="fig" rid="fig-3">Fig. 3</xref>, has a better efficiency than the previous one, but is not the best possible.</p>
<fig id="fig-3">
<label>Figure 3</label>
<caption>
<title>Policy 2: we combine all the systems and carry out the A&#x2013;B interaction. We trace out B and carry out the A&#x2013;C interaction on the reduced A&#x2013;C system.</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="JQC_76154-fig-3.tif"/>
</fig>
<p>Like in the previous policy, we build the whole system:
<disp-formula id="eqn-18"><label>(18)</label><mml:math id="mml-eqn-18" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>B</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>C</mml:mi></mml:msub></mml:math></disp-formula>and interact A with B, using:
<disp-formula id="eqn-19"><label>(19)</label><mml:math id="mml-eqn-19" display="block"><mml:mi>H</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="bold-italic">&#x03C3;</mml:mi><mml:mo>&#x22C5;</mml:mo><mml:mi mathvariant="bold-italic">&#x03C3;</mml:mi><mml:mo>&#x22C5;</mml:mo><mml:mrow><mml:mtext mathvariant="bold">1</mml:mtext></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:mi>U</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:mi>U</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:mi>U</mml:mi><mml:mo>.</mml:mo></mml:math></disp-formula></p>
<p>Unlike the previous case, after this interaction finished, we trace out B, obtaining the density matrix of system AC:
<disp-formula id="eqn-20"><label>(20)</label><mml:math id="mml-eqn-20" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mrow><mml:mi>B</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">{</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>B</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">}</mml:mo></mml:math></disp-formula>and trace out AC to obtain the density matrix of B:
<disp-formula id="eqn-21"><label>(21)</label><mml:math id="mml-eqn-21" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>B</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mrow><mml:mi>A</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">{</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>B</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">}</mml:mo></mml:math></disp-formula></p>
<p>The advantage of this policy vs. the previous one is in the interaction that follows; we use only 2 qubits instead of 3. So we interact the system of 2 qubits AC, using:
<disp-formula id="eqn-22"><label>(22)</label><mml:math id="mml-eqn-22" display="block"><mml:mi>H</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="bold-italic">&#x03C3;</mml:mi><mml:mo>&#x22C5;</mml:mo><mml:mi mathvariant="bold-italic">&#x03C3;</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:math></disp-formula></p>
<p>At the end, we partial trace to obtain the density matrices of A and C:
<disp-formula id="eqn-23"><label>(23)</label><mml:math id="mml-eqn-23" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mrow><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">{</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">}</mml:mo><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>C</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mrow><mml:mi>A</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">{</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">}</mml:mo></mml:math></disp-formula></p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Policy 3</title>
<p>This is the most efficient policy, shown in <xref ref-type="fig" rid="fig-4">Fig. 4</xref>; we keep each time only the interacting components.</p>
<fig id="fig-4">
<label>Figure 4</label>
<caption>
<title>Policy 3: we combine A&#x2013;B, carry out the A&#x2013;B interaction, and trace out A and B. Then we combine A&#x2013;C to carry out the A&#x2013;C interaction.</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="JQC_76154-fig-4.tif"/>
</fig>
<p>First, we build the partial system AB:
<disp-formula id="eqn-24"><label>(24)</label><mml:math id="mml-eqn-24" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>B</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>B</mml:mi></mml:msub><mml:mo>,</mml:mo></mml:math></disp-formula>and interact A with B, using:
<disp-formula id="eqn-25"><label>(25)</label><mml:math id="mml-eqn-25" display="block"><mml:mi>H</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="bold-italic">&#x03C3;</mml:mi><mml:mo>&#x22C5;</mml:mo><mml:mi mathvariant="bold-italic">&#x03C3;</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:math></disp-formula></p>
<p>After interaction finished, we trace out B, remaining with:
