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<journal-id journal-id-type="publisher-id">Front. Nanotechnol.</journal-id>
<journal-title>Frontiers in Nanotechnology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nanotechnol.</abbrev-journal-title>
<issn pub-type="epub">2673-3013</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-id pub-id-type="publisher-id">1494814</article-id>
<article-id pub-id-type="doi">10.3389/fnano.2024.1494814</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Nanotechnology</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Low-temperature electron transport in [110] and [100] silicon nanowires: a DFT-Monte Carlo study</article-title>
<alt-title alt-title-type="left-running-head">Shiri et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fnano.2024.1494814">10.3389/fnano.2024.1494814</ext-link>
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<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Shiri</surname>
<given-names>Daryoush</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<contrib contrib-type="author">
<name>
<surname>Nekovei</surname>
<given-names>Reza</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Verma</surname>
<given-names>Amit</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1739452/overview"/>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Microtechnology and Nanoscience</institution>, <institution>Chalmers University of Technology</institution>, <addr-line>Gothenburg</addr-line>, <country>Sweden</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Electrical and Computer Engineering</institution>, <institution>Texas A&#x26;M University-Kingsville</institution>, <addr-line>Kingsville</addr-line>, <addr-line>TX</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/293570/overview">Alexandre Reily Rocha</ext-link>, S&#xe3;o Paulo State University, Brazil</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1989038/overview">Mykhailo V. Klymenko</ext-link>, RMIT University, Australia</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1777651/overview">Nguyen Van Toan</ext-link>, Tohoku University, Japan</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Daryoush Shiri, <email>shiri@chalmers.se</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>20</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>6</volume>
<elocation-id>1494814</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>09</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Shiri, Nekovei and Verma.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Shiri, Nekovei and Verma</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The effects of very low temperature on the electron transport in a [110] and [100] axially aligned unstrained silicon nanowires (SiNWs) are investigated. A combination of semi-empirical 10-orbital tight-binding method, density functional theory and Ensemble Monte Carlo (EMC) methods are used. Both acoustic and optical phonons are included in the electron-phonon scattering rate calculations covering both intra-subband and inter-subband events. A comparison with room temperature (300&#xa0;K) characteristics shows that for both nanowires, the average electron steady-state drift velocity increases at least 2 times at relatively moderate electric fields and lower temperatures. Furthermore, the average drift velocity in [110] nanowires is 50 percent more than that of [100] nanowires, explained by the difference in their conduction subband effective mass. Transient average electron velocity suggests that there is a pronounced streaming electron motion at low temperature which is attributed to the reduced electron-phonon scattering rates.</p>
</abstract>
<kwd-group>
<kwd>silicon nanowire</kwd>
<kwd>cryogenic</kwd>
<kwd>electron-phonon scattering</kwd>
<kwd>DFT</kwd>
<kwd>ensemble Monte Carlo</kwd>
<kwd>CMOS</kwd>
<kwd>spin qubit</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Computational Nanotechnology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Since the first implementation of top-down <xref ref-type="bibr" rid="B23">Singh et al. (2008)</xref> and bottom-up <xref ref-type="bibr" rid="B14">Ma et al. (2003)</xref> approaches to fabricate Silicon nanowires (SiNWs), they have constantly shown promising applications in different areas of technology. These are all fueled by the compatibility of their fabrication with the mainstream silicon technology and enhanced quantum mechanical effects as a result of size reduction, <italic>e.g.,</italic> direct bandgap. Tunability of the optical absorption and direct nature of the bandgap bring SiNWs into the photonic realm, for example, photo-detectors, resolving photon polarization <xref ref-type="bibr" rid="B16">Park and Crozier (2015)</xref>; <xref ref-type="bibr" rid="B30">Zhao et al. (2017)</xref>, and photovoltaic <xref ref-type="bibr" rid="B7">Gonchar et al. (2019)</xref>. The surface effects in SiNWs lead to more sensitivity for chemical sensors <xref ref-type="bibr" rid="B13">Kashyap et al. (2022)</xref>. Breaking the centro-symmetry of the crystal in SiNWs due to strain or surface effects enhances the nonlinear optical effects, <italic>e.g.,</italic> second harmonic generation <xref ref-type="bibr" rid="B29">Wiecha et al. (2015)</xref> and third order nonlinear effects <xref ref-type="bibr" rid="B17">Park et al. (2023)</xref>.</p>
