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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Phys.</journal-id>
<journal-title>Frontiers in Physics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Phys.</abbrev-journal-title>
<issn pub-type="epub">2296-424X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1118946</article-id>
<article-id pub-id-type="doi">10.3389/fphy.2023.1118946</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Introducing an n-type electron deceleration layer to enhance the luminous efficiency of AlGaN-based DUV-LEDs</article-title>
<alt-title alt-title-type="left-running-head">Wang et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphy.2023.1118946">10.3389/fphy.2023.1118946</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Qiao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Kang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lin</surname>
<given-names>Dan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liang</surname>
<given-names>Xihui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Yunzhou</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Shan</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wu</surname>
<given-names>Hualong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2131623/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhao</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Institute of Semiconductors</institution>, <institution>Guangdong Academy of Sciences</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Research Center of Advanced Information Materials</institution>, <institution>School of Physics and Materials Science</institution>, <institution>Guangzhou University</institution>, <addr-line>Guangzhou</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/1625613/overview">Ye Yuan</ext-link>, Songshan Lake Material Laboratory, 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/2139123/overview">Zhiyuan He</ext-link>, No. 5 Electronics Research Institute of the Ministry of Industry and Information Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/941859/overview">Marco Mandurrino</ext-link>, National Institute of Nuclear Physics of Turin, Italy</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1271560/overview">Xingfu Wang</ext-link>, South China Normal University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Shan Zhang, <email>szhang@gzhu.edu.cn</email>; Hualong Wu, <email>wuhualong@gdisit.com</email>; Wei Zhao, <email>zhaowei@gdisit.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Interdisciplinary Physics, a section of the journal Frontiers in Physics</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1118946</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Wang, Zhang, Lin, Liang, Liu, Zhang, Wu and Zhao.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Wang, Zhang, Lin, Liang, Liu, Zhang, Wu and Zhao</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The internal quantum efficiency (IQE) of conventional AlGaN-based deep-ultraviolet (DUV) light-emitting diodes (LEDs) is seriously limited by the poor and inhomogeneous carrier injection. The typical solution is to optimize the structure parameters of p-type region and active region. In this work, however, we try to address this issue by introducing an n-type electron deceleration layer (EDL) underneath multiple quantum wells (MQWs). On one hand, the electron deceleration layer helps to decrease the electron velocity and thus increase the electron capture rate. On the other hand, it can also reduce barrier heights in the band valence and thus enhance the hole transport in the multiple quantum wells. As a consequence, the concentrations of electrons and holes in the multiple quantum wells were significantly increased, resulting in the enhancement of radiative recombination. Compared to the conventional structure, the DUV-LED structure with an electron deceleration layer achieves a higher internal quantum efficiency, leading to a 39% improvement in the light output power. It is believed that performing energy-band engineering in n-type region has great application prospects for high-performance DUV-LEDs.</p>
</abstract>
<kwd-group>
<kwd>DUV-LEDs</kwd>
<kwd>AlGaN</kwd>
<kwd>light output power</kwd>
<kwd>inhomogeneous carrier distribution</kwd>
<kwd>internal quantum efficiency</kwd>
</kwd-group>
<contract-num rid="cn001">62205071</contract-num>
<contract-num rid="cn002">2020B010172001 2019B010132004</contract-num>
<contract-num rid="cn003">202102021195</contract-num>
<contract-num rid="cn004">2020GDASYL-20200103117 2019GDASYL-0103072 2020GDASYL-20200104031</contract-num>
<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">Special Project for Research and Development in Key Areas of Guangdong Province<named-content content-type="fundref-id">10.13039/501100015956</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">Natural Science Foundation of Guangzhou City<named-content content-type="fundref-id">10.13039/100016799</named-content>
</contract-sponsor>
