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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mater.</journal-id>
<journal-title>Frontiers in Materials</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mater.</abbrev-journal-title>
<issn pub-type="epub">2296-8016</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">855681</article-id>
<article-id pub-id-type="doi">10.3389/fmats.2022.855681</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Materials</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Ergodic Structural Diversity Predicts Dynamics in Amorphous Materials</article-title>
<alt-title alt-title-type="left-running-head">Yang and Wang</alt-title>
<alt-title alt-title-type="right-running-head">Ergodic Shannon Entropy Predicts Dynamics in Glass</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Zeng-Yu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1637505/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Yun-Jiang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1225662/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>State Key Laboratory of Nonlinear Mechanics</institution>, <institution>Institute of Mechanics</institution>, <institution>Chinese Academy of Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Engineering Science</institution>, <institution>University of Chinese Academy of Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</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/1436782/overview">Jun Ding</ext-link>, Xi&#x2019;an Jiaotong University, China</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/893669/overview">Hai-Bin Yu</ext-link>, Huazhong University of Science and Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/421147/overview">Martin Peterlechner</ext-link>, University of Munster, Germany</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Yun-Jiang Wang, <email>yjwang@imech.ac.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Computational Material Science, a section of the journal Frontiers in Materials</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>855681</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Yang and Wang.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Yang and Wang</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Identification of flexible local environments from a disordered medium has been a long-standing challenge. Here, we introduce a time-relevant structural Shannon entropy as a unique feature of the atomic-scale environment in glass, which is based on a metric of the time-invariant, or ergodic, and Voronoi structural diversity that an atom experiences during a sufficiently long-time thermal fluctuation. This new concept of time-relevant Shannon entropy simultaneously integrates the static topology and the vibrational feature such that it potentially probes all the possible configurational space in a sub-basin of the local potential energy landscape. This structural representation is not only capable of predicting the energy barrier of an elementary structural excitation but also demonstrates a robust correlation with the boson peak in metallic glasses, although the physical entity is defined from a purely structural aspect. The proposition, therefore, represents a successful demonstration of the physics-informed structure&#x2013;property relationship in amorphous materials.</p>
</abstract>
<kwd-group>
<kwd>shannon entropy</kwd>
<kwd>structure&#x2013;property relationship</kwd>
<kwd>amorphous materials</kwd>
<kwd>potential-energy landscape</kwd>
<kwd>boson peak</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Youth Innovation Promotion Association of the Chinese Academy of Sciences<named-content content-type="fundref-id">10.13039/501100004739</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The discipline that &#x201c;structure determines property&#x201d; is the cornerstone of the material science community. In conventional crystalline alloys, such a paradigm is a consensus and has achieved great success in virtue of well-defined structural imperfections in crystals, such as dislocation density and its feature described by a Burgers vector that are capable of predicting and interpreting plastic deformation, phase transformation, and other dynamic properties of crystalline materials. The Orowan equation predicting the rate of plastic deformation, which has incorporated geometrical features of lattice defects and the thermodynamics of defects, represents one of the most well-known and successful demonstrations of this paradigm in material science. In the more general amorphous materials in nature, however, the one-to-one structure-property relationship, especially at a micro-scale, has not yet been fully established up-to-date. This constitutes one of the most challenging open questions in modern material science. The difficulty lies in the fact that the structure of the disordered medium does not have either translational or rotational periodicity in terms of the atomic arrangement, causing the most intriguing unsolved problem&#x2014;the lack of intuitive structural features that can be quantitatively associated with the thermal and/or mechanical responses (<xref ref-type="bibr" rid="B5">Cheng and Ma, 2011</xref>; <xref ref-type="bibr" rid="B6">Cubuk et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B31">Richard et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B48">Xu et&#x20;al., 2021</xref>).</p>
<p>Over the past decades, relentless efforts have been devoted to seeking out suitable structural indicators and establishing the possible structure&#x2013;property relationships in disordered materials from different perspectives. General structural descriptors invoked in the literature can be roughly categorized into two categories in which the first group is based on purely structural features while the second class refers to the physics-informed indicators. To be more explicit, the former contains free volume (<xref ref-type="bibr" rid="B36">Spaepen, 1977</xref>), local coordination number, Voronoi polyhedra (<xref ref-type="bibr" rid="B35">Sheng et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B4">Cao et&#x20;al., 2009</xref>), local five-fold symmetry (<xref ref-type="bibr" rid="B28">Peng et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B17">Hu et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B39">Tian et&#x20;al., 2017</xref>), inversion symmetry breaking (<xref ref-type="bibr" rid="B24">Milkus and Zaccone, 2016</xref>), and two-body excess entropy (<xref ref-type="bibr" rid="B42">Wallace, 1987</xref>; <xref ref-type="bibr" rid="B50">Yang et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B29">Piaggi and Parrinello, 2017</xref>). These indicators are clearly defined and easy to access. Still, almost all of them have their inherent limitations in deciphering all the dynamic properties since they only furnish the short-range structural information, which is insufficient to govern the thermodynamic or dynamic features that are embedded in both short- and possible medium-range structural fingerprints (<xref ref-type="bibr" rid="B16">Hu et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B46">Wei et&#x20;al., 2019</xref>). In contrast, the physic-motivated descriptors, for example, soft spot (<xref ref-type="bibr" rid="B22">Manning and Liu, 2011</xref>; <xref ref-type="bibr" rid="B9">Ding et&#x20;al., 2014</xref>), the Debye&#x2013;Waller factor (<xref ref-type="bibr" rid="B47">Widmer-Cooper et&#x20;al., 2004</xref>; <xref ref-type="bibr" rid="B19">Larini et&#x20;al., 2008</xref>), local yielding stress (<xref ref-type="bibr" rid="B27">Patinet et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B1">Barbot et&#x20;al., 2018</xref>), local thermal energy (<xref ref-type="bibr" rid="B57">Zylberg et&#x20;al., 2017</xref>), flexibility volume (<xref ref-type="bibr" rid="B8">Ding et&#x20;al., 2016</xref>), and the orientational order (<xref ref-type="bibr" rid="B49">Yang et&#x20;al., 2019</xref>) show great capacity in predicting the properties of glasses. However, there is sometimes a threshold in obtaining these quantities, and it is user-friendly. Amongst these versatile descriptors, the flexibility volume and orientational order are advantageous due to their integration of proper static structural information. The remaining indicators can somehow indicate the state of glass but are not really descriptive of the particle packing.</p>
