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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">745698</article-id>
<article-id pub-id-type="doi">10.3389/fmats.2021.745698</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Materials</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A Systematic Approach for Semiconductor Half-Heusler</article-title>
<alt-title alt-title-type="left-running-head">Lim et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Semiconductor Half-Heusler</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Lim</surname>
<given-names>Wei Yang Samuel</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1469627/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Danwei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Duran</surname>
<given-names>Solco Samantha Faye</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1446418/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tan</surname>
<given-names>Xian Yi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tan</surname>
<given-names>Chee Kiang Ivan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Jianwei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/772457/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Suwardi</surname>
<given-names>Ady</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/1416427/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Institute of Materials Research and Engineering, Agency for Science, Technology and Research, <addr-line>Singapore</addr-line>, <country>Singapore</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Department of Materials Science and Engineering, National University of Singapore, <addr-line>Singapore</addr-line>, <country>Singapore</country>
</aff>
<author-notes>
<corresp id="c001">&#x2a;Correspondence: Ady Suwardi, <email>ady_suwardi@imre.a-star.edu.sg</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Ceramics and Glass, a section of the journal Frontiers in Materials</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/260942/overview">Anil Annadi</ext-link>, Mahindra University, India</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/1060670/overview">Yue Xu</ext-link>, Qilu University of Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1490331/overview">Jagadeesh Sure</ext-link>, VIT University, India</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>11</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>8</volume>
<elocation-id>745698</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>10</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Lim, Zhang, Duran, Tan, Tan, Xu and Suwardi.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Lim, Zhang, Duran, Tan, Tan, Xu and Suwardi</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>The key to designing a half-Heusler begins from the understanding of atomic interactions within the compound. However, this pool of knowledge in half-Heusler compounds is briefly segregated in many papers for specific explanations. The nature of the chemical bonding has been systematically explored for the large transition-metal branch of the half-Heusler family using density-of-states, charge-density, charge transfer, electron-localization-function, and crystal-orbital-Hamilton-population plots. This review aims to simplify the study of a conventional 18-electron configuration half-Heusler by applying rules proposed by renowned scientists to explain concepts such as Zintl-Klemm, hybridization, and valence electron content (VEC). Atomic and molecular orbital diagrams illustrate the electron orbital transitions and provide clarity to the semiconducting behavior (VEC &#x3d; 18) of half-Heusler. Eighteen-electron half-Heusler usually exhibits good thermoelectric properties owing to favorable electronic structures such as narrow bandgap (&#x3c;1.1&#xa0;eV), thermal stability, and robust mechanical properties. The insights derived from this review can be used to design high-performance half-Heusler thermoelectrics.</p>
</abstract>
<kwd-group>
<kwd>Heusler</kwd>
<kwd>semiconductor</kwd>
<kwd>thermoelectric</kwd>
<kwd>band structure</kwd>
<kwd>hybridization</kwd>
<kwd>Zintl</kwd>
<kwd>orbital theory</kwd>
</kwd-group>
<contract-sponsor id="cn001">Science and Engineering Research Council<named-content content-type="fundref-id">10.13039/501100005049</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>There is an appreciating interest to clean energy solutions on combating climate change. The demand of alternate energy technologies draws attention to thermoelectric (TE) materials that convert waste heat to electricity (<xref ref-type="bibr" rid="B23">Hamid Elsheikh et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B61">Ul Haq et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B59">Suwardi et&#x20;al., 2020</xref>). TE devices consist of n- and p-type TE materials that are electrically connected in a series circuit while the heat gradients applied are parallel to the device.</p>