<disp-formula id="eqn-26"><label>(26)</label><mml:math id="mml-eqn-26" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mrow><mml:mi>B</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">{</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>B</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">}</mml:mo></mml:math></disp-formula>and trace out A, obtaining:
<disp-formula id="eqn-27"><label>(27)</label><mml:math id="mml-eqn-27" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>B</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mrow><mml:mi>A</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">{</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>B</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">}</mml:mo><mml:mo>.</mml:mo></mml:math></disp-formula></p>
<p>Now we build the system:
<disp-formula id="eqn-28"><label>(28)</label><mml:math id="mml-eqn-28" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>&#x2297;</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>C</mml:mi></mml:msub><mml:mo>,</mml:mo></mml:math></disp-formula>and interact A with C, using the above Hamiltonian. At the end, we partial trace to obtain the density matrices for A and C:
<disp-formula id="eqn-29"><label>(29)</label><mml:math id="mml-eqn-29" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>A</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mrow><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">{</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">}</mml:mo><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>C</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mrow><mml:mi>A</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">{</mml:mo><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>A</mml:mi><mml:mi>C</mml:mi></mml:mrow></mml:msub><mml:mo fence="false" stretchy="false">}</mml:mo></mml:math></disp-formula></p>
<p>As the theory predicts, all three policies give identical results for the 3 qubits. We show the results in Bloch sphere parameters rather than density matrices because they are easier to visualize. The results expressed as radius (<inline-formula id="ieqn-34"><mml:math id="mml-ieqn-34"><mml:mi>r</mml:mi></mml:math></inline-formula>), elevation angle in degrees (<inline-formula id="ieqn-35"><mml:math id="mml-ieqn-35"><mml:mi>&#x03B8;</mml:mi></mml:math></inline-formula>), and azimuth angle in degrees (<inline-formula id="ieqn-36"><mml:math id="mml-ieqn-36"><mml:mi>&#x03C6;</mml:mi></mml:math></inline-formula>) are:</p>
<p>Qubit A:
<disp-formula id="eqn-30"><label>(30)</label><mml:math id="mml-eqn-30" display="block"><mml:mi>r</mml:mi><mml:mo>=</mml:mo><mml:mn>0.98913</mml:mn><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>&#x03B8;</mml:mi><mml:mo>=</mml:mo><mml:mn>95.072</mml:mn><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>&#x03C6;</mml:mi><mml:mo>=</mml:mo><mml:mn>6.3053</mml:mn></mml:math></disp-formula></p>
<p>Qubit B:
<disp-formula id="eqn-31"><label>(31)</label><mml:math id="mml-eqn-31" display="block"><mml:mi>r</mml:mi><mml:mo>=</mml:mo><mml:mn>0.99507</mml:mn><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>&#x03B8;</mml:mi><mml:mo>=</mml:mo><mml:mn>84.299</mml:mn><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>&#x03C6;</mml:mi><mml:mo>=</mml:mo><mml:mn>89.424</mml:mn></mml:math></disp-formula></p>
<p>Qubit C:
<disp-formula id="eqn-32"><label>(32)</label><mml:math id="mml-eqn-32" display="block"><mml:mi>r</mml:mi><mml:mo>=</mml:mo><mml:mn>0.99399</mml:mn><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>&#x03B8;</mml:mi><mml:mo>=</mml:mo><mml:mn>8.481</mml:mn><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>&#x03C6;</mml:mi><mml:mo>=</mml:mo><mml:mo>&#x2212;</mml:mo><mml:mn>83.706</mml:mn></mml:math></disp-formula></p>
<p>As previously explained, the spin-spin interaction between two qubits is solvable analytically; we therefore were able to verify the accuracy of the above numerical results. Their accuracy is better than <inline-formula id="ieqn-37"><mml:math id="mml-ieqn-37"><mml:msup><mml:mn>10</mml:mn><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mn>6</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>.</p>
<p>The comparison between the run time of those algorithms shows that Policy 2 is by 30% more effective than Policy 1, and Policy 3 is 60% more effective than Policy 1, which makes sense because in Policy 2 we made one calculation more efficient, while in Policy 3 we made the calculations for both interactions more efficient.</p>