<p>SiNWs have also shown promising benefits in enhancing the coherence of spin-based quantum bits (qubits) as opposed to III-V nanowires in which the coherence of the qubits is limited due to hyperfine magnetic interaction with nuclei. Implementing spin-based qubit chips based on CMOS-compatible SiNW systems are on the rise <xref ref-type="bibr" rid="B31">Zwanenburg et al. (2009)</xref>; <xref ref-type="bibr" rid="B15">Maurand et al. (2016)</xref>; <xref ref-type="bibr" rid="B8">Hu et al. (2012)</xref>; <xref ref-type="bibr" rid="B18">Piot et al. (2022)</xref>.</p>
<p>Low temperature effects on the charge carrier transport in silicon nanowires also open up new horizons in understandings and possible low-temperature (cryogenic) applications, <italic>e.g.,</italic> CMOS-compatible cryogenic sensors, switches, and deep-space electronics <xref ref-type="bibr" rid="B11">Jones et al. (2020)</xref>; <xref ref-type="bibr" rid="B20">Rohrbacher et al. (2023)</xref>. For the latter, the traditionally large bandgap III-V semiconductors are of use despite the high price of their wafer fabrication and processing. SiNWs with direct and controllable bandgap promise a low-cost alternative for III-V counterparts. Different electronic applications of SiNWs are also rising <xref ref-type="bibr" rid="B2">Arjmand et al. (2022)</xref>; <xref ref-type="bibr" rid="B21">Schmidt et al. (2009)</xref>, thanks to the developments of CMOS-compatible top-down fabrication methods <xref ref-type="bibr" rid="B23">Singh et al. (2008)</xref>; <xref ref-type="bibr" rid="B19">Pott et al. (2008)</xref>. In this article we have studied the effect of low temperature on the transport of electrons at both steady-state and transient conditions under the influence of electron-phonon scattering. The scattering events include both intra- and inter-subband transition processes due to longitudinal acoustic (LA) and longitudinal optical (LO) phonons. Two SiNWs of different crystallographic directions were chosen for the study: a 1.3&#xa0;nm [110] and a 1.1&#xa0;nm [100] SiNW, terminated with hydrogen atoms. The band structure data (conduction subbands for electrons) and scattering rates are used by an ensemble Monte Carlo (EMC) code for calculation of electron transport under the influence of applied electric field. The EMC method is a very useful tool to investigate steady-state and transient phenomena in semiconducting nano-devices <xref ref-type="bibr" rid="B25">Tomizawa (1993)</xref>.</p>
<p>It must be emphasized that in our study, we do not use phenomenological scattering rates or effective mass approximation, rather we calculate the scattering rates <italic>ab initio</italic> from the band structure information and feed the EMC code with these scattering rates. Reproducing the same experimental observations in SiNWFET <xref ref-type="bibr" rid="B20">Rohrbacher et al. (2023)</xref> and CNT <xref ref-type="bibr" rid="B12">Jovanovic and Leburton (1992)</xref>; <xref ref-type="bibr" rid="B1">Ahmadi et al. (2008)</xref>, showcase the strength of our model in predicting interesting effects for low-temperature applications. Our method also allows us to monitor how the population of electron is evolving within BZ in response to the applied field. That is a way of designing interesting devices by looking at BZ and determining how to scatter electrons to low mobility subbands and initiate, for example, Gunn effect.</p>
<p>In the next section, we discuss the computational methods including the calculation of band structures, electron-phonon scattering rates and EMC methods. In <xref ref-type="sec" rid="s3">section 3</xref> we discuss the results. We show that at low temperatures the average drift velocity is enhanced by at least a factor of two due to mitigation of scattering events involving phonon absorption. The difference in the effective mass of [110] and [100] SiNWs leads to better transport (higher electron velocity) in [110] SiNWs. Finally, we show that the initial back-and-forth displacement of electron population in the momentum space, within the first Brillouin zone (BZ), causes streaming motion at moderate bias electric fields. This is supported through transient EMC snapshots of the electron population at different time scales. This effect as well as saturation of drift velocity at higher fields corroborates with previous studies in carbon nanotubes (CNTs) <xref ref-type="bibr" rid="B12">Jovanovic and Leburton (1992)</xref>; <xref ref-type="bibr" rid="B1">Ahmadi et al. (2008)</xref>.</p>