<p>TE generators have been used for decades in space and automotive applications (<xref ref-type="bibr" rid="B68">Yang and Caillat 2006</xref>; <xref ref-type="bibr" rid="B37">LeBlanc 2014</xref>), and recently in wearable electronic devices (<xref ref-type="bibr" rid="B26">Hong et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B62">Wang et&#x20;al., 2020</xref>). However, the efficiency of TE generators needs to be improved for commercialization. To date, the highest module efficiency achieved is &#x223c;12% with Bi<sub>2</sub>Te<sub>3</sub>-based materials (<xref ref-type="bibr" rid="B74">Zhang et&#x20;al., 2017</xref>). A high-performance thermoelectric material should have high electrical conductivity and low thermal conductivity to maintain a robust temperature gradient. To quantify a thermoelectric material&#x2019;s efficiency, a dimensionless thermoelectric figure of merit, zT, is used. zT comprises of both the electronic and thermal conductivity components expressed as: <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mi>T</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
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<mml:msup>
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</mml:mrow>
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<mml:mi>T</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, where the Seebeck coefficient, <italic>S</italic>, is the voltage response to temperature gradient, <inline-formula id="inf2">
<mml:math id="m2">
<mml:mi>&#x3c3;</mml:mi>
</mml:math>
</inline-formula> is the electrical conductivity, <italic>k</italic> is the sum of electronic <italic>k</italic>
<sub>el</sub> and lattice <italic>k</italic>
<sub>lat</sub> thermal conductivity, and <italic>T</italic> is the absolute temperature. There are trade-off relations among these properties, e.g., an increase of the Seebeck coefficient obtained by decreasing the carrier concentration is generally accompanied by a reduction in the electrical conductivity. Also, an increase of the electrical conductivity typically coincides with an increase of the electronic part of the thermal conductivity, <italic>k</italic>
<sub>e</sub>. These corelations make it challenging to improve and optimize the dimensionless figure of merit, zT. To date, there are only few reliable strategies to enhance the zT such as band convergence, scattering manipulation, and lattice thermal conductivity reduction (<xref ref-type="bibr" rid="B29">Jia et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B28">Jia et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B67">Yang et&#x20;al., 2021</xref>).</p>
<p>The maximum TE efficiency, N<sub>max</sub>, is the increasing function of zT and is expressed as:<disp-formula id="e1">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mtext>N</mml:mtext>
<mml:mtext>max&#xa0;</mml:mtext>
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<mml:mfrac>
<mml:mrow>
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</mml:msub>
</mml:mrow>
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</mml:mrow>
<mml:mn>2</mml:mn>
</mml:mroot>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mroot>
<mml:mrow>
<mml:mn>1</mml:mn>
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</mml:mrow>
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</mml:mrow>
<mml:mn>2</mml:mn>
</mml:mroot>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
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<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<p>There have been many research studies on possible thermoelectric materials, ranging from metals to polymers. These thermoelectric materials all have one thing in common, that is, they exhibit semiconducting properties that are essential for thermoelectric properties. This characteristic opens vast possibilities for optimizing TE efficiency in designing materials and bandgaps. However, materials (such as Te and Pb) used to make high performance chalcogenides and skutterudites thermoelectrics can be costly and environmentally toxic (<xref ref-type="bibr" rid="B73">Zevalkink et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B41">Mulla and Rabinal 2018</xref>; <xref ref-type="bibr" rid="B51">Recatala-Gomez et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B59">Suwardi et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B78">Zheng et&#x20;al., 2021</xref>). Furthermore, thermoelectric materials can be thermally unstable above room temperature and tends to form secondary phases due to interface instability. These factors can undermine thermoelectric performance that would require post-chemical treatment and maintenance costs (<xref ref-type="bibr" rid="B53">Rull-Bravo et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B3">Aswathy et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B17">Colombara et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B46">Qin et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B1">Al Malki et&#x20;al., 2021</xref>).</p>
<p>Half-Heusler (HH)-based thermoelectrics are thermally stable with desirable mechanical properties. Another advantage is that their junction with metal electrodes is robust as compared to non-HH semiconductors. Utilizing HH thermoelectrics can be one of the viable means to reduce the unseen costs and use of toxic metals for converting waste heat energy into electricity (<xref ref-type="bibr" rid="B30">Joshi et&#x20;al., 2019</xref>). A recent work developed p-type TaFeSb-based HH, which achieved a record high zT of &#x223c;1.52&#xa0;at 973K and an ultrahigh average zT of &#x223c;0.93 between 300 and 973K (<xref ref-type="bibr" rid="B77">Zhu et&#x20;al., 2019</xref>). Research works have also developed state-of-the-art HH such as (Ti/Zr/Hf)CoSb (<xref ref-type="bibr" rid="B66">Yan et&#x20;al., 2013</xref>) (Ti/Zr/Hf)NiSn (<xref ref-type="bibr" rid="B54">Sakurada and Shutoh 2005</xref>; <xref ref-type="bibr" rid="B15">Chen et&#x20;al., 2013</xref>), ZrNiPb (<xref ref-type="bibr" rid="B40">Mao et&#x20;al., 2017</xref>), ZrCoBi (<xref ref-type="bibr" rid="B76">Zhu et&#x20;al., 2018</xref>), and NbCoSn (<xref ref-type="bibr" rid="B24">He et&#x20;al., 2016</xref>), all of which provides insights into further optimization of&#x20;zT.</p>