<p>We can give a general estimate for successive interactions on how much computer time we save. Say the target system (in our example, system A) is of dimension <italic>N</italic> and there are <italic>L</italic> incident systems (in our example, systems B and C), each of dimension <italic>M</italic>. Combining all the systems (as in Policy 1), we get a composite system of dimension <inline-formula id="ieqn-38"><mml:math id="mml-ieqn-38"><mml:mi>K</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi>M</mml:mi><mml:mi>L</mml:mi></mml:msup><mml:mi>N</mml:mi></mml:math></inline-formula>. Calculations (as described in <xref ref-type="disp-formula" rid="eqn-1">Eq. (1)</xref>, and solved iteratively as in <xref ref-type="disp-formula" rid="eqn-13">Eq. (13)</xref>) require multiplications of <inline-formula id="ieqn-39"><mml:math id="mml-ieqn-39"><mml:mi>K</mml:mi><mml:mo>&#x00D7;</mml:mo><mml:mi>K</mml:mi></mml:math></inline-formula> matrices; each such multiplication requires <inline-formula id="ieqn-40"><mml:math id="mml-ieqn-40"><mml:msup><mml:mi>K</mml:mi><mml:mn>3</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>M</mml:mi><mml:mi>L</mml:mi></mml:msup><mml:mi>N</mml:mi><mml:msup><mml:mo stretchy="false">)</mml:mo><mml:mn>3</mml:mn></mml:msup></mml:math></inline-formula> operations. We calculate <italic>L</italic> interactions, with <inline-formula id="ieqn-41"><mml:math id="mml-ieqn-41"><mml:mi>s</mml:mi></mml:math></inline-formula> steps each, resulting in <inline-formula id="ieqn-42"><mml:math id="mml-ieqn-42"><mml:mi>s</mml:mi><mml:mi>L</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>M</mml:mi><mml:mi>L</mml:mi></mml:msup><mml:mi>N</mml:mi><mml:msup><mml:mo stretchy="false">)</mml:mo><mml:mn>3</mml:mn></mml:msup></mml:math></inline-formula> operations.</p>
<p>Alternatively, using Policy 3, we also calculate <italic>L</italic> interactions, with <inline-formula id="ieqn-43"><mml:math id="mml-ieqn-43"><mml:mi>s</mml:mi></mml:math></inline-formula> steps each, but on matrices of dimension <italic>MN</italic>, each multiplication requiring <inline-formula id="ieqn-44"><mml:math id="mml-ieqn-44"><mml:mo stretchy="false">(</mml:mo><mml:mi>M</mml:mi><mml:mi>N</mml:mi><mml:msup><mml:mo stretchy="false">)</mml:mo><mml:mn>3</mml:mn></mml:msup></mml:math></inline-formula> operations, resulting in <inline-formula id="ieqn-45"><mml:math id="mml-ieqn-45"><mml:mi>s</mml:mi><mml:mi>L</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>M</mml:mi><mml:mi>N</mml:mi><mml:msup><mml:mo stretchy="false">)</mml:mo><mml:mn>3</mml:mn></mml:msup></mml:math></inline-formula> operations. Hence, we save by a ratio of <inline-formula id="ieqn-46"><mml:math id="mml-ieqn-46"><mml:msup><mml:mi>M</mml:mi><mml:mrow><mml:mn>3</mml:mn><mml:mo stretchy="false">(</mml:mo><mml:mi>L</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:math></inline-formula>. In the small example shown here, <inline-formula id="ieqn-47"><mml:math id="mml-ieqn-47"><mml:mi>M</mml:mi><mml:mo>=</mml:mo><mml:mn>2</mml:mn></mml:math></inline-formula> and <inline-formula id="ieqn-48"><mml:math id="mml-ieqn-48"><mml:mi>L</mml:mi><mml:mo>=</mml:mo><mml:mn>2</mml:mn></mml:math></inline-formula>, we save by a factor of 8 (but there is an overhead of Kronecker multiplications and partial tracing, so the saving is less). This fits the comparison between the run time of the different policies mentioned above.</p>
<p>Applying the above calculation for the interactions in [<xref ref-type="bibr" rid="ref-5">5</xref>], in which we interacted <inline-formula id="ieqn-49"><mml:math id="mml-ieqn-49"><mml:mi>L</mml:mi><mml:mo>=</mml:mo><mml:mn>50</mml:mn></mml:math></inline-formula> free electrons with Gaussian quantum wavefunction modeled with <inline-formula id="ieqn-50"><mml:math id="mml-ieqn-50"><mml:mi>M</mml:mi><mml:mo>=</mml:mo><mml:mn>20</mml:mn></mml:math></inline-formula>, we saved by a ratio of <inline-formula id="ieqn-51"><mml:math id="mml-ieqn-51"><mml:msup><mml:mn>20</mml:mn><mml:mrow><mml:mn>3</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:mn>49</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, which is practically infinite. In other words one could not have done the calculation in [<xref ref-type="bibr" rid="ref-5">5</xref>] without &#x201C;add and trace&#x201D;.</p>
<p>The results are shown in <xref ref-type="fig" rid="fig-5">Fig. 5</xref>; the red arrows show the state of the qubits after interaction, and the white arrows (for reference) show the state of the qubits before interaction.</p>
<fig id="fig-5">
<label>Figure 5</label>
<caption>