</sec>
<sec id="s2">
<title>2 Computational methods</title>
<sec id="s2-1">
<title>2.1 Energy minimization and band structure</title>
<p>Two silicon nanowires of different crystallographic directions are investigated here: [110] and [100]. The average diameters for these nanowires are 1.3 nm and 1.1 nm, respectively. The nanowires are considered freestanding, with the surface silicon dangling bonds passivated with hydrogen atoms. Terminating the dangling Si atoms on SiNW is a model for a nanowire surrounded by ideal vacuum or a large-bandgap material or a perfect oxide cladding free of dangling bonds or dislocations. The structural energy of the nanowires is minimized using the density functional theory code in SIESTA. This process allows for the most energetically favorable unit cell to take form and the formation of dangling <inline-formula id="inf1">
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<p>The exchange-correlation functional which was used is the Generalized Gradient Approximation (GGA) type with Perdew&#x2013;Burke&#x2013;Ernzerhof (PBE) pseudopotentials. The number of <inline-formula id="inf3">
<mml:math id="m3">
<mml:mrow>
<mml:mi>k</mml:mi>
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</inline-formula>-points to sample the Brillouin Zone (BZ) are 1<inline-formula id="inf4">
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</inline-formula> 40 based on Monkhorst-Pack algorithm with many number of points along the periodical axis of the nanowire (<italic>z</italic>-axis). The minimum distance of adjacent unit cells is more than 0.6&#xa0;nm to avoid any possible wavefunction overlapping. The energy cut-off, split norm, and force tolerance are 680&#xa0;eV, 0.15, and 0.01&#xa0;eV/A&#xb0;, respectively. The energy of the unit cell of nanowires is minimized using the conjugate gradient (CG) algorithm with a variable unit cell option. This option allows the volume of the unit cell to grow or shrink depending on the movement of Si-Si and Si-H bonds, particularly the canting of the silicon dihydride groups <inline-formula id="inf6">
<mml:math id="m6">
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">S</mml:mi>
<mml:mi mathvariant="normal">i</mml:mi>
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<mml:mrow>
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</inline-formula> on the surface of SiNW. <xref ref-type="fig" rid="F1">Figures 1A, B</xref> show the band structure and <inline-formula id="inf7">
<mml:math id="m7">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mi>y</mml:mi>
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</inline-formula> cross sections of hydrogen-passivated SiNWs in [110], and [100] directions, respectively. After the minimization step, the coordinates of the atoms and new unit cell length are used to build the Hamiltonian of the unit cell with a semi-empirical <inline-formula id="inf8">
<mml:math id="m8">
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>p</mml:mi>
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<mml:msup>
<mml:mrow>
<mml:mi>d</mml:mi>
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<mml:mrow>
<mml:mn>5</mml:mn>
</mml:mrow>
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<mml:msup>
<mml:mrow>
<mml:mi>s</mml:mi>
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<mml:mrow>
<mml:mo>&#x2a;</mml:mo>
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</inline-formula> tight-binding (TB) scheme using parameters given by <xref ref-type="bibr" rid="B10">Jancu et al. (1998)</xref>. This central Hamiltonian and the interaction Hamiltonians with the two neighboring unit cells (before and after) are filled to form the total Hamiltonian using Bloch&#x2019;s theorem. Diagonalizing this Hamiltonian at each <inline-formula id="inf9">
<mml:math id="m9">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>k</mml:mi>
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<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
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</inline-formula> point and plotting the eigenenergies gives the band structure. The position-dependency in our tight-binding model is based on Harrison&#x2019;s law in which the overlapping of orbitals (hopping parameter) is proportional with distance as <inline-formula id="inf10">
<mml:math id="m10">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
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<mml:mrow>
<mml:mi>d</mml:mi>
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<mml:mn>2</mml:mn>
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<mml:math id="m11">