<p>HH compounds have a fundamental composition 1:1:1, with general formula XYZ, where X is the least electronegative element from the left. It is generally understood on the exceptions that are mainly applicable in the case of Y being the most electronegative rare-earth element to derive chemical formula YXZ. Both X and Y elements consist of transition metals, d-block, while Y also includes f-block rare-earth metals. Lastly, Z consists of P-block main group elements. However, this nomenclature may not apply to some HH compounds and caution must be exercised when deriving atomic parameters and lattice positions for theoretical predictions. In general, the formula derived as such is to provide a systematic overview of the metavalent interactions between the X, Y, and Z atoms. There are papers that cover essential topics such as high band degeneracy (<xref ref-type="bibr" rid="B20">Fu et&#x20;al., 2014</xref>), resonant doping (<xref ref-type="bibr" rid="B14">Chen et&#x20;al., 2017</xref>), mass fluctuation (<xref ref-type="bibr" rid="B14">Chen et&#x20;al., 2017</xref>) (<xref ref-type="bibr" rid="B66">Yan et&#x20;al., 2013</xref>), substitution doping (<xref ref-type="bibr" rid="B18">Culp et&#x20;al., 2008</xref>), phase separation (<xref ref-type="bibr" rid="B33">Kirievsky et&#x20;al., 2013</xref>) (<xref ref-type="bibr" rid="B39">Li et&#x20;al., 2020</xref>), nano inclusion (<xref ref-type="bibr" rid="B16">Chen and Ren 2013</xref>), and synthesis methods for a broad range of HH compounds. An essential review paper for an overview of the abovementioned was recently published (<xref ref-type="bibr" rid="B45">Poon 2019</xref>). However, there are still initial gaps to fill to understand these years of excellent works. Therefore, we take advantage of existing concepts and theories to provide an insightful yet succinct review on two specific HH systems that are widely studied, namely, MCoSb and MNiSn, where M &#x3d; (Ti,Zr,&#x20;Hf).</p>
</sec>
<sec id="s2">
<title>Half-Heusler and the Zintl Model Based on the Zintl-Klemm Concept</title>
<p>The HH structure consists of a covalent and ionic part, which are based on zincblende and rock salt structures, respectively. HH crystal structures consist of three interpenetrating FCC lattices, of which the atoms of the NaCl (Rock salt) structure occupies the octahedral sites while the covalent dominant ZnS structure (Zinc blende) occupies the remaining tetrahedral holes. The rock salt type sublattice is formed by the least and most electropositive element (X and Z), which has the most ionic interaction while the zinc blende type sublattice consists of Y and Z elements, which have the smallest difference in electronegativity. Y atoms occupy the remaining tetrahedral holes. The strongest ionic or covalent interaction of X, Y, and Z atoms determines the crystal lattice structure of the compound (<xref ref-type="bibr" rid="B22">Graf et&#x20;al., 2011</xref>).</p>
<p>For simplicity and understanding of these complex materials, the Zintl-Anion Framework based on the Zintl model is superimposed on the similar ZnS lattice (YZ) of the HH structure and is termed as the YZ framework. This approach was originally proposed by K&#xf6;hler and co-workers (<xref ref-type="bibr" rid="B34">K&#xf6;hler et&#x20;al., 2007</xref>). Zintl compounds are solids composed of electropositive cations that donate their valence electrons to form an anionic framework and a closed valence shell configuration, achieved by combining formal charge transfer with covalent bonding (<xref ref-type="bibr" rid="B72">Zeier et&#x20;al., 2016</xref>). According to the Zintl-Klemm concept, HH compounds can be described as the ionic interaction X<sup>n&#x2b;</sup>(YZ)<sup>n&#x2212;</sup>, which alludes the valence electron interaction between the most electropositive element X and YZ framework (<xref ref-type="bibr" rid="B42">Nesper 2014</xref>). Element X donates all its valence electrons to the more electronegative elements Y and Z. As a result, each of the elements reached a closed-shell configuration leading to an 18-electron configuration for XYZ, in which Y is a d<sup>10</sup> transition metal. This closed-shell 18-electron configuration makes HH compounds very stable. The valence balanced rule that generalizes the 18-electron rule for HHs states that most compounds with net valence (NV) of the three components equals zero are stable (<xref ref-type="bibr" rid="B2">Anand et&#x20;al., 2018</xref>).<disp-formula id="equ1">
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</disp-formula>
</p>