<p>It is of note that a third route has appeared recently. The emerging machine-learning strategies represent a great advancement in this direction (<xref ref-type="bibr" rid="B7">Cubuk et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B33">Schoenholz et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B32">Schoenholz et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B45">Wang and Jain, 2019</xref>; <xref ref-type="bibr" rid="B38">Tian et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B56">Zhang et&#x20;al., 2021</xref>), which have yielded an unprecedented accuracy in predicting local structural features and other dynamics in glasses (<xref ref-type="bibr" rid="B13">Fan et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B44">Wang et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B14">Fan and Ma, 2021</xref>; <xref ref-type="bibr" rid="B52">Yang et&#x20;al., 2021</xref>). Despite its advantage in dealing with big data, the machine-learning model usually works as a black box, causing some puzzles in interpreting the data-driven results from a physically relevant perspective. To this end, we propose a new purely structural indicator based on the conventional knowledge-driven strategy in this study. The time-invariant Voronoi structural diversity that an atom experiences during a sufficiently long-time thermal fluctuation is utilized to quantify the flexibility of local atomic environments in metallic glasses. This structural representation, in the form of Shannon information entropy (<xref ref-type="bibr" rid="B34">Shannon, 1948</xref>), extensively integrates information from the static positional topology and vibrational feature. It serves as a signature of long-time structural excitations and the short-time vibrational anomaly in metallic glasses.</p>
</sec>
<sec id="s2">
<title>2 Methods</title>
<sec id="s2-1">
<title>2.1 Molecular Dynamics</title>
<p>Molecular dynamics (MD) simulations were performed with the LAMMPS code (<xref ref-type="bibr" rid="B30">Plimpton, 1995</xref>) for a well-studied Cu<sub>50</sub>Zr<sub>50</sub> metallic glass. The glass sample containing 19,652 atoms was obtained by fast quenching the equilibrated liquid from 2000 to 0&#xa0;K with a cooling rate of 10<sup>10</sup>&#xa0;K/s. The interatomic interactions are described <italic>via</italic> a many-body Finnis&#x2013;Sinclair&#x2013;type embedded atom potential proposed by <xref ref-type="bibr" rid="B23">Mendelev et&#x20;al. (2009</xref>). Period boundary conditions (PBCs) were used on the simulation box with 3D dimensions of <inline-formula id="inf1">
<mml:math id="m1">
<mml:mo>&#x223c;</mml:mo>
<mml:mn>70</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#xd7;</mml:mo>
<mml:mo>,</mml:mo>
<mml:mn>70</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#xd7;</mml:mo>
<mml:mo>,</mml:mo>
<mml:mn>70</mml:mn>
</mml:math>
</inline-formula> &#xc5;<sup>3</sup>. The temperature was controlled through the Nos&#xe9;-Hoover thermostat (<xref ref-type="bibr" rid="B25">Nos&#xe9;, 1984</xref>) while the external pressure in each direction is fully relaxed <italic>via</italic> the Parrinello&#x2013;Rahman barostat (<xref ref-type="bibr" rid="B26">Parrinello and Rahman, 1981</xref>). The MD time step was set as 0.002&#xa0;ps to numerically integrate Newton&#x2019;s equation of motion.</p>
</sec>
<sec id="s2-2">
<title>2.2&#x20;Single-Particle Activation Energy</title>
<p>Before we extract the possible activation barriers in the complex 3<italic>N</italic> (<italic>N</italic> is the total number of atoms) dimensional potential energy landscape (PEL), the quenched glass sample was first fully relaxed to a local potential energy minimum <italic>via</italic> the conjugate gradient algorithm. Then, the widely adopted activation-relaxation technique nouveau (ARTn) (<xref ref-type="bibr" rid="B2">Barkema and Mousseau, 1996</xref>; <xref ref-type="bibr" rid="B21">Malek and Mousseau, 2000</xref>) was applied to sample possible local hopping pathways of the structural excitations from an initial energy sub-basin to a new neighboring minimum. The specific workflow of ARTn is described in the following sections. First, a small random perturbation was imposed on a central atom and its neighbors. In this study, the magnitude of the perturbation displacement was fixed as 0.1&#xa0;&#xc5;, while the perturbation direction was chosen randomly. Second, the system was pulled toward the saddle point (with a high energy level) along the direction of the weakest Hessian matrix, following the Lanczos algorithm (<xref ref-type="bibr" rid="B3">Canc&#xe8;s et&#x20;al., 2009</xref>). Finally, after convergence to the connected saddle state, the glass sample was eventually allowed to relax to a nearby sub-basin. In this connection, the activation energy for a specific structural excitation is defined as the energy difference between the saddle and the initial energy minimum states. ARTn searches were applied to all of the atoms, each one as the central triggered atom. After removing the failed tries, we used all 20 successful activation events for each atom. For statistical purposes, the average activation energy of the explored 20 events was then used as the single-particle activation energy for each&#x20;atom.</p>
</sec>
<sec id="s2-3">
<title>2.3&#x20;Single-Particle Intensity of the Boson Peak</title>
<p>To quantify the local short-time thermodynamic property of metallic glass, we define the intensity of the boson peak at a single-particle level, which has been documented in <xref ref-type="bibr" rid="B51">Yang et&#x20;al. (2022</xref>). First of all, the vibrational density of states (VDOS) of an inherent structure is obtained by direct diagonalizing its Hessian matrix. The single-particle VDOS for the <italic>i</italic>th atom is then defined as the sum contribution of <italic>i</italic>th atom over all vibrational modes. It is formulated as (<xref ref-type="bibr" rid="B40">Togo and Tanaka, 2015</xref>)<disp-formula id="e1">
<mml:math id="m2">
<mml:msub>
<mml:mrow>
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</mml:mrow>
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<mml:mfenced open="(" close=")">
<mml:mrow>
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</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mi>N</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:munder>
<mml:mrow>
<mml:mo>&#x2211;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:munder>
<mml:msup>
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
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</mml:mrow>
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</mml:mfenced>
<mml:mfenced open="|" close="|">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi mathvariant="bold">e</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:math>
<label>(1)</label>
</disp-formula>where <inline-formula id="inf2">
<mml:math id="m3">
<mml:msub>
<mml:mrow>
<mml:mi>g</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:math>
</inline-formula> denotes the single-particle VDOS for the <italic>i</italic>th atom. <italic>&#x3c9;</italic>
<sub>
<italic>j</italic>
</sub> and <bold>e</bold>
<sub>
<italic>j</italic>
</sub> are the normal model frequency and the polarization vector of the <italic>j</italic>th vibrational mode, respectively. The phenomenon of the boson peak, that is, the excess vibrational modes over Debye squared law is then exhibited by the reduced VDOS (VDOS values divided by <italic>&#x3c9;</italic>
<sup>2</sup>). Thereafter, the peak value of the reduced VDOS for the <italic>i</italic>th atom, that is, <inline-formula id="inf3">
<mml:math id="m4">
<mml:msub>
<mml:mrow>
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</mml:mrow>
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</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:math>
</inline-formula>, is used to quantify the single-particle intensity of the boson&#x20;peak.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1&#x20;Time-Invariant Shannon Entropy</title>
<p>To establish the correlation between the local structure and dynamics of metallic glasses, a measure of the structural fluctuation that quantitatively predicts the long-time structural excitation and the short-time vibrational anomaly at a single-particle level is necessary. To settle this issue, we propose a time-relevant structural predictor, which is based on the diversity of the Voronoi motifs that an atom experiences during thermodynamic vibration and possible thermal activation.</p>