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</inline-formula> is the atom-atom bond length or distance. See Equation (40) in <xref ref-type="bibr" rid="B10">Jancu et al. (1998)</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> The band structure of 1.3&#xa0;nm [110] SiNW showing the first four conduction subbands used in the electron-phonon scattering calculation. <bold>(B)</bold> The band structure showing the first four conduction subbands for 1.1&#xa0;nm [100] SiNW. The <inline-formula id="inf12">
<mml:math id="m12">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mi>y</mml:mi>
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</inline-formula> cross sections of the SiNWs are shown on the right side. The orange and white atoms are Si and H, respectively.</p>
</caption>
<graphic xlink:href="fnano-06-1494814-g001.tif"/>
</fig>
<p>It was shown that the TB method can faithfully reproduce the experimental data of photoluminescence in silicon nanowires under strain as reported in <xref ref-type="bibr" rid="B28">Walavalkar et al. (2010)</xref>; <xref ref-type="bibr" rid="B6">Demichel et al. (2011)</xref>; <xref ref-type="bibr" rid="B3">Bae et al. (2018)</xref>. As can be seen in <xref ref-type="fig" rid="F1">Figure 1A</xref>, both nanowires are of direct bandgap type. In the [110] SiNW the minimum conduction subband energy is <inline-formula id="inf13">
<mml:math id="m13">
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<mml:mo>&#x3d;</mml:mo>
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</inline-formula>. In the [100] SiNW the minimum of the conduction band is at <inline-formula id="inf14">
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</inline-formula>. The effect of quantum confinement is more pronounced for the [100] SiNW, <italic>i.e.,</italic> as it is narrower it has a higher energy level. The effective mass of [100] subbands is four times that of [110] (<italic>e.g.,</italic> <inline-formula id="inf15">
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</inline-formula> for [100] for the first subband). As we will see later this leads to a less average drift velocity for [100] SiNWs.</p>
</sec>
<sec id="s2-2">
<title>2.2 Phonon scattering rates and EMC</title>
<p>For the calculation of electron-phonon scattering rates, four first subbands are chosen. The reason for this is to ensure that the energy difference between the minimum conduction energy and the highest one is more than <inline-formula id="inf17">
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</inline-formula>. The fourth subband minimum is at <inline-formula id="inf20">
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</inline-formula> for [110] and [100] SiNWs, respectively. These four subbands are included in the EMC calculations. For the electron-phonon scattering rate calculation, the first Brillouin Zone (BZ) is divided into 8000 grid points along <inline-formula id="inf22">
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</inline-formula> point, the subband energies and eigenstates (TB wave functions) are calculated and tabulated. The electron-phonon scattering rates are numerically evaluated using the first order perturbation theory and deformation potential approximation, for different temperatures. Both types of phonons, <italic>i.e.,</italic> longitudinal acoustic (LA) and optical (LO) phonons are included. The electron scattering includes both intra-subband and inter-subband scattering events. For acoustic phonons, we used the Debye approximation, <italic>i.e.,</italic> it is assumed that the acoustic phonons have linear dispersion and their energy <inline-formula id="inf24">
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</inline-formula> is the acoustic phonon frequency. For LO phonons, the dispersion is almost flat and as a result, all optical phonons can be considered to have the same energy which for silicon is <inline-formula id="inf30">
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</inline-formula>. The scattering rates and the indices of the possible final (secondary) states in the BZ (after scattering) are sorted in a table depending on if they are phonon-absorption or phonon-emission type and if they are intra- or inter-subband. Indices of the secondary states to which electron scatters by absorption or emission of a phonon is used by the EMC algorithm to decide how an electron injected into the nanowire propagates as a result of applied electric field. Details of the scattering rates calculations are presented in <xref ref-type="bibr" rid="B4">Buin et al. (2008)</xref>; <xref ref-type="bibr" rid="B22">Shiri et al. (2018)</xref>.</p>
