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<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>
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<article-meta>
<article-id pub-id-type="publisher-id">1638385</article-id>
<article-id pub-id-type="doi">10.3389/fphy.2025.1638385</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>High-frequency gain enhancement of a broadband metasurface antenna with parasitic patches using characteristic mode analysis</article-title>
<alt-title alt-title-type="left-running-head">Liu 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.2025.1638385">10.3389/fphy.2025.1638385</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Hailong</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3060848/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/Data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Zi</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3103117/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Yan</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/Validation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dong</surname>
<given-names>Lijuan</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1712043/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>Yaru</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/Data-curation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Xin</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Meng</surname>
<given-names>Tianhua</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="aff" rid="aff3">
<sup>3</sup>
</xref>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hu</surname>
<given-names>Weidong</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/Validation/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Feng</surname>
<given-names>Caixia</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Institute of Solid State Physics</institution>, <institution>Shanxi Datong University</institution>, <addr-line>Datong</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Shanxi Province Key Laboratory of Microstructure Electromagnetic Functional Materials</institution>, <institution>Shanxi Datong University</institution>, <addr-line>Datong</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>College of Physics and Electronics</institution>, <institution>Shanxi Datong University</institution>, <addr-line>Datong</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>The School of Integrated Circuits and Electronics</institution>, <institution>Beijing Institute of Technology</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Terahertz Technology (Datong) Institute</institution>, <addr-line>Datong</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/814758/overview">Xukun Yin</ext-link>, Xidian 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/3089564/overview">Xinwei Chen</ext-link>, Shanxi University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3094363/overview">Yongqing Leng</ext-link>, Institute of Microelectronics of the Chinese Academy of Sciences, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Caixia Feng, <email>fcxdtdx@163.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>21</day>
<month>07</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1638385</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>06</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Liu, Yang, Gao, Dong, Guo, Xu, Meng, Hu and Feng.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Liu, Yang, Gao, Dong, Guo, Xu, Meng, Hu and Feng</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>This paper presents a broadband metasurface (MTS) antenna using the characteristic mode analysis (CMA) method for high-frequency gain enhancement. First, by loading four parasitic patches around the 3 &#xd7; 3 squared patches on the upper layer, the potential bandwidth of the characteristic modes of the MTS is broadened, and the impedance matching of the antenna is improved. As a result, the bandwidth of the proposed antenna is improved. However, the high-frequency realized gain of the antenna is significantly lower than that at low frequency because the mode at the high operating band has radiation null in the boresight direction. To address this, two slots along the x-axis are introduced in part of the unit cells of the MTS, according to the CMA, for mode optimization. The optimized higher-order modes (HOMs) then exhibit broadside radiation patterns at high frequency, leading to a significant improvement in high-frequency realized gain. Specifically, the realized gain at 7 GHz in the boresight direction is enhanced from &#x2212;1.17 dBi to 9.5 dBi. The simulated and experimental results show that the proposed antenna achieves a 55.2% (4.66 GHz&#x2013;8.22 GHz) impedance bandwidth for &#x7c;S<sub>11</sub>&#x7c; &#x2264; &#x2212;10 dB, with a very flat gain of 7&#x2013;10 dBi.</p>
</abstract>
<kwd-group>
<kwd>broadband</kwd>
<kwd>characteristic mode analysis</kwd>
<kwd>metasurface</kwd>
<kwd>parasitic patches</kwd>