<title>The 3 qubits after the completion of all interactions; their states are marked by the red arrows. For reference, the white arrows show the states of the qubits before interaction, and as mentioned, we used short-term interactions; hence, the differences are small.</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="JQC_76154-fig-5.tif"/>
</fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Analysis of the Results</title>
<p>We interpret here the results of the above interactions. The probability to measure a qubit in the positive eigenstate of <inline-formula id="ieqn-52"><mml:math id="mml-ieqn-52"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:math></inline-formula> (for <inline-formula id="ieqn-53"><mml:math id="mml-ieqn-53"><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi></mml:math></inline-formula> or <inline-formula id="ieqn-54"><mml:math id="mml-ieqn-54"><mml:mi>z</mml:mi></mml:math></inline-formula>) is given by: <disp-formula id="eqn-33"><label>(33)</label><mml:math id="mml-eqn-33" display="block"><mml:msub><mml:mi>P</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mrow><mml:mtext>Tr</mml:mtext></mml:mrow><mml:mrow><mml:mo fence="false" stretchy="false">{</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mi>U</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mn>2</mml:mn><mml:mo fence="false" stretchy="false">}</mml:mo></mml:mrow></mml:math></disp-formula>where <inline-formula id="ieqn-55"><mml:math id="mml-ieqn-55"><mml:mi>&#x03C1;</mml:mi></mml:math></inline-formula> is the density matrix of the qubit. The probabilities for each of the qubits are computed and shown in <xref ref-type="table" rid="table-1">Table 1</xref>.</p>
<table-wrap id="table-1">
<label>Table 1</label>
<caption>
<title>The probabilities to measure the positive eigenstate of <inline-formula id="ieqn-56"><mml:math id="mml-ieqn-56"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:math></inline-formula>, <inline-formula id="ieqn-57"><mml:math id="mml-ieqn-57"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:math></inline-formula>, and <inline-formula id="ieqn-58"><mml:math id="mml-ieqn-58"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:math></inline-formula> for each qubit, in the initial state, after the first interaction (which is between A and B), and after the second interaction (which is between A and C). To facilitate comparison, we wrote on the last two lines the sums of the probabilities of two qubits, which remain constant during a given interaction.</title>
</caption>
<table>
<colgroup>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/> </colgroup>
<thead>
<tr>
<th align="center" rowspan="2">Qubit</th>
<th colspan="3">Initial</th>
<th colspan="3">After 1st interaction</th>
<th colspan="3">After 2nd interaction</th>
</tr>
<tr>

<th><inline-formula id="ieqn-59"><mml:math id="mml-ieqn-59"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:math></inline-formula></th>
<th><inline-formula id="ieqn-60"><mml:math id="mml-ieqn-60"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:math></inline-formula></th>
<th><inline-formula id="ieqn-61"><mml:math id="mml-ieqn-61"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:math></inline-formula></th>
<th><inline-formula id="ieqn-62"><mml:math id="mml-ieqn-62"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:math></inline-formula></th>
<th><inline-formula id="ieqn-63"><mml:math id="mml-ieqn-63"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:math></inline-formula></th>
<th><inline-formula id="ieqn-64"><mml:math id="mml-ieqn-64"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:math></inline-formula></th>
<th><inline-formula id="ieqn-65"><mml:math id="mml-ieqn-65"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:math></inline-formula></th>
<th><inline-formula id="ieqn-66"><mml:math id="mml-ieqn-66"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:math></inline-formula></th>
<th><inline-formula id="ieqn-67"><mml:math id="mml-ieqn-67"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:math></inline-formula></th>
</tr>
</thead>
<tbody>
<tr>
<td>A</td>
<td>1</td>
<td>0.5</td>
<td>0.5</td>
<td>0.995</td>
<td>0.505</td>
<td>0.4503</td>
<td>0.9896</td>
<td>0.5541</td>
<td>0.4558</td>
</tr>
<tr>
<td>B</td>
<td>0.5</td>
<td>1</td>
<td>0.5</td>
<td>0.505</td>
<td>0.995</td>
<td>0.5497</td>
<td>0.505</td>
<td>0.995</td>
<td>0.5497</td>
</tr>
<tr>
<td>C</td>
<td>0.5</td>
<td>0.5</td>
<td>1</td>
<td>0.5</td>
<td>0.5</td>
<td>1</td>
<td>0.5054</td>
<td>0.4509</td>
<td>0.9945</td>
</tr>
<tr>
<td>A&#x002B;B</td>
<td>1.5</td>
<td>1.5</td>
<td>1</td>
<td>1.5</td>
<td>1.5</td>
<td>1</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr>
<td>A&#x002B;C</td>