<p>First of all, the quenched glass sample is relaxed at 700&#xa0;K (just below the glass transition temperature) for 1&#xa0;ns; such time for thermal fluctuation is right below the <italic>&#x3b1;</italic> relaxation time (<xref ref-type="bibr" rid="B52">Yang et&#x20;al., 2021</xref>), making sure that there is only a secondary <italic>&#x3b2;</italic>-relaxation process (<xref ref-type="bibr" rid="B54">Yu et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Yu et&#x20;al., 2017</xref>), and the structural transformations take place only between adjacent sub-basins (<xref ref-type="bibr" rid="B12">Fan et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B11">Fan et&#x20;al., 2015</xref>). Then, the evolution of Voronoi polyhedra around each centered atom is recorded. <xref ref-type="fig" rid="F1">Figure&#x20;1</xref> shows the fluctuation history of possible short-range structures centered at two representative atoms. It is intuitively seen that the difference in atomic packing symmetry would lead to remarkably different thermal responses during relaxation at a thermal bath right below the glass transition temperature. Furthermore, it is evident that the local structural diversity is nonhomogeneous in metallic glasses since atoms are capable of retaining their initial short-range structure as shown in <xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>. Also, there are atoms experiencing completely distinct Voronoi motifs, causing an extremely high level of structural diversity, as evidenced by <xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Definition of atomic-scale Shannon entropy <italic>S</italic>
<sub>
<italic>i</italic>
</sub>. <bold>(A,B)</bold> Representative evolution of Voronoi polyhedra with the lowest value of <italic>S</italic>
<sub>
<italic>i</italic>
</sub> in <bold>(A)</bold> and a relatively high degree of <italic>S</italic>
<sub>
<italic>i</italic>
</sub> in <bold>(B)</bold>.<bold>(C)</bold> Ensemble average Shannon entropy as a function of relaxation time. <bold>(D)</bold> Evolution of <italic>S</italic>
<sub>
<italic>i</italic>
</sub> in five typical geometrically favored clusters (&#x27e8;0, 2, 8, 1&#x27e9;, &#x27e8;0, 1, 10, 2&#x27e9;, &#x27e8;0, 3, 6, 4&#x27e9;, &#x27e8;0, 2, 8, 2&#x27e9;, and &#x27e8;0, 0, 12, 0&#x27e9;) and GUMs.</p>
</caption>
<graphic xlink:href="fmats-09-855681-g001.tif"/>
</fig>
<p>Next, we perform statistics on the distribution of Voronoi polyhedra around each atom. Thus, the probability that each Voronoi motif appears in the fluctuation history of the <italic>i</italic>th atom is recorded and calculated as <inline-formula id="inf4">
<mml:math id="m5">
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<mml:mrow>
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</mml:mrow>
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</mml:mrow>
<mml:mrow>
<mml:mi>j</mml:mi>
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</mml:msubsup>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:math>
</inline-formula>, where <italic>j</italic> denotes the <italic>j</italic>th existing Voronoi motif and <italic>t</italic> is the time for the thermal bath. By using the concept of Shannon information entropy (<xref ref-type="bibr" rid="B34">Shannon, 1948</xref>), the multiplicity of local structural variation is then quantified by the value of atomic Shannon entropy that is formulated as<disp-formula id="e2">
<mml:math id="m6">
<mml:msub>
<mml:mrow>
<mml:mi>S</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:munder>
<mml:mrow>
<mml:mo>&#x2211;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:munder>
<mml:msubsup>
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mi>ln</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mfenced open="(" close=")">
<mml:mrow>
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</mml:mrow>
</mml:mfenced>
</mml:mrow>
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</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>Because the distribution is, in principle, time-dependent, it is necessary to monitor the temporal evolution of <italic>S</italic>
<sub>
<italic>i</italic>
</sub> to understand its physical meaning and extract a time-invariant entity. The ensemble average time-relevant Shannon entropy is shown in <xref ref-type="fig" rid="F1">Figure&#x20;1C</xref> as a function of time. The curve of <italic>S</italic>
<sub>
<italic>i</italic>
</sub> versus relaxation time has a tendency to level off. It indicates that atomic Shannon entropy displays a growth trend at very early stages, which is followed by the steady state for a longer time. The critical time appears at a timescale less than 0.1&#xa0;ns. This is evidence for the saturation of the distribution of the local coordinated polyhedral motif. Thus, the long-time thermal fluctuation with an annealing time of 1&#xa0;ns is sufficiently long for the local glass state to experience all the possible configurational space. In <xref ref-type="fig" rid="F1">Figure&#x20;1D</xref>, the atomic Shannon entropy as a function of annealing time is further displayed for different atoms with distinct initial Voronoi motifs. It shows that all types of Voronoi clusters at the initial state become saturated with the statistical <italic>S</italic>
<sub>
<italic>i</italic>
</sub> at a relaxation time less than 0.1&#xa0;ns. The full icosahedra (with the Voronoi index as &#x27e8;0, 0, 12, 0&#x27e9;) has the lowest value of entropy, while the &#x201c;geometrically unfavored motifs&#x201d; (GUMs) exhibits the highest level of structural diversity. This is in line with the existing paradigm (<xref ref-type="bibr" rid="B20">Ma, 2015</xref>) that atomic packing with high symmetry such as full icosahedra (&#x27e8;0, 0, 12, 0&#x27e9;) constitutes the most inflexible local environments, while those GUMs contribute preferentially to the soft sites, acting as liquid-like regions (<xref ref-type="bibr" rid="B9">Ding et&#x20;al., 2014</xref>). It should be noted that the critical time for the saturation of Shannon entropy is roughly estimated in the present work. The main scope of the critical time is to confirm the time-invariance of our proposed Shannon entropy. It is interesting to figure out the definition of such critical times. Consideration of the quantitative one-to-one correlation between the critical time and Shannon entropy or other dynamical properties is meaningful. However, it is beyond the scope of this article and will probably be discussed in future research studies.</p>
</sec>
<sec id="s3-2">
<title>3.2 Feature of Ergodic Shannon Entropy</title>
<p>
<xref ref-type="fig" rid="F2">Figure&#x20;2</xref> displays the probability distribution of <italic>S</italic>
<sub>
<italic>i</italic>
</sub> for the Cu atoms (red line), Zr atoms (blue line), and all atoms (black line), respectively. It is intuitive that <italic>S</italic>
<sub>
<italic>i</italic>
</sub> is distributed over a very broad range, indicating a strong structural heterogeneity (<xref ref-type="bibr" rid="B55">Zhang et&#x20;al., 2015)</xref> as commonly demonstrated by other structural predictors. This also resembles the frequently reported nonhomogeneous distribution of the short- or long-time dynamic properties in metallic glasses (<xref ref-type="bibr" rid="B37">Tanaka et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B41">Tong and Tanaka, 2018</xref>; <xref ref-type="bibr" rid="B43">Wang et&#x20;al., 2018</xref>). Furthermore, it shows that the peak position of the Cu atoms shifts to the left when compared with that of Zr atoms. This is ascribed to the higher coordination number of Zr atoms than that of Cu atoms, resulting in a greater diversity in the local atomic packing of Zr&#x20;atoms.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Distribution of atomic-scale Shannon entropy for all atoms (black line), Cu atoms (red line), and Zr atoms (blue line), respectively.</p>
</caption>
<graphic xlink:href="fmats-09-855681-g002.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 Structure&#x2013;Property Relationship Based on Ergodic Shannon Entropy</title>
<p>Having characterized the level of structural diversity by <italic>S</italic>
<sub>
<italic>i</italic>
</sub>, we can now establish the long-sought structure-property relationship in metallic glasses. First of all, we focus on the correlation between ergodic Shannon entropy and the activation energy of local structure excitation, the latter of which is the energy barrier of the long-time transition from one local energy minimum to a neighboring one which is usually used as a universal indicator of the difficulty of structural excitations under external mechanical or thermal loadings. To address this issue, the particle-level activation energy &#x394;<italic>Q</italic> is calculated for each triggered atom. The statistical correlation between <italic>S</italic>