<p>The total scattering rates from the first subband to other bands (the first one included), due to LO and LA phonons for different nanowires and different temperatures are compared in <xref ref-type="fig" rid="F2">Figure 2</xref>. <xref ref-type="fig" rid="F2">Figure 2A</xref> shows the total scattering rates due to LO and LA phonons at room temperature calculated for [100] and [110] nanowires. As can be seen the scattering rates in [100] SiNW are overall higher by a factor of two compared to the [110] SiNW which can be attributed to the effective mass difference of these two nanowire directions as it was shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> The electron-phonon scattering rates for LA and LO phonons at <inline-formula id="inf38">
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</inline-formula>. The [110] nanowire (blue plots) has lower scattering rates compared to [100] (red plots).<bold>(B)</bold> The comparison of LO and LA scattering rates for [100] SiNW at <inline-formula id="inf39">
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</inline-formula> temperatures. The scattering rates are enhanced by increasing the temperature as shown by crimson plots.</p>
</caption>
<graphic xlink:href="fnano-06-1494814-g002.tif"/>
</fig>
<p>This is because the scattering rate depends on the availability of the secondary states quantified by the density of states (DOS). In a 1D solid like nanowire, DOS is proportional to the square root of the effective mass <italic>i.e.,</italic> <inline-formula id="inf31">
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</inline-formula>. The scattering rates from the first subband to other subbands at two extreme temperatures of <inline-formula id="inf32">
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</inline-formula> are compared in <xref ref-type="fig" rid="F2">Figure 2B</xref> for [100] nanowire. This is similar to the observations for [110] SiNWs as reported in <xref ref-type="bibr" rid="B27">Verma et al. (2023)</xref>. The higher scattering rate at higher temperatures is due to higher phonon absorption scattering. The peaks in the LO scattering rates emanate from the van Hove singularities. They correspond to electron transitions to the bottom of different subbands once the electron energy reaches the <inline-formula id="inf34">
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</inline-formula> which is onset for a LO phonon emission event to occur. On the contrary, the peaks of LA scattering events are smooth as in the calculation of scattering rates a continuum of secondary states is available for every energy of electron due to linear dispersion of the acoustic phonons. At low temperatures, the dominant scattering event is due to the emission of LO phonons as well as acoustic phonons. The observed LO phonon peaks have significant effect on the electron transport under both steady-state and transient conditions, as will be seen shortly. The SiNWs are defect-free, infinitely long, and undoped. The temperature is assumed to be uniform. The applied electric field is along the nanowire axis (<inline-formula id="inf35">
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<p>A promising method to scale up the number of superconducting and spin-based qubits, is to co-integrate cryoCMOS control circuits on the same chip instead of relying on many microwave cables from room temperature to the 10&#xa0;mK stage of dilution refrigerators. The cryoCMOS community is intensively researching on how to model nano-FETs at 4K and below. Therefore we chose 4K as the lower extreme of temperature in this study.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussions</title>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> shows the average electron drift velocity as a function of the applied electric field along the length of the nanowires (<inline-formula id="inf41">
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</mml:mrow>
</mml:math>
</inline-formula>. As can be seen in <xref ref-type="fig" rid="F3">Figure 3</xref>, the average drift velocity saturates at high electric fields. This is because velocity saturation occurs primarily through phonon emission scattering and is nearly temperature-independent threshold process <xref ref-type="bibr" rid="B26">Verma et al. (2009)</xref>.The enhancement of saturation current by reducing the temperature is nonlinear as it is determined by the Boltzmann factor in the electron-LO phonon scattering term. We observed preciously <xref ref-type="bibr" rid="B27">Verma et al. (2023)</xref> that below 70&#xa0;K the rate of drain-source current enhancement saturates and there is not much difference between the values of 70&#xa0;K and 4&#xa0;K.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>The average drift velocity of electron as a function of applied longitudinal electric field for [110] (dashed line) and [100] (solid line) SiNWs at <inline-formula id="inf59">
<mml:math id="m60">