<p>The rule proposed by Chemist Irving Langmuir in 1921 states that an 18-valence electron metal complex that contains a transition metal is said to have achieved the same electron configuration as the noble gas (<xref ref-type="bibr" rid="B50">Rasmussen 2015</xref>). There are some exceptions to stable HH having other electron configuration besides 18-valence electron count (VEC). With the addition of rare-earth (RE) elements, the total number of valence electrons added up can be expressed as 18&#x2b; 4f<sup>n</sup>, which is stabilized by the strong localization of the RE f-orbital electrons (<xref ref-type="bibr" rid="B22">Graf, Felser and Parkin 2011</xref>). HH with VEC &#x3e;18 have spintronic properties and the magnetic moment can be predicted using the Slater-Pauling equation, which is expressed as M &#x3d; (Z&#x2014;18)&#x3bc;B, where M and Z are the magnetic moment and the number of valence electron in the unit cell (<xref ref-type="bibr" rid="B55">&#x15e;a&#x15f;&#x131;o&#x11f;lu et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B21">Galanakis et&#x20;al., 2006</xref>). For example, the total number of valence electrons in MCoSb (M &#x3d; Ti, Zr, Hf) is 18, so we can predict it to be a non-magnetic semiconductor, having magnetic moment 0&#xa0;&#x3bc;B. HH compounds aside from an 18-electron configuration exhibit magnetic properties and crystallize in a different structure (<xref ref-type="bibr" rid="B31">Joshi et&#x20;al., 2019</xref>). This review will focus mainly on semiconductor HH compounds with VEC &#x3d;&#x20;18.</p>
</sec>
<sec id="s3">
<title>S- and P- Orbital Hybridization</title>
<p>Scientist Pauling first introduced the concept of s- and p- orbital hybridization to form degenerate sp- orbitals up to three levels: sp, sp<sup>2</sup>, sp<sup>3</sup>, which describes the redistribution of the energy of orbitals of individual atoms to give new orbitals of equivalent energy known as hybrid orbitals (<xref ref-type="bibr" rid="B27">Ingold, 1940</xref>). The energy of degenerate sp- orbitals fulfills the VSEPR theory, which states that each atom in a molecule will achieve a geometry that minimizes the repulsion between electrons in the valence shell of that atom (<xref ref-type="bibr" rid="B7">Billo 1985</xref>). Usually, sp<sup>3</sup> hybridization applies to the solid-state chemistry of HH materials as its components are X<sup>
<bold>d-block</bold>
</sup>Y<sup>
<bold>d-block/lanthanides</bold>
</sup>Z<sup>
<bold>p- block</bold>
</sup>, all of which have at least three valence orbital shells.</p>
<p>The combination of orbitals with high energy differences may lead to orbitals with non-bonding character. Atomic orbitals that have similar energies will have the strongest interactions and result in stronger bonding and anti-bonding character. On the other hand, atomic orbitals with very unequal energies have weaker interaction because the molecular orbitals are closer in energy to the atomic orbital energies and thus there is less energy benefit to putting electrons in the bonding molecular orbitals. Hence, the greater the energy difference between atomic orbitals and the bonding molecular orbital, the more energetically favorable for bonding to occur. The energy difference of the various atomic and molecular is illustrated in <xref ref-type="fig" rid="F1">Figure&#x20;1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>MO and AO interactions of XYZ components.</p>
</caption>
<graphic xlink:href="fmats-08-745698-g001.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F2">Figure&#x20;2</xref> illustrates the systematic interaction of X, Y, and Z components. Do note that this figure may not be applicable to some HH compounds such as Lr compounds where the low-lying antibonding s-state of element Y, Ir hybridizes with the d-states of element X (<xref ref-type="bibr" rid="B38">Lee et&#x20;al., 2011</xref>). <xref ref-type="fig" rid="F2">Figure&#x20;2</xref> can be used as reference for MCoSb and MNiSn compounds (<xref ref-type="bibr" rid="B21">Galanakis et&#x20;al., 2006</xref>). The bonding of XYZ and its semiconductor behavior can be described in terms of X<sup>&#x2b;n</sup> (d<sup>n</sup>), Y<sup>&#x2212;n</sup> (d<sup>n</sup>), and Z<sup>-n</sup> (s<sup>n</sup>p<sup>n</sup>)&#x20;ions.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>MO diagram illustrating differences between MCoSb and MNiSn.</p>
</caption>
<graphic xlink:href="fmats-08-745698-g002.tif"/>
</fig>
<p>The 3d orbital contribution of element Y and 5p orbital contribution of Element Z occurs mainly below the 18-electron bandgap, while 3d orbital contribution of Element X occurs primarily above the 18-electron bandgap (<xref ref-type="bibr" rid="B72">Zeier et&#x20;al., 2016</xref>). The size of the bandgap is dependent on the formation of sp<sup>3</sup> states in the YZ framework (Bond strength), coupled with the hybridization of Y and X d-orbitals, also known as crystal field splitting in the tetrahedral and octahedral coordinates, which form bonding, sometimes non-bonding and anti-bonding states (<xref ref-type="bibr" rid="B43">Owen and Thornley 1966</xref>; <xref ref-type="bibr" rid="B21">Galanakis et&#x20;al., 2006</xref>). The formation of non-bonding states is dependent on the level of energy difference between the molecular orbital of YZ framework and atomic orbital of X. DOS peaks in the conduction region of HH MCoSb are due to the d-states of M atom (M &#x3d; Ti, Zr, and Hf), and d-states of Co. contribute largely in the valence region (<xref ref-type="bibr" rid="B30">Joshi et&#x20;al., 2019</xref>). A similar trend is found in HH MNiSn, which is neatly summarized by Raia and co-workers (<xref ref-type="bibr" rid="B49">Rai et&#x20;al., 2015</xref>) and in sync with the MO diagram, which also illustrates the differences between MCoSb and MNiSn in terms of the DOS peaks and size of bandgaps (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>).</p>