<sub>
<italic>i</italic>
</sub> and &#x394;<italic>Q</italic> is indeed seen in <xref ref-type="fig" rid="F3">Figure&#x20;3</xref> for Cu atoms (<xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>) and Zr atoms (<xref ref-type="fig" rid="F3">Figure&#x20;3B</xref>), respectively. It shows a clear trend that decreasing values of &#x394;<italic>Q</italic> corresponds to growth in the magnitude of <italic>S</italic>
<sub>
<italic>i</italic>
</sub>. It further suggests that particles centered around motifs with a higher degree of structural diversity tend to have multiple basins with a lower activation barrier. To demonstrate this relation more explicitly, all Cu atoms (or Zr atoms) are sorted in terms of the value of <italic>S</italic>
<sub>
<italic>i</italic>
</sub> into groups, each containing 50 atoms. Then, the averaged &#x394;<italic>Q</italic> for each group is calculated. As shown in <xref ref-type="fig" rid="F3">Figure&#x20;3C</xref>, an inverse scaling law between <italic>S</italic>
<sub>
<italic>i</italic>
</sub> and &#x394;<italic>Q</italic> is even more remarkable after such a numerical coarse-graining procedure. This intimate correlation applies to both Cu and Zr atoms. Furthermore, it is evident that Zr atoms are linked with deeper valleys in PEL, which correspond to higher activation barriers compared with Cu atoms. This is because Zr atoms are heavier than Cu atoms, causing the latter more easily to be activated under external stimuli.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Correlation between atomic-scale Shannon entropy <italic>S</italic>
<sub>
<italic>i</italic>
</sub> and activation energy &#x394;<italic>Q</italic> of local structural excitation in Cu<sub>50</sub>Zr<sub>50</sub> metallic glass. The color in each plot indicates the number density of atoms, with bright areas corresponding to high density. <bold>(A)</bold> for Cu atoms and <bold>(B)</bold> for Zr atoms. <bold>(C)</bold> shows the inverse proportionality between <italic>S</italic>
<sub>
<italic>i</italic>
</sub> and &#x394;<italic>Q</italic>. Each data point denotes the average for 0.25% of all atoms, sorted by the magnitude of <italic>S</italic>
<sub>
<italic>i</italic>
</sub>.</p>
</caption>
<graphic xlink:href="fmats-09-855681-g003.tif"/>
</fig>
<p>The next task at hand is to investigate how the structural diversity parameter <italic>S</italic>
<sub>
<italic>i</italic>
</sub> correlates with the short-time vibrational feature. For this purpose, the boson peak vibrational anomaly which is one of the most mysterious phenomena of metallic glasses and other disordered materials is utilized to benchmark the relation between <italic>S</italic>
<sub>
<italic>i</italic>
</sub> and thermodynamics. Here, the boson peak is the measure of excess vibrational density of states with respect to the Debye-squared law in 3D. It can be represented by the peak value of the reduced VDOS, that is, VDOS divided by <italic>&#x3c9;</italic>
<sup>2</sup>. It has been extensively discussed that there is an intimate correlation between the activation energy and intensity of the boson peak. Thus, it is expected that there should be a strong correlation between <italic>S</italic>
<sub>
<italic>i</italic>
</sub> and <italic>I</italic>
<sub>BP</sub>. <xref ref-type="fig" rid="F4">Figure&#x20;4</xref> shows the semi-logarithmic plot of the single-particle boson peak intensity as a function of ergodic Shannon entropy for Cu (<xref ref-type="fig" rid="F4">Figure&#x20;4A</xref>) and Zr atoms (<xref ref-type="fig" rid="F4">Figure&#x20;4B</xref>), respectively. It shows that atoms with different values of <italic>S</italic>
<sub>
<italic>i</italic>
</sub> display different intensities of boson peaks. Mostly, atoms with a higher level of structural diversity will make more contributions to the boson peak. As shown in <xref ref-type="fig" rid="F4">Figure&#x20;4C</xref>, this correlation is more apparent after numerical coarse graining with a proper bin size. Here, each bin contains 0.25% of all atoms that have been sorted based on the increasing value of <italic>S</italic>
<sub>
<italic>i</italic>
</sub>. It points out that atoms exhibiting a high value of ergodic Shannon entropy would indeed have an extraordinary vibrational anomaly, and large <italic>S</italic>
<sub>
<italic>i</italic>
</sub> does necessarily mean large intensity of boson peaks. This is indicative of the exponential susceptibility of the boson peak intensity to the diversity of structural environments and complexity of the PEL since <italic>S</italic>
<sub>
<italic>i</italic>
</sub> is proved linearly correlated with the PEL&#x2019;s topology as evidenced by <xref ref-type="fig" rid="F3">Figure&#x20;3</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Correlation between atomic-scale Shannon entropy <italic>S</italic>
<sub>
<italic>i</italic>
</sub> and the single-particle boson peak <italic>I</italic>
<sub>BP</sub> in Cu<sub>50</sub>Zr<sub>50</sub> metallic glass. The color in each plot indicates the number density of atoms, with bright areas corresponding to high density. <bold>(A)</bold> for Cu atoms and <bold>(B)</bold> for Zr atoms. <bold>(C)</bold> shows that <italic>S</italic>
<sub>
<italic>i</italic>
</sub> is exponentially proportional to <italic>I</italic>
<sub>BP</sub>. Each data point denotes the average for 0.25% of all atoms, sorted by the magnitude of <italic>S</italic>
<sub>
<italic>i</italic>
</sub>.</p>
</caption>
<graphic xlink:href="fmats-09-855681-g004.tif"/>
</fig>
<p>The strong correlation among <italic>S</italic>
<sub>
<italic>i</italic>
</sub> &#x2212; &#x394;<italic>Q</italic>&#x20;&#x2212; <italic>I</italic>
<sub>BP</sub> can also be verified in terms of their spatial nature. The contour maps of <italic>S</italic>
<sub>
<italic>i</italic>
</sub>, &#x394;<italic>Q,</italic> and the <italic>I</italic>
<sub>BP</sub> field are shown in <xref ref-type="fig" rid="F5">Figure&#x20;5</xref>. It is noticeable that all of these parameters are distributed in nonhomogeneous manners with atoms having high/low values of <italic>S</italic>
<sub>
<italic>i</italic>
</sub> (or &#x394;<italic>Q</italic> or <italic>I</italic>
<sub>BP</sub>) tend to aggregate spatially into clusters, which cover regions spanning nearly nanometers in diameter or <inline-formula id="inf5">
<mml:math id="m7">
<mml:mo>&#x223c;</mml:mo>
<mml:mn>5</mml:mn>
</mml:math>
</inline-formula> &#xc5; in radius, which is corresponding to the second valley of the radial distribution function (RDF) of Cu<sub>50</sub>Zr<sub>50</sub>&#xa0;MG. This is a direct piece of evidence that local structural diversity, local structural excitation, and vibrational anomalies share the same physical origin embedded in both short- and medium-range order of glass. This characteristic length scale is also commensurate with the critical size of soft regions that are responsible for triggering plastic shear transformations under thermal and/or mechanical stimuli. This is expected since the robust correlation between &#x394;<italic>Q</italic> and shear transformation has been well reported in the literature <xref ref-type="bibr" rid="B18">Kosiba et&#x20;al. (2020)</xref>, <xref ref-type="bibr" rid="B15">Han et&#x20;al. (2020)</xref>, and <xref ref-type="bibr" rid="B46">Wei et&#x20;al. (2019)</xref>. In this connection, local regions with a high level of <italic>S</italic>
<sub>
<italic>i</italic>
</sub> can be identified as potential glassy defects. Furthermore, it is evident in <xref ref-type="fig" rid="F5">Figure&#x20;5</xref> that high-<italic>S</italic>
<sub>
<italic>i</italic>
</sub> clusters are in striking overlap with the low-barrier and high-<italic>I</italic>
<sub>BP</sub> regions. It underpins the concept that ergodic Shannon entropy that conceives the information about the flexibility of the local structural packing can quantitatively correlate with both short-time and long-time dynamic features at a particle-level resolution.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Heat maps showing the correspondence among <bold>(A)</bold> atomic-scale Shannon entropy <italic>S</italic>
<sub>
<italic>i</italic>
</sub>, <bold>(B)</bold> atomic-scale activation barriers, and <bold>(C)</bold> single-particle boson peaks, respectively. Each map has a thickness of 5&#xa0;&#xc5;.</p>
</caption>