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>4</mml:mn>
<mml:mtext>&#x2009;K</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula> (blue) and <inline-formula id="inf60">
<mml:math id="m61">
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>300</mml:mn>
<mml:mtext>&#x2009;K</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula> (red). Higher velocity (less scattering) is visible for [110] SiNW (dashed plots).</p>
</caption>
<graphic xlink:href="fnano-06-1494814-g003.tif"/>
</fig>
<p>It is also important to look at the transient distribution function in conjunction with the scattering rates in <xref ref-type="fig" rid="F2">Figure 2</xref>. <xref ref-type="fig" rid="F4">Figure 4</xref> (left panel) depicts the evolving (time-dependent) electron distribution function at <inline-formula id="inf52">
<mml:math id="m53">
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>4</mml:mn>
<mml:mtext>&#x2009;K</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula> for the applied electric field of <inline-formula id="inf53">
<mml:math id="m54">
<mml:mrow>
<mml:mn>30</mml:mn>
<mml:mtext>&#x2009;kV/cm</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula>. As can be seen, the distribution function appears to stop moving beyond a wave vector <inline-formula id="inf54">
<mml:math id="m55">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> value that roughly corresponds to a peak in the scattering rates at approximately <inline-formula id="inf55">
<mml:math id="m56">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
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<mml:mn>6</mml:mn>
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</mml:msup>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mn>1</mml:mn>
<mml:mtext>/cm</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula> for [110] and <inline-formula id="inf56">
<mml:math id="m57">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>6</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>6</mml:mn>
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</mml:msup>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mn>1</mml:mn>
<mml:mtext>/cm</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula> for [100] (see red plots in the left panel of <xref ref-type="fig" rid="F4">Figure 4</xref>). These <inline-formula id="inf57">
<mml:math id="m58">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> values correspond to blue and red peaks in LO data of <xref ref-type="fig" rid="F2">Figure 2</xref> and prove that the LO-phonon emission scattering peak impedes electrons from gaining relatively large crystal momentum with an increase in the electric field.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>(Left panel, top) Oscillation of electron distribution within the first BZ at a constant electric field <inline-formula id="inf61">
<mml:math id="m62">
<mml:mrow>
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</inline-formula> at <inline-formula id="inf62">
<mml:math id="m63">
<mml:mrow>
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<mml:mn>4</mml:mn>
<mml:mtext>&#x2009;K</mml:mtext>
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</mml:math>
</inline-formula> for [110] SiNW. (left panel, bottom) The same data for [100] SiNW at <inline-formula id="inf63">
<mml:math id="m64">
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>4</mml:mn>
<mml:mtext>&#x2009;K</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula>. The red plots show that as time passes the distribution is mostly centered around the <inline-formula id="inf64">
<mml:math id="m65">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>-points which correspond to LO peaks in <xref ref-type="fig" rid="F2">Figure 2</xref>. (Right panel) Time evolution of electron average drift velocity for [110] and [100] SiNWs at low and high temperatures. The oscillation of velocity is more pronounced at the low temperature. The steady state velocity is higher for [110] nanowires as explained in the text.</p>
</caption>
<graphic xlink:href="fnano-06-1494814-g004.tif"/>
</fig>
<p>The initial back and forth displacement of electron population in the BZ can be appreciated if we plot the time evolution of average drift velocity which reveals a wealth of information about the scattering mechanism and shows the importance of the peaks in scattering rates through phonon emission. <xref ref-type="fig" rid="F4">Figure 4</xref> (righ panel) shows the transient average electron drift velocity for the temperatures considered at an electric field of <inline-formula id="inf58">
<mml:math id="m59">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">field</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>20</mml:mn>
<mml:mtext>&#x2009;kV/cm</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