</sec>
<sec id="s4">
<title>Doping Trends and Phonon Scattering Mechanisms</title>
<p>Research works carried out for HH compounds have been facing the bottleneck of high lattice thermal conductivity, K<sub>L</sub>. Various phonon scattering mechanisms are explored to optimize the compositions with alloying where <inline-formula id="inf3">
<mml:math id="m5">
<mml:mrow>
<mml:mtext>&#xb5;</mml:mtext>
<mml:mo>&#x221d;</mml:mo>
<mml:msup>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, acoustic phonon scattering where <inline-formula id="inf4">
<mml:math id="m6">
<mml:mrow>
<mml:mtext>&#xb5;</mml:mtext>
<mml:mo>&#x221d;</mml:mo>
<mml:msup>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, ionized impurity scattering, nano-structuring, grain boundary scattering, and secondary phase (<xref ref-type="bibr" rid="B52">Ren et&#x20;al., 2020</xref>). XYZ doping compositions can be expressed as but not limited by X&#x2032;<sub>1-X&#x2033;</sub>X&#x2033; Y&#x2032;<sub>1-Y&#x2033;</sub> Y&#x2033; Z&#x2032;<sub>1-Z&#x2033;</sub> Z&#x201d;. The change in Z atom compositions can result in the shift of the Fermi level of the analogous rigid band model (<xref ref-type="bibr" rid="B5">Azadani et&#x20;al., 2016</xref>) while the change in X and Y compositions can result in the change in bandgap size (<xref ref-type="bibr" rid="B32">Kandpal et&#x20;al., 2006</xref>).</p>
<p>An interesting observation is made from the M-doping trend, where x &#x3e; 0.5 results in the widening of bandgap, but does not exceed the latter nominal HH compound at X &#x3d; 1 (<xref ref-type="bibr" rid="B31">Joshi et&#x20;al., 2019</xref>). <xref ref-type="fig" rid="F3">Figure&#x20;3</xref> shows the correlation between band gap and X fraction in Half-Heusler. The lattice constants of MCoSb and MNiSn are of similar values but are to be understood based on parent YZ basis. Generally, a system with a lower lattice constant will have a stronger hybridization between s- orbitals in the YZ system leading to larger energy separation between bonding and antibonding states (<xref ref-type="bibr" rid="B36">Kulkova et&#x20;al., 2006</xref>). As shown in <xref ref-type="table" rid="T1">Table&#x20;1</xref>, with increasing unit cell volume, Eg will be larger&#x20;because the orbital hybridization will decrease owing to longer distance between the adjacent atoms (<xref ref-type="bibr" rid="B47">Qiu et&#x20;al., 2009</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Graph plot based on data by Joshi and co-workers (<xref ref-type="bibr" rid="B30">Joshi et&#x20;al., 2019</xref>).</p>
</caption>
<graphic xlink:href="fmats-08-745698-g003.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Lattice constants and bandgap values.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Composition</th>
<th align="center">Lattice constant (<inline-formula id="inf10">
<mml:math id="m13">
<mml:mtext>&#x00C5;</mml:mtext>
</mml:math>
</inline-formula>)</th>
<th align="center">Bandgap (eV)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">TiCoSb</td>
<td align="left">&#x223c;5.9&#x20;<inline-formula id="inf11">
<mml:math id="m14">
<mml:mtext>(&#xc5;)</mml:mtext>
</mml:math>
</inline-formula> <xref ref-type="bibr" rid="B31">Joshi et&#x20;al. (2019)</xref>
</td>
<td align="left">1.04&#x2013;1.05&#x20;<xref ref-type="bibr" rid="B30">Joshi et&#x20;al. (2019)</xref>; <xref ref-type="bibr" rid="B31">Joshi et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">ZrCoSb</td>
<td align="left">&#x223c;6.09&#x20;<inline-formula id="inf12">
<mml:math id="m15">
<mml:mtext>(&#xc5;)</mml:mtext>
</mml:math>
</inline-formula> <xref ref-type="bibr" rid="B31">Joshi et&#x20;al. (2019)</xref>
</td>
<td align="left">1.06&#x2013;1.073&#x20;<xref ref-type="bibr" rid="B30">Joshi et&#x20;al. (2019)</xref>; <xref ref-type="bibr" rid="B31">Joshi et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">HfCoSb</td>
<td align="left">&#x223c;6.05<inline-formula id="inf13">
<mml:math id="m16">
<mml:mrow>
<mml:mtext>(&#xc5;)</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula> <xref ref-type="bibr" rid="B31">Joshi et&#x20;al. (2019)</xref>
</td>
<td align="left">1.13&#x2013;1.137&#x20;<xref ref-type="bibr" rid="B30">Joshi et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">TiNiSn</td>
<td align="left">&#x223c;5.93<inline-formula id="inf14">
<mml:math id="m17">
<mml:mrow>
<mml:mtext>(&#xc5;)</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula> <xref ref-type="bibr" rid="B60">Tillard et&#x20;al. (2018)</xref> <xref ref-type="bibr" rid="B48">Rai et&#x20;al. (2016)</xref>
</td>
<td align="left">0.44&#x2013;0.45&#x20;<xref ref-type="bibr" rid="B48">Rai et&#x20;al. (2016)</xref>
</td>
</tr>
<tr>
<td align="left">ZrNiSn</td>
<td align="left">&#x223c;6.11<inline-formula id="inf15">
<mml:math id="m18">
<mml:mtext>(&#xc5;)</mml:mtext>
</mml:math>
</inline-formula> <xref ref-type="bibr" rid="B19">Downie et&#x20;al. (2013)</xref>, 6.24<inline-formula id="inf16">
<mml:math id="m19">