<kwd>flat gain</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Optics and Photonics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Metasurface (MTS) antennas can achieve low profile, high gain, wide bandwidth [<xref ref-type="bibr" rid="B1">1</xref>], and other characteristics due to the great potential of MTS in manipulating electromagnetic waves. Characteristic mode analysis (CMA) [<xref ref-type="bibr" rid="B2">2</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>] is often used in MTS antenna design. However, the high operating band of broadband MTS antennas often contains a large number of higher-order modes (HOMs), which have large sidelobes and radiation nulls in the boresight direction [<xref ref-type="bibr" rid="B5">5</xref>]. If the unoptimized HOMs are heavily weighted at the high frequency, it will result in a decrease in the high-frequency realized gain of MTS antennas, thereby reducing communication quality [<xref ref-type="bibr" rid="B6">6</xref>].</p>
<p>Different methods based on CMA are used to improve the radiation characteristics of MTS antennas [<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B16">16</xref>]. For example, cross-polarization is reduced by loading shorting pins [<xref ref-type="bibr" rid="B1">1</xref>]. In [<xref ref-type="bibr" rid="B7">7</xref>], dual slots are etched on the patch fed by a coaxial probe to reduce H-plane cross-polarization levels, where the realized peak gain reaches 10.1 dBi and the 3 dB gain bandwidth is 22%. The boresight gain is improved in [<xref ref-type="bibr" rid="B8">8</xref>] due to the relatively large lateral size that supports in-phase currents, and the feeding position is calculated based on CMA in [<xref ref-type="bibr" rid="B9">9</xref>]. The radiation pattern decoupling is achieved in [<xref ref-type="bibr" rid="B10">10</xref>]. CMA has also been used for miniaturized MTS antennas [<xref ref-type="bibr" rid="B11">11</xref>], filtering MTS antennas [<xref ref-type="bibr" rid="B12">12</xref>], and different polarization characteristics of MTS antennas [<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B18">18</xref>]. The operating bandwidth is 20.24%, and the isolation is better than 38 dB for the low-profile wideband pattern diversity MTS antenna proposed in [<xref ref-type="bibr" rid="B17">17</xref>]. A low-sidelobe dual-beam antenna is proposed in [<xref ref-type="bibr" rid="B19">19</xref>] based on MTS with independently regulated amplitude/phase.</p>
<p>Unwanted HOMs that produce large sidelobes could also be suppressed using CMA to improve radiation characteristics, such as by loading the unit cells of the MTS with slots and vias [<xref ref-type="bibr" rid="B6">6</xref>], using two types of scatterers [<xref ref-type="bibr" rid="B20">20</xref>], or reducing the ground size [<xref ref-type="bibr" rid="B21">21</xref>]. A dielectric resonator (DR)-excited wideband MTS antenna is proposed in [<xref ref-type="bibr" rid="B22">22</xref>], where the broadside maximum generated by the DR is utilized to enhance the boresight gain of the HOM, according to the superposition principle of radiation patterns.</p>
<p>In this paper, a broadband MTS antenna with parasitic patches for high-frequency gain enhancement is proposed. Four parasitic patches are loaded around the 3 &#xd7; 3 squared patches on the upper layer of the antenna, which helps the proposed antenna achieve a broad bandwidth. However, the high-frequency realized gain of the antenna is reduced by the radiation nulls in the boresight direction of the HOMs in the high operating band. Subsequently, to optimize HOMs and increase the high-frequency realized gain of the proposed MTS antenna, two slots along the x-axis are introduced in part of the MTS unit cells to interrupt the out-of-phase currents. According to the theory of characteristic modes [<xref ref-type="bibr" rid="B2">2</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>], the characteristic modes vary with the structure. Since the optimized HOMs have broadside radiation patterns at the high operating band, the gain of the MTS antenna in the boresight direction will be improved further. The proposed antenna can operate from 4.66 GHz to 8.22 GHz with a very flat realized gain of 7&#x2013;10 dBi.</p>
</sec>
<sec id="s2">
<title>2 Design of the broadband metasurface antenna</title>
<p>
<xref ref-type="fig" rid="F1">Figure 1</xref> shows the geometry of the proposed MTS antenna. It consists of two substrate layers and three metal layers. As references, the upper MTS layer of the antenna changes gradually, and they are denoted as types I&#x2013;&#x2163; and shown in <xref ref-type="fig" rid="F1">Figures 1a&#x2013;d</xref>, respectively. Type I is a traditional microstrip square patch. As for types II and III, the two groups of coplanar patches with different sizes are named P1 and P2. The parasitic patches are named P3. For the modified type &#x2163;, P2 and P3 are loaded with two slots along the x-axis.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Geometry of the proposed antenna: <bold>(a)</bold> type I, <bold>(b)</bold> type II, <bold>(c)</bold> type III, <bold>(d)</bold> type IV, <bold>(e)</bold> side view, and <bold>(f)</bold> bottom view.</p>