<p>First, it shows that the velocity is enhanced by decreasing the temperature which is again due to lower scattering rates through phonon absorption at lower temperatures. Second, the streaming motion of electrons, <italic>i.e.,</italic> the ringing of the velocity at initial times becomes more pronounced at lower temperatures, which is also predicted by <xref ref-type="bibr" rid="B12">Jovanovic and Leburton (1992)</xref>. The streaming motion can be understood through the transient evolution of the electron distribution function (left panel of <xref ref-type="fig" rid="F4">Figure 4</xref>) and scattering rates as shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. The reason for the velocity oscillation in <xref ref-type="fig" rid="F4">Figure 4</xref> (<italic>e.g.,</italic> from 0 to 600 fs) can be understood if we look at electron distribution inside the first BZ versus time as it was shown in the left panel of <xref ref-type="fig" rid="F4">Figure 4</xref>. The distribution function is seen to &#x2018;bounce&#x2019; back and forth. In short, once the electric field is applied, electrons quickly gain crystal momentum and reach the first phonon emission scattering peak. This is where electrons are <inline-formula id="inf65">
<mml:math id="m66">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>O</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>54</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi mathvariant="normal">m</mml:mi>
<mml:mi mathvariant="normal">e</mml:mi>
<mml:mi mathvariant="normal">V</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> above the minimum of the first conduction subband (approximately <inline-formula id="inf66">
<mml:math id="m67">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>6</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mn>1</mml:mn>
<mml:mtext>/cm</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula> for [110] and <inline-formula id="inf67">
<mml:math id="m68">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>6</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>6</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mn>1</mml:mn>
<mml:mtext>/cm</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula> for [100]). At this point, a significant number of electrons lose momentum and fall back to near the <inline-formula id="inf68">
<mml:math id="m69">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> or BZ center, where they accelerate again. The process continues until phonon absorption scattering events cause the electrons to reach an average steady-state drift velocity. Saturation of the velocity at higher electric fields also corroborates with the electron transport under electric fields in narrow CNTs in <xref ref-type="bibr" rid="B1">Ahmadi et al. (2008)</xref>. Recall that the scattering rates for emission and absorption of phonon are proportional to <inline-formula id="inf69">
<mml:math id="m70">
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
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<mml:mrow>
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<mml:mrow>
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</mml:mrow>
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</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf70">
<mml:math id="m71">
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
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<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, respectively. Hence, at very low temperatures the emission term is dominant as the absorption term approaches to zero, <italic>i.e.,</italic> <inline-formula id="inf71">
<mml:math id="m72">
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
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</mml:mrow>
<mml:mo>&#x2192;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>. At high temperatures, however, the difference between the phonon populations becomes very small, <italic>i.e.,</italic> <inline-formula id="inf72">
<mml:math id="m73">
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
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</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, which means both emission and absorption rates are dominant and the average of drift velocity settles to a lower but stable value relatively faster.</p>
<p>It is instructive at this point to discuss the relation between drift velocity and mobility. EMC is an outstanding modeling tool for moderate to high electric fields. At those electric fields, the linear relationship between drift velocity and electric field (the low-field mobility regime or <inline-formula id="inf73">
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<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
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</mml:mrow>
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<mml:mi>E</mml:mi>