<mml:mrow>
<mml:mtext>(&#xc5;)</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula> <xref ref-type="bibr" rid="B48">Rai et&#x20;al. (2016)</xref>
</td>
<td align="left">0.5&#x2013;0.52&#x20;<xref ref-type="bibr" rid="B48">Rai et&#x20;al. (2016)</xref>
</td>
</tr>
<tr>
<td align="left">HfNiSn</td>
<td align="left">&#x223c;6.45<inline-formula id="inf17">
<mml:math id="m20">
<mml:mrow>
<mml:mtext>(&#xc5;)</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula> <xref ref-type="bibr" rid="B48">Rai et&#x20;al. (2016)</xref>
</td>
<td align="left">0.41&#x2013;0.59&#x20;<xref ref-type="bibr" rid="B48">Rai et&#x20;al. (2016)</xref> <xref ref-type="bibr" rid="B71">Zahedifar and Kratzer (2018)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s5">
<title>Electronic Band Structures and zT</title>
<p>The DOS near band edge at Conduction Band Minima (CBM) or Valence Band Maxima (VBM) can reveal the HH performance as potential n- or p-type semiconductors based on the symmetry points from the electronic band structures. HH compounds with 18 valence electrons per unit cell are semiconductors possessing the narrow gap and sharp slope of the density of states (DOS) around the Fermi level. A rapid change in the DOS is a good indicator of large thermopower (<xref ref-type="bibr" rid="B12">Chauhan et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B59">Suwardi et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B9">Cao et&#x20;al., 2021</xref>).</p>
<sec id="s5-1">
<title>Electronic Band Structure of MCoSb</title>
<p>MCoSb (where M represents Ti, Zr, and Hf) exhibits small Seebeck coefficient values and can be described as &#x201c;nearly compensated&#x201d; semimetals, with the electrons and holes contributing nearly equally to the thermopower (<xref ref-type="bibr" rid="B64">Xia et&#x20;al., 2000</xref>). Based on Parabolic Band Equation (PBE) model calculations, both TiCoSb and HfCoSb have VBMs and CBMs at the <italic>&#x393;</italic> and X points, respectively. While for HfCoSb, its VBM is located at the L point and its CBM is at the symmetry point X, although various calculation models such as the GW<sub>0</sub> model may derive all to be the same as the latter. MCoSb compounds have indirect bandgaps. The band degeneracy and the bands along the L-&#x393; direction in the valence band are responsible for positive values of S (P-type)<italic>,</italic> while that along the <italic>&#x393;</italic>-X direction in the conduction band contributes to negative S values (N-type) (<xref ref-type="bibr" rid="B38">Lee, Poudeu and Mahanti 2011</xref>). Studies revealed that slight n-doping on MCoSb results in a more p-type as compared to n-type MCoSb HH compounds (<xref ref-type="bibr" rid="B57">Sekimoto et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B30">Joshi et&#x20;al., 2019</xref>). This can be explained by the MCoSb band structures that revealed sharp DOS peaks near the VBM around E<sub>F.</sub> The DOS near the VBM allows room for improvement in the electronic transport properties such as increase in effective mass carrier, m&#x2a;, and Seebeck coefficients <italic>via</italic> M-doping.</p>
</sec>
<sec id="s5-2">
<title>Electronic Band Structure of MNiSn</title>
<p>MNiSn (where M represents Ti, Zr, and Hf) exhibits small negative Seebeck coefficient values and have indirect bandgaps with the conduction band extrema located at the X point of the Brillouin zone. MNiSn have VBMs and CBMs at the <italic>&#x393;</italic> and X points. Like MCoSb, the band degeneracy and the bands along the L-&#x393; direction in the valence band are responsible for positive values of S (P-type)<italic>,</italic> while that along the <italic>&#x393;</italic>-X direction in the conduction band contributes to negative S values (N-type). The differences between MCoSb and MNiSn are the size of the bandgaps due to the intrinsic in-gap states in MNiSn induced from the Ni defects and its DOS peak near the CBM (<xref ref-type="bibr" rid="B72">Zeier et&#x20;al., 2016</xref>).</p>
</sec>
<sec id="s5-3">
<title>Approach to Enhanced zT</title>
<p>For a large-scale application of thermoelectric generation, it is important to achieve high zT in TE materials. There are two approaches adopted to enhance zT. The first approach is to increase the power factor, which is composed of the temperature-dependent Seebeck coefficient, S, and electrical conductivity, <inline-formula id="inf5">
<mml:math id="m7">
<mml:mi>&#x3c3;</mml:mi>
</mml:math>
</inline-formula>, by engineering the electronic structure. The second approach is to reduce k<sub>L</sub> by introducing additional phonon scattering without the deterioration of the power factor.</p>
<p>For bulk thermoelectric materials, the dominant elastic scattering mechanisms are mostly acoustic phonon scattering (<xref ref-type="bibr" rid="B72">Zeier et&#x20;al., 2016</xref>), and optimal zT can be calculated based on acoustical scattering mechanisms (<xref ref-type="bibr" rid="B10">Chasmar and Stratton 1959</xref>). On the contrary for HH, the combination of large DOS effective mass and low electron&#x2013;phonon interaction (EPI) from non-bonding states is beneficial for its TE properties. A study on crystal symmetry-protected non-bonding orbital in HH done by Zhou and colleagues suggests that simultaneous coupling of high DOS and high charge mobility is plausible for enhanced TE (<xref ref-type="bibr" rid="B75">Zhou et&#x20;al., 2018</xref>). This contrasts with a large effective mass, m&#x2a;, which is favorable for high S, which leads to reduction in mobility and electrical conductivity, <inline-formula id="inf6">