<graphic xlink:href="fmats-09-855681-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>4 Discussion</title>
<p>In this section, we explain the underlying physics of the strong correction found in <italic>S</italic>
<sub>
<italic>i</italic>
</sub> &#x2212; &#x394;<italic>Q</italic>&#x20;&#x2212; <italic>I</italic>
<sub>BP</sub> by tracing back the structural origin of ergodic Shannon entropy. <xref ref-type="fig" rid="F6">Figure&#x20;6</xref> shows the polyhedral makeups for the atoms with different values of <italic>S</italic>
<sub>
<italic>i</italic>
</sub>. The makeup for each atom is obtained by recording all Voronoi motifs that a specific atom has experienced during the relaxation process. In <xref ref-type="fig" rid="F6">Figure&#x20;6</xref>, ergodic Shannon entropy is arranged in ascending order from left to right, with each solid bar containing 10% of all atoms. Remarkably, atoms with high levels of <italic>S</italic>
<sub>
<italic>i</italic>
</sub> preferentially experienced local environments stacking from GUMs, while those with low <italic>S</italic>
<sub>
<italic>i</italic>
</sub> values were mostly composed of geometrically favored clusters.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Structural diversity acts as the origin of atomic-scale Shannon entropy. The polyhedron makeups, averaged over all the snapshots during the relaxation process, of atoms with different values of <italic>S</italic>
<sub>
<italic>i</italic>
</sub>. The color bars, from left to right, are ordered by the value of <italic>S</italic>
<sub>
<italic>i</italic>
</sub>, with each bar containing 10% of all atoms. The two narrow bars on the left-most and right areas denote the results for atoms with the highest 1% and lowest 1% <italic>S</italic>
<sub>
<italic>i</italic>
</sub>, respectively.</p>
</caption>
<graphic xlink:href="fmats-09-855681-g006.tif"/>
</fig>
<p>It is even more striking when the statistics for atoms with extremely highest and lowest 1% <italic>S</italic>
<sub>
<italic>i</italic>
</sub> are presented for comparison (the two narrow bars in <xref ref-type="fig" rid="F6">Figure&#x20;6</xref>). This observation is nontrivial since it is well reported that GUMs tend to contribute to the soft modes that are strongly in favor of low energy barriers for structural excitations, whereas the geometrically stable clusters barely participate in such soft modes and thus behave like hard regions that make up the mechanical rigidity of the glass sample <xref ref-type="bibr" rid="B9">Ding et&#x20;al. (2014)</xref> and <xref ref-type="bibr" rid="B10">Fan et&#x20;al. (2021)</xref>. Therefore, it suggests that this ergodic Shannon entropy, as a numerical metric of the local structural diversity, hinting at the manifestation of the possibility that an atom will experience GUMs, or equally, the probability to participate in quasi-localized soft modes that are easy to lose mechanical stability.</p>
</sec>
<sec id="s5">
<title>5 Conclusion</title>
<p>In summary, we have identified a new physics-informed structural fingerprint based on an approximate expression for Shannon information entropy projected onto an individual atom. This atomic-scale Shannon entropy is time-invariant that extensively integrates both the static topology and the vibrational features. It presents a quantitative representation of the diversity of Voronoi polyhedra that an atom in a unique local atomic packing environment will explore during a substantial long-time relaxation process. On the basis of this innovative indictor, we partially establish the long-sought structure&#x2013;property relation in the sense that <italic>S</italic>
<sub>
<italic>i</italic>
</sub> is shown to be an exceptional metric for both short-time vibrational anomalies and long-time structural excitations&#x2014;both of which are critical and general dynamic properties in amorphous materials. Since ergodic Shannon entropy is clearly defined <italic>via</italic> the widely accepted Voronoi motifs in the community, the uncovered structure&#x2013;property relation is interpretable and is also of interest in exploring nonhomogeneous dynamic features caused by the intricate local packing order in other disordered materials.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>Z-YY and Y-JW designed the research. Z-YY performed the simulations. All the authors made contributions in analyzing and interpreting the data and writing the manuscript.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This work was financially supported by the National Natural Science Foundation of China (Grant No. 12072344) and the Youth Innovation Promotion Association of the Chinese Academy of Sciences (Grant No. 2017025).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<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="s10">
<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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Barbot</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Lerbinger</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hernandez-Garcia</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Garc&#xed;a-Garc&#xed;a</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Falk</surname>
<given-names>M. L.</given-names>
</name>
<name>
<surname>Vandembroucq</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Local Yield Stress Statistics in Model Amorphous Solids</article-title>. <source>Phys. Rev. E</source> <volume>97</volume>, <fpage>033001</fpage>. <pub-id pub-id-type="doi">10.1103/physreve.97.033001</pub-id> </citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Barkema</surname>
<given-names>G. T.</given-names>
</name>
<name>
<surname>Mousseau</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>1996</year>). <article-title>Event-Based Relaxation of Continuous Disordered Systems</article-title>. <source>Phys. Rev. Lett.</source> <volume>77</volume>, <fpage>4358</fpage>&#x2013;<lpage>4361</lpage>. <pub-id pub-id-type="doi">10.1103/PhysRevLett.77.4358</pub-id> </citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Canc&#xe8;s</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Legoll</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Marinica</surname>
<given-names>M.-C.</given-names>
</name>
<name>
<surname>Minoukadeh</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Willaime</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Some Improvements of the Activation-Relaxation Technique Method for Finding Transition Pathways on Potential Energy Surfaces</article-title>. <source>J.&#x20;Chem. Phys.</source> <volume>130</volume>, <fpage>114711</fpage>. <pub-id pub-id-type="doi">10.1063/1.3088532</pub-id> </citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cao</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>Y. Q.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Structural Processes that Initiate Shear Localization in Metallic Glass</article-title>. <source>Acta Materialia</source> <volume>57</volume>, <fpage>5146</fpage>&#x2013;<lpage>5155</lpage>. <pub-id pub-id-type="doi">10.1016/j.actamat.2009.07.016</pub-id> </citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cheng</surname>
<given-names>Y. Q.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Atomic-level Structure and Structure-Property Relationship in Metallic Glasses</article-title>. <source>Prog. Mater. Sci.</source> <volume>56</volume>, <fpage>379</fpage>&#x2013;<lpage>473</lpage>. <pub-id pub-id-type="doi">10.1016/j.pmatsci.2010.12.002</pub-id> </citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cubuk</surname>
<given-names>E. D.</given-names>
</name>
<name>
<surname>Ivancic</surname>
<given-names>R. J.&#x20;S.</given-names>
</name>
<name>
<surname>Schoenholz</surname>
<given-names>S. S.</given-names>
</name>
<name>
<surname>Strickland</surname>
<given-names>D. J.</given-names>
</name>
<name>
<surname>Basu</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Davidson</surname>
<given-names>Z. S.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Structure-property Relationships from Universal Signatures of Plasticity in Disordered Solids</article-title>. <source>Science</source> <volume>358</volume>, <fpage>1033</fpage>&#x2013;<lpage>1037</lpage>. <pub-id pub-id-type="doi">10.1126/science.aai8830</pub-id> </citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cubuk</surname>
<given-names>E. D.</given-names>
</name>
<name>
<surname>Schoenholz</surname>
<given-names>S. S.</given-names>
</name>
<name>
<surname>Rieser</surname>
<given-names>J.&#x20;M.</given-names>
</name>
<name>