<contract-sponsor id="cn004">Guangdong Academy of Sciences<named-content content-type="fundref-id">10.13039/501100009075</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Recently, III-nitride deep-ultraviolet (DUV) light-emitting diodes (LEDs) have been regarded as the most suitable successors to displace mercury lamps because of their advantages in water purifying systems, medical devices, air sterilization and biological detection [<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>]. Compared to the commercial high-brightness blue LEDs, conventional DUV-LEDs still sustain poor internal quantum efficiency (IQE) [<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>]. One important reason is that high-density threading dislocations in Al-rich materials dramatically reduce radiative recombination efficiency by acting as non-radiative recombination centers [<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>]. The other primary factor is that the poor carrier injection results in the reduction of recombination proportion in the active region [<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B12">12</xref>]. To overcome this challenge, some designs have been proposed, e.g. optimization of quantum well (QW) width [<xref ref-type="bibr" rid="B13">13</xref>], staggered QWs [<xref ref-type="bibr" rid="B14">14</xref>], gradually increased quantum barrier (QB) thickness [<xref ref-type="bibr" rid="B11">11</xref>], graded QBs [<xref ref-type="bibr" rid="B15">15</xref>], graded-Al-composition last QB [<xref ref-type="bibr" rid="B16">16</xref>] and proper electron blocking layer (EBL) designs [<xref ref-type="bibr" rid="B17">17</xref>&#x2013;<xref ref-type="bibr" rid="B20">20</xref>]. These methods primarily focus on designing proper active region and p-type EBL to alleviate electron leakage into the p-type layer and enhance hole injection into active region. In fact, the design of n-type layer also plays an important part in improving the performance in GaN-based blue and green LEDs. In terms of crystal growth, on one hand, the new design in the n-type region is more easily realized compared to those in the active region and p-type region. On the other hand, modulating n-type region facilitates the relaxation of stress and the improvement of crystalline quality. From the aspect of energy-band engineering, a proper design of n-type region can improve optoelectronic performance. Ali and Xing et al. reported an effective advantage of relaxing the stress and improving the blue LED quality by introducing a 200-nm n-Al<sub>0.03</sub>Ga<sub>0.97</sub>N underlayer and n-InGaN/GaN superlattice layer, respectively [<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>]. Xing and Jang et al. reported that the electron capture efficiency in blue LEDs can be enhanced by introducing an n-AlGaN or graded n-InGaN layer before the growth of multiple quantum wells MQWs [<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>]. Park et al. reported that an n-type graded-superlattice layer in green LEDs not only acts as a stress-relaxing buffer layer to release the residual stress in active region, but also acts as an electron cooler to enhance the electron capture rate in active region [<xref ref-type="bibr" rid="B25">25</xref>]. The above studies prove that a proper design of n-type region has great advantage in improving the crystalline quality and optoelectronic performance of blue and green LEDs. However, there are few reports on the design of n-type layer for DUV-LEDs.</p>
<p>In this study, a novel DUV-LED structure with an n-type electron deceleration layer (EDL) is proposed. This structure can effectively modulate the electron distribution by increasing the electron capture efficiency. Simultaneously, it can pull up the valence band of MQWs to improve hole transport. Through such an energy-band engineering, DUV-LEDs with improved radiative recombination rate and IQE were achieved.</p>
</sec>
<sec id="s2">
<title>2 Device structures and parameters</title>
<p>Four DUV LED structures (<xref ref-type="fig" rid="F1">Figure 1</xref>) were designed, denoted as the Original, D1, D2, and D3. The optoelectronic performances of DUV LEDs were simulated using the Advanced Physical Model of Semiconductor Devices package from the Crosslight software, based on a Schr&#xf6;dinger-Poisson solver method. The Original LED was designed on a c-plane sapphire substrate, consisting of a 2.5-um-thick AlN template, a 3-&#xb5;m-thick n-Al<sub>0.55</sub>Ga<sub>0.45</sub>N layer (electron concentration: 6 &#xd7; 10<sup>18</sup>&#xa0;cm<sup>&#x2212;3</sup>), 5-pair 2-nm-thick Al<sub>0.45</sub>Ga<sub>0.55</sub>N/10-nm-thick Al<sub>0.55</sub>Ga<sub>0.45</sub>N MQWs, followed by a 10-nm-thick p-Al<sub>0.60</sub>Ga<sub>0.40</sub>N EBL (hole concentration: 3 &#xd7; 10<sup>18</sup>&#xa0;cm<sup>&#x2212;3</sup>). Finally, the structure was capped by a 10-nm-thick p-Al<sub>0.55</sub>Ga<sub>0.45</sub>N layer (hole concentration: 5 &#xd7; 0<sup>17</sup>&#xa0;cm<sup>&#x2212;3</sup>) and followed by a 100-nm-thick p-GaN (hole concentration: 1 &#xd7; 10<sup>18</sup>&#xa0;cm<sup>&#x2212;3</sup>) layer. D1-D3 have the same design with the original LED except for the EDL. The D1 EDL is composed of Al<sub>0.48</sub>Ga<sub>0.52</sub>N (12.0&#xa0;nm). The D2 EDL is composed of Al<sub>0.56</sub>Ga<sub>0.44</sub>N (4.0&#xa0;nm)/Al<sub>0.48</sub>Ga<sub>0.52</sub>N (4.0&#xa0;nm)/Al<sub>0.56</sub>Ga<sub>0.44</sub>N (4.0&#xa0;nm). The D3 EDL is composed of Al<sub>0.56</sub>Ga<sub>0.44</sub>N (2.4&#xa0;nm)/Al<sub>0.52</sub>Ga<sub>0.48</sub>N (2.4&#xa0;nm)/Al<sub>0.48</sub>Ga<sub>0.52</sub>N (2.4&#xa0;nm)/Al<sub>0.52</sub>Ga<sub>0.48</sub>N (2.4&#xa0;nm)/Al<sub>0.56</sub> Ga<sub>0.44</sub>N (2.4&#xa0;nm).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>(Color online) Schematic diagrams of AlGaN-based DUV LEDs with Original, D1, D2, and D3.</p>