<mml:math id="m8">
<mml:mi>&#x3c3;</mml:mi>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B44">Pei et&#x20;al., 2012</xref>). The relation between mobility and scattering time is as such (<xref ref-type="bibr" rid="B72">Zeier et&#x20;al., 2016</xref>) (<xref ref-type="bibr" rid="B35">Krez et&#x20;al., 2014</xref>):<disp-formula id="e2">
<mml:math id="m9">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:msup>
<mml:mi>m</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>&#x3c4;</mml:mi>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>where <inline-formula id="inf7">
<mml:math id="m10">
<mml:mi>&#x3bc;</mml:mi>
</mml:math>
</inline-formula>, <inline-formula id="inf8">
<mml:math id="m11">
<mml:mi>q</mml:mi>
</mml:math>
</inline-formula>, m&#x2a;<inline-formula id="inf9">
<mml:math id="m12">
<mml:mrow>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>&#x3c4;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, are mobility, elementary charge, effective mass, and average scattering time, respectively.</p>
<p>Enhanced Seebeck coefficient in slight n- or p-doping for p-type MCoSb and n-type MNiSn, respectively, is observed relative to optimal charge carrier concentration (<xref ref-type="bibr" rid="B57">Sekimoto et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B69">Yousuf and Gupta 2019</xref>). In general, the optimal charge carrier concentration for HH compounds ranges from &#x223c;10<sup>19</sup>&#xa0;cm<sup>&#x2212;3</sup> to &#x223c;10<sup>21</sup>&#xa0;cm<sup>&#x2212;3</sup> (<xref ref-type="bibr" rid="B65">Xie et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B69">Yousuf and Gupta 2019</xref>). Optimal alloying of X elements of different atomic weights increases S and lowers the lattice thermal conductivity, k<sub>L</sub>, owing to the mass fluctuations (atomic weight difference) and strain field fluctuations (atomic size difference) without charge disorder (<xref ref-type="bibr" rid="B8">Callaway and von Baeyer 1960</xref>; <xref ref-type="bibr" rid="B63">Wu et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B47">Qiu et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B58">Shiomi et&#x20;al., 2011</xref>). A recent study in 2020 demonstrated that the processing methods have a significant influence on the zT (<xref ref-type="bibr" rid="B4">Aversano et&#x20;al., 2020</xref>). <xref ref-type="table" rid="T2">Table&#x20;2</xref> suggests that the listed methods are not superior from the other and emphasizes the importance in the choice of method for technical approaches and desired outcome.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Processing methods make a difference to the outcome.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">S/N</th>
<th align="center">Material</th>
<th align="center">Synthesis</th>
<th align="center">Technical approaches</th>
<th align="center">Effect</th>
<th align="center">zT</th>
<th align="center">Ref</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1</td>
<td align="left">Ti0.5(Zr0.5Hf0.5)0.5NiSn1&#x2212;YSbY</td>
<td align="left">AM &#x2b; MP &#x2b; HP</td>
<td align="left">Phase separation, sample densification</td>
<td align="left">Multi-phase</td>
<td align="left">1.5at 693K</td>
<td align="left">
<xref ref-type="bibr" rid="B54">Sakurada and Shutoh (2005)</xref>
</td>
</tr>
<tr>
<td align="left">2</td>
<td align="left">Hf<sub>0.35</sub>Zr<sub>0.35</sub>Ti<sub>0.3</sub>NiSn<sub>1&#x2212;</sub>
<italic>x</italic>Sb<italic>x</italic>
</td>
<td align="left">MS &#x2b; SPS</td>
<td align="left">Grain boundaries, sample densification, nanostructuring</td>
<td align="left">Single&#x20;phase</td>
<td align="left">0.5at 800K</td>
<td align="left">
<xref ref-type="bibr" rid="B6">Bae et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">3</td>
<td align="left">Hf<sub>1&#x2212;x</sub>Zr<sub>x</sub>NiSn<sub>1&#x2212;y</sub>Sb<sub>y</sub>
</td>
<td align="left">LM &#x2b; SPS</td>
<td align="left">Sample densification, doping</td>
<td align="left">Single phase</td>
<td align="left">0.58at790K</td>
<td align="left">
<xref ref-type="bibr" rid="B70">Yu et&#x20;al. (2009)</xref>
</td>
</tr>
<tr>
<td align="left">4</td>
<td align="left">Hf<sub>1&#x2212;x</sub>Zr<sub>x</sub>NiSn<sub>1&#x2212;y</sub>Sb<sub>y</sub>
</td>
<td align="left">LM &#x2b; HP</td>
<td align="left">Sample densification, doping</td>
<td align="left">Single phase</td>
<td align="left">0.35at790K</td>
<td align="left"/>
</tr>
<tr>
<td align="left">5</td>
<td align="left">ZrCo<sub>1&#x2b;</sub>xSb<sub>0.9</sub>Sn<sub>0.1</sub>
</td>
<td align="left">AM</td>
<td align="left">Doping</td>
<td align="left">Multi-phase</td>
<td align="left">0.56at773K</td>
<td align="left">
<xref ref-type="bibr" rid="B13">Chauhan et&#x20;al. (2016)</xref>
</td>
</tr>
<tr>
<td align="left">6</td>
<td align="left">(Ti,Zr)CoSb<sub>1&#x2212;<italic>x</italic>
</sub> (Si,Sn)<sub>
<italic>x</italic>
</sub>
</td>
<td align="left">AM &#x2b; SPS</td>
<td align="left">Alloying/Doping</td>
<td align="left">Single phase</td>
<td align="left">0.8at 873K</td>
<td align="left">