<surname>Malone</surname>
<given-names>B. D.</given-names>
</name>
<name>
<surname>Rottler</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Durian</surname>
<given-names>D. J.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Identifying Structural Flow Defects in Disordered Solids Using Machine-Learning Methods</article-title>. <source>Phys. Rev. Lett.</source> <volume>114</volume>, <fpage>108001</fpage>. <pub-id pub-id-type="doi">10.1103/PhysRevLett.114.108001</pub-id> </citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ding</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>Y.-Q.</given-names>
</name>
<name>
<surname>Sheng</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Asta</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ritchie</surname>
<given-names>R. O.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Universal Structural Parameter to Quantitatively Predict Metallic Glass Properties</article-title>. <source>Nat. Commun.</source> <volume>7</volume>, <fpage>13733</fpage>. <pub-id pub-id-type="doi">10.1038/ncomms13733</pub-id> </citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ding</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Patinet</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Falk</surname>
<given-names>M. L.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Soft Spots and Their Structural Signature in a Metallic Glass</article-title>. <source>Proc. Natl. Acad. Sci. USA</source> <volume>111</volume>, <fpage>14052</fpage>&#x2013;<lpage>14056</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1412095111</pub-id> </citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fan</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Fan</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Atomic Vibration as an Indicator of the Propensity for Configurational Rearrangements in Metallic Glasses</article-title>. <source>Mater. Horiz.</source> <volume>8</volume>, <fpage>2359</fpage>&#x2013;<lpage>2372</lpage>. <pub-id pub-id-type="doi">10.1039/D1MH00491C</pub-id> </citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Iwashita</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Egami</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Crossover from Localized to Cascade Relaxations in Metallic Glasses</article-title>. <source>Phys. Rev. Lett.</source> <volume>115</volume>, <fpage>045501</fpage>. <pub-id pub-id-type="doi">10.1103/physrevlett.115.045501</pub-id> </citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Iwashita</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Egami</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>How Thermally Activated Deformation Starts in Metallic Glass</article-title>. <source>Nat. Commun.</source> <volume>5</volume>, <fpage>5083</fpage>. <pub-id pub-id-type="doi">10.1038/ncomms6083</pub-id> </citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fan</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Machine Learning Bridges Local Static Structure with Multiple Properties in Metallic Glasses</article-title>. <source>Mater. Today</source> <volume>40</volume>, <fpage>48</fpage>&#x2013;<lpage>62</lpage>. <pub-id pub-id-type="doi">10.1016/j.mattod.2020.05.021</pub-id> </citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fan</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Predicting Orientation-dependent Plastic Susceptibility from Static Structure in Amorphous Solids via Deep Learning</article-title>. <source>Nat. Commun.</source> <volume>12</volume>, <fpage>1506</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-021-21806-z</pub-id> </citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Han</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Cao</surname>
<given-names>P.-H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.-J.</given-names>
</name>
<name>
<surname>Dai</surname>
<given-names>L.-H.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Statistical Complexity of Potential Energy Landscape as a Dynamic Signature of the Glass Transition</article-title>. <source>Phys. Rev. B</source> <volume>101</volume>, <fpage>064205</fpage>. <pub-id pub-id-type="doi">10.1103/PhysRevB.101.064205</pub-id> </citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname>
<given-names>Y.-C.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.-W.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Guan</surname>
<given-names>P.-F.</given-names>
</name>
<name>
<surname>Bai</surname>
<given-names>H.-Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W.-H.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Configuration Correlation Governs Slow Dynamics of Supercooled Metallic Liquids</article-title>. <source>Proc. Natl. Acad. Sci. USA</source> <volume>115</volume>, <fpage>6375</fpage>&#x2013;<lpage>6380</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1802300115</pub-id> </citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname>
<given-names>Y. C.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>F. X.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>M. Z.</given-names>
</name>
<name>
<surname>Bai</surname>
<given-names>H. Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W. H.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Five-fold Symmetry as Indicator of Dynamic Arrest in Metallic Glass-Forming Liquids</article-title>. <source>Nat. Commun.</source> <volume>6</volume>, <fpage>9310</fpage>. <pub-id pub-id-type="doi">10.1038/ncomms9310</pub-id> </citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kosiba</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Scudino</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Bednarcik</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Bian</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>K&#xfc;hn</surname>
<given-names>U.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Guiding Shear Bands in Bulk Metallic Glasses Using Stress fields: A Perspective from the Activation of Flow Units</article-title>. <source>Phys. Rev. B</source> <volume>102</volume>, <fpage>134113</fpage>. <pub-id pub-id-type="doi">10.1103/PhysRevB.102.134113</pub-id> </citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Larini</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Ottochian</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>De Michele</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Leporini</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Universal Scaling between Structural Relaxation and Vibrational Dynamics in Glass-Forming Liquids and Polymers</article-title>. <source>Nat. Phys</source> <volume>4</volume>, <fpage>42</fpage>&#x2013;<lpage>45</lpage>. <pub-id pub-id-type="doi">10.1038/nphys788</pub-id> </citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ma</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Tuning Order in Disorder</article-title>. <source>Nat. Mater</source> <volume>14</volume>, <fpage>547</fpage>&#x2013;<lpage>552</lpage>. <pub-id pub-id-type="doi">10.1038/nmat4300</pub-id> </citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Malek</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Mousseau</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Dynamics of Lennard-Jones Clusters: A Characterization of the Activation-Relaxation Technique</article-title>. <source>Phys. Rev. E</source> <volume>62</volume>, <fpage>7723</fpage>&#x2013;<lpage>7728</lpage>. <pub-id pub-id-type="doi">10.1103/PhysRevE.62.7723</pub-id> </citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Manning</surname>
<given-names>M. L.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>A. J.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Vibrational Modes Identify Soft Spots in a Sheared Disordered Packing</article-title>. <source>Phys. Rev. Lett.</source> <volume>107</volume>, <fpage>108302</fpage>. <pub-id pub-id-type="doi">10.1103/physrevlett.107.108302</pub-id> </citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mendelev</surname>
<given-names>M. I.</given-names>
</name>
<name>
<surname>Kramer</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Ott</surname>
<given-names>R. T.</given-names>
</name>
<name>
<surname>Sordelet</surname>