</caption>
<graphic xlink:href="fphy-11-1118946-g001.tif"/>
</fig>
<p>The Shockley-Read-Hall lifetime was chosen to be 10.0&#xa0;ns in the simulations [<xref ref-type="bibr" rid="B26">26</xref>]. The internal background loss was set as 2000&#xa0;m<sup>&#x2212;1</sup> [<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>]. Because of the polarization effect, the polarization charge of the built-in interface calculated by Fiorentini et al. was reduced by a factor of 0.4 [<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B29">29</xref>]. The Auger recombination coefficient was set to 1 &#xd7; 10<sup>&#x2013;30</sup>&#xa0;cm<sup>6</sup>&#xa0;s<sup>&#x2212;1</sup>, and the operating temperature was 300&#xa0;K [<xref ref-type="bibr" rid="B5">5</xref>]. The energy band-offset ratio at the AlGaN/AlGaN heterojunctions was set to 0.7/0.3 [<xref ref-type="bibr" rid="B30">30</xref>]. The other model parameters used in the simulation can be referenced [<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>].</p>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<p>The IQE and LOP curves concerning the driven current are plotted in <xref ref-type="fig" rid="F2">Figures 2A, B</xref>, respectively. From <xref ref-type="fig" rid="F2">Figure 2A</xref>, we can see that D3 obtains the maximum IQE of 41.74%, however, the IQEs of the original device, D1 and D2 are 29.57%, 32.96% and 36.81%, respectively. <xref ref-type="fig" rid="F2">Figure 2B</xref> shows that the LOPs of the four devices increase linearly with the current injection. The LOPs of the Original, D1, D2 and D3 LEDs are 24.60, 27.21, 30.26, and 34.23&#xa0;mW at 200&#xa0;mA, respectively. Obviously, compared to the original LED, D3 exhibits a superior LOP with an improved coefficient of 1.39.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>(Color online) <bold>(A)</bold> LOP and <bold>(B)</bold> IQE under different current of four devices.</p>
</caption>
<graphic xlink:href="fphy-11-1118946-g002.tif"/>
</fig>
<p>These results suggest that D3 achieved the highest IQE and LOP due to the introduction of a proper EDL.</p>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> depicts the energy band diagrams of four LEDs to exhibit the origin of enhanced optoelectronic performance. The green region represents the EDL area. &#x394;E<sub>c1</sub> is defined as the maximum potential barrier height for an electron in the front of the first QB. It can be seen that the values of &#x394;E<sub>c1</sub> are quite different due to the different spontaneous and piezoelectric polarization caused by the inserted EDLs. The calculated value of &#x394;E<sub>c1</sub> for the original device is only 32.60&#xa0;meV. By inserting the new EDL layers, the values of &#x394;E<sub>c1</sub> for D1, D2, and D3 significantly increase to 155.90, 156.19, and 157.99&#xa0;meV, respectively. &#x394;E<sub>c2</sub> is defined as the first potential barrier height for electrons in the MQWs along the growth direction. Since the four devices have the same structure parameter in the first QB, the values of &#x394;E<sub>c2</sub> do not change much. The calculated values of &#x394;E<sub>c2</sub> for the original device, D1, D2, and D3 are 117.97, 119.76, 118.01 and 115.91 meV, respectively. The electron injected from n-type layer into MQWs will go across &#x394;E<sub>c1</sub> and &#x394;E<sub>c2</sub> successively. Therefore, the electron blocking effect depends on the combined action of &#x394;E<sub>c1</sub> and &#x394;E<sub>c2</sub>. Obviously, compared with the electron blocking effect of the original device, that of D3 is significantly enhanced, which decelerates the velocity of electrons. Besides, the electrons have also been stored in EDL (depicted by an orange arrow), further decelerating the velocity of electrons. To understand the effect of the inserted EDL on the holes in the active region, we take the middle QW as an example. The hole potential heights &#x394;E<sub>v</sub> of these four structures are 152.98, 151.04, 149.42, and 147.72&#xa0;meV, respectively. In this regard, the new design can also pull up the valence band of QBs to promote hole transport. Compared to the original LED, the LEDs with EDL not only present higher barrier heights for electrons, but also lower barrier heights for holes. Thus, the electron-hole injection efficiency can be simultaneously improved <italic>via</italic> effective structural designs.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>(Color online) The calculated energy band diagrams of <bold>(A)</bold> the original device, <bold>(B)</bold> D1, <bold>(C)</bold> D2, and <bold>(D)</bold> D3 at 200&#xa0;mA.</p>