<xref ref-type="bibr" rid="B11">Chauhan et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">7</td>
<td rowspan="2" align="left">ZrCo<sub>1-x</sub>Ni<sub>x</sub>Sb</td>
<td align="left">AM &#x2b; SPS</td>
<td align="left">Doping, nanostructuring</td>
<td align="left">Single phase</td>
<td align="left">0.5at 850K</td>
<td align="left">
<xref ref-type="bibr" rid="B56">Sekimoto et&#x20;al. (2007)</xref>
</td>
</tr>
<tr>
<td align="left">8</td>
<td align="left">AM &#x2b; HEBM &#x2b; HP</td>
<td align="left">Doping/Grain refinement</td>
<td align="left">Multi-phase</td>
<td align="left">0.6at 973k</td>
<td align="left">
<xref ref-type="bibr" rid="B25">He et&#x20;al. (2021)</xref>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>&#x2a;</label>
<p>AM, arc melting; MP, mortar and pestle; MS, melt spinning; HEBM, high-energy ball milling; HP, hot pressing; SPS, spark plasma sintering.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The traditional way to prepare a HH compound is by arc melting, followed by a long-time annealing of about 1&#x20;week for producing homogeneity and improving atomic ordering in the sample. It is observed from the tabulated trend that achieving single-phase Sb-containing HH is a challenge for processing methods without SPS. This is due to the high melting point of Sb. Processing methods can complement doping based on example from S/N 3 and four of <xref ref-type="table" rid="T2">Table&#x20;2</xref>. The work by Yu et&#x20;al. suggests that SPS samples have higher density than LM samples, which results in a larger power factor. <xref ref-type="table" rid="T2">Table&#x20;2</xref> further illustrates the importance of processing methods for desired outcome and emphasizes the equality of techniques that is required for designing HHs. For example, see items seven and eight of <xref ref-type="table" rid="T2">Table&#x20;2</xref>; the difference in technique would make a difference to zT due to factors such as density, nano/microstructure, and grain boundaries.</p>
</sec>
</sec>
<sec id="s6">
<title>Guiding Principles</title>
<p>There are three guiding principles to follow to apply this approach. The first is to identify the choice of the HH system, mainly two types: with and without spin properties. This would also mean that the total VEC is crucial. If the system is required to have spin properties, then more consideration can be done on VEC &#x3e;18 systems. As this review covers content limited to only VEC &#x3d; 18 systems, the reviewed HHs are semiconductor non-spin&#x20;type.</p>
<p>Second, the choice of X and Y components in the HH should have similar d-orbital energy for hybridization to occur. This is important for the formation of bandgap and the semiconducting properties of HH, which is essential for thermoelectric performance.</p>
<p>Last, besides the systematic approach provided in <italic>Electronic Band Structures and zT</italic>, the objective of the experiment is just as important for researchers to consider as the use of dopants and processing methods hold a crucial role to enhance power factor and reduce lattice thermal conductivity.</p>
</sec>
<sec sec-type="conclusion" id="s7">
<title>Conclusion</title>
<p>A variety of thermoelectric properties has been reported for the TiCoSb and TiNiSn systems. These two systems are the most widely studied compounds among the HH materials. This review proposed a systematic approach for designing HHs while keeping the guiding principles. The first would be to understand the atomic and molecular orbital interactions and the electronic band structures of the HH system. This could lead to viable combinations of elements of X, Y, and Z. Next would be to explore dopant compositions that would influence the power factor, <inline-formula id="inf18">
<mml:math id="m21">
<mml:mrow>
<mml:msup>
<mml:mi>S</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> based on considerable carrier concentration and crystal symmetry. The last would be the optimal thermal conductivity, <inline-formula id="inf19">
<mml:math id="m22">
<mml:mtext>k</mml:mtext>
</mml:math>
</inline-formula>
<sub>L</sub>, by alloy doping and processing methods to exploit phonon scattering mechanisms. Encompassing this approach is the aspect of minimum entropy per carrier, which will prevail and dominate the overall performance for materials with small lattice (and total) thermal conductivity. HH systems have large power factors but also large thermal conductivities that impede zT. That said, these two characteristics still provide a broad space for zT optimization. With the openness to combat climate change and the vast space for enhancing zT in thermoelectric materials, the prospects of HH compounds for thermoelectric applications are indeed promising.</p>
</sec>
</body>
<back>
<sec id="s8">
<title>Author Contributions</title>
<p>WL initiate the planning and resource gathering. DZ, SD, XT, CT, and JX help with part of the proofread and writing. AS supervised the work and finalize the writing.</p>
</sec>
<sec id="s9">
<title>Funding</title>
<p>This work is funded by the A&#x2a;STAR Career Development Fund C210112022.</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<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="s11">
<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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