<given-names>D. J.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Molecular Dynamics Simulation of Diffusion in Supercooled Cu-Zr Alloys</article-title>. <source>Philos. Mag.</source> <volume>89</volume>, <fpage>109</fpage>&#x2013;<lpage>126</lpage>. <pub-id pub-id-type="doi">10.1080/14786430802570648</pub-id> </citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Milkus</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Zaccone</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Local Inversion-Symmetry Breaking Controls the Boson Peak in Glasses and Crystals</article-title>. <source>Phys. Rev. B</source> <volume>93</volume>, <fpage>094204</fpage>. <pub-id pub-id-type="doi">10.1103/PhysRevB.93.094204</pub-id> </citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nos&#xe9;</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>1984</year>). <article-title>A Unified Formulation of the Constant Temperature Molecular Dynamics Methods</article-title>. <source>J.&#x20;Chem. Phys.</source> <volume>81</volume>, <fpage>511</fpage>&#x2013;<lpage>519</lpage>. <pub-id pub-id-type="doi">10.1063/1.447334</pub-id> </citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Parrinello</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Rahman</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>1981</year>). <article-title>Polymorphic Transitions in Single Crystals: A New Molecular Dynamics Method</article-title>. <source>J.&#x20;Appl. Phys.</source> <volume>52</volume>, <fpage>7182</fpage>&#x2013;<lpage>7190</lpage>. <pub-id pub-id-type="doi">10.1063/1.328693</pub-id> </citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Patinet</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Vandembroucq</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Falk</surname>
<given-names>M. L.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Connecting Local Yield Stresses with Plastic Activity in Amorphous Solids</article-title>. <source>Phys. Rev. Lett.</source> <volume>117</volume>, <fpage>045501</fpage>. <pub-id pub-id-type="doi">10.1103/physrevlett.117.045501</pub-id> </citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Peng</surname>
<given-names>H. L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>M. Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W. H.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Structural Signature of Plastic Deformation in Metallic Glasses</article-title>. <source>Phys. Rev. Lett.</source> <volume>106</volume>, <fpage>135503</fpage>. <pub-id pub-id-type="doi">10.1103/physrevlett.106.135503</pub-id> </citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Piaggi</surname>
<given-names>P. M.</given-names>
</name>
<name>
<surname>Parrinello</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Entropy Based Fingerprint for Local Crystalline Order</article-title>. <source>J.&#x20;Chem. Phys.</source> <volume>147</volume>, <fpage>114112</fpage>. <pub-id pub-id-type="doi">10.1063/1.4998408</pub-id> </citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Plimpton</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>1995</year>). <article-title>Fast Parallel Algorithms for Short-Range Molecular Dynamics</article-title>. <source>J.&#x20;Comput. Phys.</source> <volume>117</volume>, <fpage>1</fpage>&#x2013;<lpage>19</lpage>. <pub-id pub-id-type="doi">10.1006/jcph.1995.1039</pub-id> </citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Richard</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Ozawa</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Patinet</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Stanifer</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Shang</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Ridout</surname>
<given-names>S. A.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Predicting Plasticity in Disordered Solids from Structural Indicators</article-title>. <source>Phys. Rev. Mater.</source> <volume>4</volume>, <fpage>113609</fpage>. <pub-id pub-id-type="doi">10.1103/PhysRevMaterials.4.113609</pub-id> </citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schoenholz</surname>
<given-names>S. S.</given-names>
</name>
<name>
<surname>Cubuk</surname>
<given-names>E. D.</given-names>
</name>
<name>
<surname>Kaxiras</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>A. J.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Relationship between Local Structure and Relaxation in Out-Of-Equilibrium Glassy Systems</article-title>. <source>Proc. Natl. Acad. Sci. USA</source> <volume>114</volume>, <fpage>263</fpage>&#x2013;<lpage>267</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1610204114</pub-id> </citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schoenholz</surname>
<given-names>S. S.</given-names>
</name>
<name>
<surname>Cubuk</surname>
<given-names>E. D.</given-names>
</name>
<name>
<surname>Sussman</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Kaxiras</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>A. J.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>A Structural Approach to Relaxation in Glassy Liquids</article-title>. <source>Nat. Phys</source> <volume>12</volume>, <fpage>469</fpage>&#x2013;<lpage>471</lpage>. <pub-id pub-id-type="doi">10.1038/nphys3644</pub-id> </citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shannon</surname>
<given-names>C. E.</given-names>
</name>
</person-group> (<year>1948</year>). <article-title>A Mathematical Theory of Communication</article-title>. <source>Bell Syst. Tech. J.</source> <volume>27</volume>, <fpage>379</fpage>&#x2013;<lpage>423</lpage>. <pub-id pub-id-type="doi">10.1002/j.1538-7305.1948.tb01338.x</pub-id> </citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sheng</surname>
<given-names>H. W.</given-names>
</name>
<name>
<surname>Luo</surname>
<given-names>W. K.</given-names>
</name>
<name>
<surname>Alamgir</surname>
<given-names>F. M.</given-names>
</name>
<name>
<surname>Bai</surname>
<given-names>J.&#x20;M.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Atomic Packing and Short-To-Medium-Range Order in Metallic Glasses</article-title>. <source>Nature</source> <volume>439</volume>, <fpage>419</fpage>&#x2013;<lpage>425</lpage>. <pub-id pub-id-type="doi">10.1038/nature04421</pub-id> </citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Spaepen</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>1977</year>). <article-title>A Microscopic Mechanism for Steady State Inhomogeneous Flow in Metallic Glasses</article-title>. <source>Acta Metallurgica</source> <volume>25</volume>, <fpage>407</fpage>&#x2013;<lpage>415</lpage>. <pub-id pub-id-type="doi">10.1016/0001-6160(77)90232-2</pub-id> </citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tanaka</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Kawasaki</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Shintani</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Watanabe</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Critical-like Behaviour of Glass-Forming Liquids</article-title>. <source>Nat. Mater</source> <volume>9</volume>, <fpage>324</fpage>&#x2013;<lpage>331</lpage>. <pub-id pub-id-type="doi">10.1038/nmat2634</pub-id> </citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tian</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Fan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Mousseau</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Identifying Flow Defects in Amorphous Alloys Using Machine Learning Outlier Detection Methods</article-title>. <source>Scripta Materialia</source> <volume>186</volume>, <fpage>185</fpage>&#x2013;<lpage>189</lpage>. <pub-id pub-id-type="doi">10.1016/j.scriptamat.2020.05.038</pub-id> </citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tian</surname>
<given-names>Z.-L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.-J.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Dai</surname>
<given-names>L.-H.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Strain Gradient Drives Shear Banding in Metallic Glasses</article-title>. <source>Phys. Rev. B</source> <volume>96</volume>, <fpage>094103</fpage>. <pub-id pub-id-type="doi">10.1103/PhysRevB.96.094103</pub-id> </citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Togo</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Tanaka</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>First Principles Phonon Calculations in Materials Science</article-title>. <source>Scripta Materialia</source> <volume>108</volume>, <fpage>1</fpage>&#x2013;<lpage>5</lpage>. <pub-id pub-id-type="doi">10.1016/j.scriptamat.2015.07.021</pub-id> </citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tong</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Tanaka</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Revealing Hidden Structural Order Controlling Both Fast and Slow Glassy Dynamics in Supercooled Liquids</article-title>. <source>Phys. Rev. X</source> <volume>8</volume>, <fpage>011041</fpage>. <pub-id pub-id-type="doi">10.1103/PhysRevX.8.011041</pub-id> </citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wallace</surname>