<td></td>
<td></td>
<td></td>
<td>1.495</td>
<td>1.005</td>
<td>1.4503</td>
<td>1.495</td>
<td>1.005</td>
<td>1.4503</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>At the initial state, each qubit has a probability of 1 to be measured along the axis on which it has been prepared (qubit A along the <inline-formula id="ieqn-68"><mml:math id="mml-ieqn-68"><mml:mi>x</mml:mi></mml:math></inline-formula> axis, qubit B along <inline-formula id="ieqn-69"><mml:math id="mml-ieqn-69"><mml:mi>y</mml:mi></mml:math></inline-formula>, and qubit <italic>C</italic> along <inline-formula id="ieqn-70"><mml:math id="mml-ieqn-70"><mml:mi>z</mml:mi></mml:math></inline-formula>), and 0.5 along any other axis (see <xref ref-type="fig" rid="fig-1">Fig. 1</xref>). The first interaction is between A and B; hence, C is unaffected. After the first interaction, A&#x2019;s probability to be in the positive eigenstate of <inline-formula id="ieqn-71"><mml:math id="mml-ieqn-71"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:math></inline-formula> decreases, and so does B&#x2019;s probability to be in the positive eigenstate of <inline-formula id="ieqn-72"><mml:math id="mml-ieqn-72"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:math></inline-formula> by the same amount. Each one acquires some of the property of the other: A and B have now a small probability to be in the positive eigenstate of <inline-formula id="ieqn-73"><mml:math id="mml-ieqn-73"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:math></inline-formula> and <inline-formula id="ieqn-74"><mml:math id="mml-ieqn-74"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:math></inline-formula>, respectively. There is also a probability exchange in the positive eigenstate of <inline-formula id="ieqn-75"><mml:math id="mml-ieqn-75"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:math></inline-formula>.</p>
<p>The second interaction is between A and C, so that B remains unaffected. A and C exchange some probability to be in the positive eigenstate of <inline-formula id="ieqn-76"><mml:math id="mml-ieqn-76"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:math></inline-formula>, where A loses what C gains, in the positive eigenstate of <inline-formula id="ieqn-77"><mml:math id="mml-ieqn-77"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:math></inline-formula>, where C loses what A gains, and in the positive eigenstate of <inline-formula id="ieqn-78"><mml:math id="mml-ieqn-78"><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:math></inline-formula>, where C loses what A gains.</p>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Discussion</title>
<p>We analyzed in this work the policy of adding and tracing out quantum systems for handling multiple interactions of such systems. The conclusion is that a system should be part of a larger system only during the time it interacts. In other words, it may be added before its interaction and traced out after its interaction. We gave an analytic proof of this property and showed a numerical example to demonstrate this principle.</p>
<p>In the context of the FEBERI (free-electron bound-electron resonant interaction) process of multiple modulation-correlated quantum electron wavefunctions interacting with a TLS [<xref ref-type="bibr" rid="ref-4">4</xref>,<xref ref-type="bibr" rid="ref-6">6</xref>], the lesson of this derivation is that the procedure used, of partial tracing of the bound-electron state after each interaction, is valid for evaluating the Rabi oscillation evolution of the TLS under a stream of interacting electrons (or its quadratic expansion when starting from the ground state [<xref ref-type="bibr" rid="ref-5">5</xref>]). In this problem, the state of the expired electron is traced out after each electron-TLS dual interaction, and the revised TLS state is used for calculating the interaction with the next electron.</p>
<p>Likewise, in the context of the interaction of multiple modulation-correlated quantum electron wavefunctions with a radiation mode and the evolution of bunched-beam superradiance [<xref ref-type="bibr" rid="ref-13">13</xref>], the expired electron is traced out after each interaction to provide the updated quantum state of the radiation mode for use in the interaction with the next electron. This provides the evolution of the radiation mode quantum state under the stream of the electrons and the Dicke-type quadratic growth of the photon number with the number of electrons starting from a vacuum state. This technique has been implemented for excitation of photonic nanostructures with free electrons [<xref ref-type="bibr" rid="ref-1">1</xref>] and for coherent excitation of a bound electron (modeled as a two level system) by multiple free electrons quantum wave packets [<xref ref-type="bibr" rid="ref-5">5</xref>]. These procedures are only limited by the requirement that there is no more than a single electron in the interaction region during its interaction time.</p>