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</mml:math>
</inline-formula>) is most often absent. Classic examples are average drift velocity saturation in bulk silicon, leading to a decrease in mobility with increase in field, or a decrease in drift velocity in bulk GaAs, leading to a negative differential mobility that is the basis for Gunn diodes. Unfortunately, there is no closed form expression that links drift velocity at high electric fields to scattering rates, which is where tools such as EMC come in. While EMC is used for relatively moderate to high electric fields, there are tools to compute low-field mobility from computed scattering rates&#x2013;the linear region where average drift velocity is proportional to the applied electric field. One such is the momentum relaxation time approximation (MRTA), given by the following formulae <xref ref-type="bibr" rid="B4">Buin et al. (2008)</xref>. This relates the mobility in subband <inline-formula id="inf74">
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</inline-formula> to momentum relaxation rate <inline-formula id="inf75">
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</inline-formula> within the first BZ.<disp-formula id="e2">
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<p>To manage the required computational resources, we used reasonably small nanowires in this work. However, from a practical point of view, fabrication of small-diameter nanowires <italic>i.e.,</italic> 3&#xa0;nm diameter, is possible using the top-down CMOS compatible methods <xref ref-type="bibr" rid="B23">Singh et al. (2008)</xref>. Effect of diameter on the transport depends on the crystallographic direction. We observed previously in <xref ref-type="bibr" rid="B22">Shiri et al. (2018)</xref>, that for a 3.3&#xa0;nm [110] SiNW, the direct-indirect energy subband difference is 130&#xa0;meV (as opposed to 700&#xa0;meV in <xref ref-type="fig" rid="F1">Figure 1A</xref> for 1.3&#xa0;nm). As a result of this, at moderate electric fields higher population of electrons ends up in indirect subband with higher effective mass. This leads to lower mobility (current reduction) from which negative differential resistance or Gunn effect results.</p>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>Using DFT and Ensemble Monte Carlo methods we demonstrated that low temperature has significant effects on electron drift velocity in [110] and [100] silicon nanowires. It was shown that the velocity is enhanced at <inline-formula id="inf86">
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</mml:math>
</inline-formula> in both nanowires as a result of diminished electron-phonon absorption scattering. For both nanowires, the velocity saturates at high electric fields showcasing the dominance of scattering events due to LO-phonons. This was examined by looking into the time-dependent bounce of electron population within the first BZ which also explained the observed streaming motion of electrons particularly at lower temperatures. Also we demonstrated that [110] SiNWs have better transport properties than [100] SiNWs. This is due to higher effective mass in [100] SiNWs which manifests itself in higher DOS for electron secondary states and, as a result, increased electron-phonon scattering rate. These observations promise potential applications of SiNWs at low temperatures, <italic>e.g.,</italic> cryogenic devices and circuits. Silicon nanowires can host both nano-FET devices as well as spin-based qubits, therefore help in solving the scaling-up problem from both ends. That means (a) cryoCMOS circuits lead to co-integration of control/signal generation circuits with qubits, and (b) qubit devices are made of the same silicon nanowires. Hence, any effort in understanding the low temperature transport especially 4K and lower, will benefit both aspects, <italic>i.e.,</italic> control circuits design and qubits themselves. See <xref ref-type="bibr" rid="B5">Camenzind et al. (2022)</xref>.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>DS: Conceptualization, Data curation, Formal Analysis, Investigation, Software, Validation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. RN: Conceptualization, Data curation, Investigation, Resources, Software, Validation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. AV: Conceptualization, Data curation, Formal Analysis, Funding acquisition, Investigation, Resources, Software, Supervision, Validation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<ack>
<p>The authors sincerely acknowledge the access to the Stampede2 Supercomputing machine provided by the Texas Advanced Computing Center (TACC) at Austin, United States.</p>
</ack>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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