<given-names>D. C.</given-names>
</name>
</person-group> (<year>1987</year>). <article-title>On the Role of Density Fluctuations in the Entropy of a Fluid</article-title>. <source>J.&#x20;Chem. Phys.</source> <volume>87</volume>, <fpage>2282</fpage>&#x2013;<lpage>2284</lpage>. <pub-id pub-id-type="doi">10.1063/1.453158</pub-id> </citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yan</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Asta</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ritchie</surname>
<given-names>R. O.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Spatial Correlation of Elastic Heterogeneity Tunes the Deformation Behavior of Metallic Glasses</article-title>. <source>Npj&#x20;Comput. Mater.</source> <volume>4</volume>, <fpage>19</fpage>. <pub-id pub-id-type="doi">10.1038/s41524-018-0077-8</pub-id> </citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Podryabinkin</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Shapeev</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Predicting the Propensity for Thermally Activated &#x3b2; Events in Metallic Glasses via Interpretable Machine Learning Events in Metallic Glasses via Interpretable Machine Learning</article-title>. <source>Npj&#x20;Comput. Mater.</source> <volume>6</volume>, <fpage>194</fpage>. <pub-id pub-id-type="doi">10.1038/s41524-020-00467-4</pub-id> </citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Jain</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>A Transferable Machine-Learning Framework Linking Interstice Distribution and Plastic Heterogeneity in Metallic Glasses</article-title>. <source>Nat. Commun.</source> <volume>10</volume>, <fpage>5537</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-019-13511-9</pub-id> </citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wei</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>M.-Q.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>B.-C.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.-J.</given-names>
</name>
<name>
<surname>Dai</surname>
<given-names>L.-H.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Revisiting the Structure-Property Relationship of Metallic Glasses: Common Spatial Correlation Revealed as a Hidden Rule</article-title>. <source>Phys. Rev. B</source> <volume>99</volume>, <fpage>014115</fpage>. <pub-id pub-id-type="doi">10.1103/physrevb.99.014115</pub-id> </citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Widmer-Cooper</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Harrowell</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Fynewever</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>How Reproducible Are Dynamic Heterogeneities in a Supercooled Liquid?</article-title> <source>Phys. Rev. Lett.</source> <volume>93</volume>, <fpage>135701</fpage>. <pub-id pub-id-type="doi">10.1103/physrevlett.93.135701</pub-id> </citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Falk</surname>
<given-names>M. L.</given-names>
</name>
<name>
<surname>Patinet</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Guan</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Atomic Nonaffinity as a Predictor of Plasticity in Amorphous Solids</article-title>. <source>Phys. Rev. Mater.</source> <volume>5</volume>, <fpage>025603</fpage>. <pub-id pub-id-type="doi">10.1103/physrevmaterials.5.025603</pub-id> </citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.-J.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Zaccone</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Dai</surname>
<given-names>L. H.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>M. Q.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Structural Parameter of Orientational Order to Predict the Boson Vibrational Anomaly in Glasses</article-title>. <source>Phys. Rev. Lett.</source> <volume>122</volume>, <fpage>015501</fpage>. <pub-id pub-id-type="doi">10.1103/physrevlett.122.015501</pub-id> </citation>
</ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W.-H.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Structures of Local Rearrangements in Soft Colloidal Glasses</article-title>. <source>Phys. Rev. Lett.</source> <volume>116</volume>, <fpage>238003</fpage>. <pub-id pub-id-type="doi">10.1103/physrevlett.116.238003</pub-id> </citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>Z.-Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.-J.</given-names>
</name>
<name>
<surname>Zaccone</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Correlation between Vibrational Anomalies and Emergent Anharmonicity of the Local Potential Energy Landscape in Metallic Glasses</article-title>. <source>Phys. Rev. B</source> <volume>105</volume>, <fpage>014204</fpage>. <pub-id pub-id-type="doi">10.1103/physrevb.105.014204</pub-id> </citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>Z.-Y.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Zaccone</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.-J.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Machine-learning Integrated Glassy Defect from an Intricate Configurational-Thermodynamic-Dynamic Space</article-title>. <source>Phys. Rev. B</source> <volume>104</volume>, <fpage>064108</fpage>. <pub-id pub-id-type="doi">10.1103/PhysRevB.104.064108</pub-id> </citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yu</surname>
<given-names>H. B.</given-names>
</name>
<name>
<surname>Richert</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Samwer</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Structural Rearrangements Governing Johari-Goldstein Relaxations in Metallic Glasses</article-title>. <source>Sci. Adv.</source> <volume>3</volume>, <fpage>e1701577</fpage>. <pub-id pub-id-type="doi">10.1126/sciadv.1701577</pub-id> </citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yu</surname>
<given-names>H. B.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W. H.</given-names>
</name>
<name>
<surname>Bai</surname>
<given-names>H. Y.</given-names>
</name>
<name>
<surname>Samwer</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>The &#x3b2;-relaxation in Metallic Glasses-Relaxation in Metallic Glasses</article-title>. <source>Natl. Sci. Rev.</source> <volume>1</volume>, <fpage>429</fpage>&#x2013;<lpage>461</lpage>. <pub-id pub-id-type="doi">10.1093/nsr/nwu018</pub-id> </citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>J.&#x20;C.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Pei</surname>
<given-names>Q. X.</given-names>
</name>
<name>
<surname>Wan</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>W. X.</given-names>
</name>
<name>
<surname>Sha</surname>
<given-names>Z. D.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Ab Initio molecular Dynamics Study of the Local Atomic Structures in Monatomic Metallic Liquid and Glass</article-title>. <source>Mater. Des.</source> <volume>77</volume>, <fpage>1</fpage>&#x2013;<lpage>5</lpage>. <pub-id pub-id-type="doi">10.1016/j.matdes.2015.04.002</pub-id> </citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>Y. X.</given-names>
</name>
<name>
<surname>Xing</surname>
<given-names>G. C.</given-names>
</name>
<name>
<surname>Sha</surname>
<given-names>Z. D.</given-names>
</name>
<name>
<surname>Poh</surname>
<given-names>L. H.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>A Two-step Fused Machine Learning Approach for the Prediction of Glass-Forming Ability of Metallic Glasses</article-title>. <source>J.&#x20;Alloys Comp.</source> <volume>875</volume>, <fpage>160040</fpage>. <pub-id pub-id-type="doi">10.1016/j.jallcom.2021.160040</pub-id> </citation>
</ref>
<ref id="B57">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zylberg</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Lerner</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Bar-Sinai</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Bouchbinder</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Langer</surname>
<given-names>J.&#x20;S.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Local thermal Energy as a Structural Indicator in Glasses</article-title>. <source>Proc. Natl. Acad. Sci. USA</source> <volume>114</volume>, <fpage>7289</fpage>&#x2013;<lpage>7294</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1704403114</pub-id> </citation>
</ref>
</ref-list>
</back>
</article>