</caption>
<graphic xlink:href="fphy-11-1118946-g003.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F4">Figures 4A, B</xref> depict the electron and hole concentration distributions in these LEDs at 200&#xa0;mA. The electron and hole concentrations of D1, D2, and D3 MQWs are all higher than those of the original device. As calculated, the electron concentration of D3 increased by 18.25% compared to the original device. At the same time, the hole concentration of D3 is higher than that of the original LED by 22.01%. <xref ref-type="fig" rid="F4">Figure 4C</xref> displays the calculated electrostatic fields of the four structures to investigate the carrier&#x2019;s radiative recombination in the MQWs. The electrostatic fields exist due to the strong polarization induced by the lattice mismatch. It can be observed that the electrostatic field of the original device is higher than those of D1-D3. The existence of strong electrostatic field in the original device deteriorated IQE by decreasing wave function overlap of electrons and holes, which is known as Quantum-confinement Stark Effect (QCSE). The lower electrostatic field in D1-D3 LEDs helps to increase the overlap of electron-hole wave functions, and then it can improve the radiative recombination efficiency.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>(Color online) <bold>(A)</bold> electron and <bold>(B)</bold> hole concentration of four structures at 200&#xa0;mA. <bold>(C)</bold> The electric field of four devices in the active region at 200&#xa0;mA.</p>
</caption>
<graphic xlink:href="fphy-11-1118946-g004.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F5">Figure 5A</xref> demonstrates the radiative recombination rates in the active region of the four structures at 200&#xa0;mA. D3 shows a much higher radiative recombination rate than the original LED. The improved radiative recombination rate can be attributed to the increase of carrier concentration and the decrease of the electric field in the active region. It is consistent with the previously mentioned energy band diagrams, carrier distribution, and electric field. <xref ref-type="fig" rid="F5">Figure 5B</xref> shows the spontaneous emission spectra of four designed structures at an injection current of 200&#xa0;mA. The spectral peak intensity of the D3 is nearly 1.59 times that of the original LED. At the same time, the peak emission wavelengths of the four samples are at 288&#xa0;nm, indicating that the new structural design has no influence on the wavelength.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>(Color online) <bold>(A)</bold> Radiative Recombination Rate and <bold>(B)</bold> Emission spectrum of four devices at 200&#xa0;mA.</p>
</caption>
<graphic xlink:href="fphy-11-1118946-g005.tif"/>
</fig>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>We have numerically analyzed the impact of an n-type EDL on the energy-band engineering for DUV-LEDs. The optoelectronic performances of the DUV-LEDs were remarkably improved, including the radiative recombination efficiency, IQE, and LOP. Introducing an EDL not only increases the potential barrier height for the electrons but also pulls up the QB valence band, which significantly modulates the carrier distribution. This can improve CIE and the radiative recombination rate, compared to the original structure. Therefore, the proposed device architectures in this study should help the community to fabricate high-efficiency DUV-LEDs.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<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 authors.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>QW: Conceptualization, investigation, writing&#x2013;original draft preparation. KZ: Visualization, writing&#x2013;review and editing. DL: Investigation, data curation. XL: Investigation, formal analysis. YL: Investigation, methodology. SZ: Resources, data curation, Simulations. HW: Conceptualization, Investigation, Writing&#x2013;review and editing. WZ: Resources, investigation, methodology. All authors have read and agreed to the publishedversion of the manuscript.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work was supported by the National Natural Science Foundation of China (No. 62205071), the Key-Area Research and Development Program of Guangdong Province (Nos. 2020B010172001 and 2019B010132004), the Key-Area Research and Development Program of Guangzhou (No. 202103030002), Guangzhou Basic and Applied Basic Research Foundation (No. 202102021195) and the GDAS&#x2019; Project of Science and Technology Development (Nos. 2020GDASYL-20200103117, 2019GDASYL-0103072, and 2020GDASYL-20200104031).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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