<p>Typically the &#x201C;incident&#x201D; systems are considered far from one another (in time and space), so that one is interested in the cumulative effect of them on the &#x201C;target&#x201D; system, therefore we discussed examples of two interacting systems at a time. But we shall emphasize that the analytic proof shows that anything that is not interacting can be outside the combined system of interacting elements (which may be more than 2 systems). Hence, the proof is applicable to more scenarios: for example, incident systems <inline-formula id="ieqn-79"><mml:math id="mml-ieqn-79"><mml:msub><mml:mi>B</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:math></inline-formula>, <inline-formula id="ieqn-80"><mml:math id="mml-ieqn-80"><mml:msub><mml:mi>B</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:math></inline-formula>,..., <inline-formula id="ieqn-81"><mml:math id="mml-ieqn-81"><mml:msub><mml:mi>B</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:math></inline-formula> and target <italic>A</italic>, where the interaction is sequentially between 3 systems (<inline-formula id="ieqn-82"><mml:math id="mml-ieqn-82"><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>k</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula>, <inline-formula id="ieqn-83"><mml:math id="mml-ieqn-83"><mml:msub><mml:mi>B</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:math></inline-formula>, <italic>A</italic> followed by <inline-formula id="ieqn-84"><mml:math id="mml-ieqn-84"><mml:msub><mml:mi>B</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:math></inline-formula>, <inline-formula id="ieqn-85"><mml:math id="mml-ieqn-85"><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>k</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula>, <italic>A</italic>, and so on). The important thing is to include only the interacting systems at a time. This method is irrelevant only in the case all the systems involved co-interact at all times.</p>
<p>This work also relates to quantum communication and key distribution [<xref ref-type="bibr" rid="ref-20">20</xref>,<xref ref-type="bibr" rid="ref-21">21</xref>], which involves interacting quantum systems, purifying quantum states [<xref ref-type="bibr" rid="ref-22">22</xref>], partial tracing and recombination, and to modeling and control of quantum systems in what concerns the ability of employing quantum systems to store, manipulate and retrieve information [<xref ref-type="bibr" rid="ref-23">23</xref>]&#x2014;e.g., the problem solved here in <xref ref-type="sec" rid="s3">Section 3</xref>.</p>
</sec>
</body>
<back>
<ack>
<p>None.</p>
</ack>
<sec>
<title>Funding Statement</title>
<p>This research was funded by Israeli Science Foundation grant number ISF 2992/24.</p>
</sec>
<sec>
<title>Author Contributions</title>
<p>The authors confirm contribution to the paper as follows: Conceptualization, Reuven Ianconescu, Bin Zhang and Avraham Gover; methodology, Reuven Ianconescu and Bin Zhang; writing&#x2014;original draft preparation, Reuven Ianconescu; writing&#x2014;review and editing, Reuven Ianconescu, Jacob Scheuer and Avraham Gover; supervision, Aharon Friedman and Avraham Gover. All authors reviewed and approved the final version of the manuscript.</p>
</sec>
<sec sec-type="data-availability">
<title>Availability of Data and Materials</title>
<p>Not applicable. This article does not involve data availability, and this section is not applicable.</p>
</sec>
<sec>
<title>Ethics Approval</title>
<p>Not applicable for studies not involving humans or animals.</p>
</sec>
<sec sec-type="COI-statement">
<title>Conflicts of Interest</title>
<p>The authors declare no conflicts of interest.</p>
</sec>
<glossary content-type="abbreviations" id="glossary-1">
<title>Abbreviations</title>
<def-list>
<def-item>
<term>TLS</term>
<def>
<p>Two level system</p>
</def>
</def-item>
<def-item>
<term>FEBERI</term>
<def>
<p>Free-Electron Bound-Electron Resonant Interaction</p>
</def>
</def-item>
<def-item>
<term>PINEM</term>
<def>
<p>Photon-Induced Near-field Electron Microscopy</p>
</def>
</def-item>
</def-list>
</glossary>
<ref-list content-type="authoryear">
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