</caption>
<graphic xlink:href="fphy-13-1638385-g001.tif">
<alt-text content-type="machine-generated">Diagram illustrating six configurations of rectangular patterns: (a) a single large square; (b) a grid of nine smaller squares; (c) a cross-shaped pattern with labeled points P1, P2, P3, and dimensions a, b, c, e, and f; (d) a more complex cross pattern with dimensions g, h, and p; (e) a vertical strip with dimensions w and z; (f) a vertical bar with dimensions m, n, k, and l.</alt-text>
</graphic>
</fig>
<p>Types I&#x2013;&#x2163; are fed by a microstrip line at the bottom through an ellipse slot etched on the middle ground plane, as shown in <xref ref-type="fig" rid="F1">Figure 1f</xref>. The corresponding antennas are named antennas I&#x2013;&#x2163;, respectively. The dielectric substrate is Rogers RO4003C with a relative permittivity of 3.55 and a loss tangent of 0.0027, and the thicknesses are 3.454 mm and 0.508 mm, respectively. The dimensions of the antenna are listed in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Structure parameters of the antenna (units: mm).</p>
</caption>
<table>
<tbody valign="top">
<tr>
<td align="center">Dimension</td>
<td align="center">
<italic>a</italic>
</td>
<td align="center">
<italic>b</italic>
</td>
<td align="center">
<italic>c</italic>
</td>
<td align="center">
<italic>e</italic>
</td>
<td align="center">
<italic>f</italic>
</td>
<td align="center">
<italic>p</italic>
</td>
<td align="center">
<italic>h</italic>
</td>
</tr>
<tr>
<td align="center">Value</td>
<td align="center">55</td>
<td align="center">9.5</td>
<td align="center">10.7</td>
<td align="center">0.65</td>
<td align="center">0.85</td>
<td align="center">0.2</td>
<td align="center">20.4</td>
</tr>
<tr>
<td align="center">Dimension</td>
<td align="center">
<italic>g</italic>
</td>
<td align="center">
<italic>k</italic>
</td>
<td align="center">
<italic>l</italic>
</td>
<td align="center">
<italic>m</italic>
</td>
<td align="center">
<italic>n</italic>
</td>
<td align="center">
<italic>z</italic>
</td>
<td align="center">
<italic>w</italic>
</td>
</tr>
<tr>
<td align="center">Value</td>
<td align="center">2.5</td>
<td align="center">5</td>
<td align="center">7</td>
<td align="center">0.8</td>
<td align="center">27</td>
<td align="center">3.454</td>
<td align="center">0.508</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s2-1">
<title>2.1 Effect of the parasitic patches on the bandwidth</title>
<p>To illustrate the effect of the 3 &#xd7; 3 patches and the four parasitic patches P3 on the performance of the bandwidth, the counterparts of types I&#x2013;II are compared to that of type III, respectively. The simulated analysis is carried out using CST Microwave Studio.</p>
<p>According to the theory of characteristic modes [<xref ref-type="bibr" rid="B2">2</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>], modal significance (MS) indicates the degree to which each characteristic mode is easily excited, which is only determined by the MTS structure. When MS &#x3d; 1, the mode is easily excited, whereas MS &#x3d; 0 means that the mode hardly resonates or radiates. The CMA is performed on types I&#x2013;III without the feeding structure for identifying the potential bandwidth (MS &#x3e; 0.7) of the modes. By optimizing the design of both the MTS and the antenna, it is possible to fully utilize the potential bandwidth of the MTS, thereby significantly expanding the impedance bandwidth of the antenna. <xref ref-type="fig" rid="F2">Figure 2</xref> shows the MS curve, characteristic currents, and radiation patterns of modes J<sub>1</sub>&#x2013;J<sub>6</sub> for types I&#x2013;III. <xref ref-type="fig" rid="F2">Figures 2a&#x2013;c</xref> demonstrate that several MSs are greater than 0.7 and range from 4 to 8 GHz, which means that these modes may be excited effectively. For type I in <xref ref-type="fig" rid="F2">Figure 2a</xref>, the modes have a narrow resonant frequency band compared with the modes of types II and III in <xref ref-type="fig" rid="F2">Figures 2b, c</xref>. Furthermore, none of the modes in <xref ref-type="fig" rid="F2">Figure 2a</xref> can be excited to realize the broadside radiation pattern because of the out-of-phase current distribution. For type II in <xref ref-type="fig" rid="F2">Figure 2b</xref>, the potential bandwidths of the degenerate modes J<sub>1</sub> and J<sub>2</sub> are 4.8 GHz&#x2013;6.75 GHz. In addition, the corresponding currents of J<sub>1</sub> and J<sub>2</sub> are oriented in the same direction, and only one main lobe is observed, indicating that J<sub>1</sub> and J<sub>2</sub> are the fundamental modes in the target frequency band. The HOMs J<sub>3</sub>&#x2013;J<sub>6</sub> have radiation nulls in the boresight direction because of the out-of-phase current distribution. The same situation also exists in type III (<xref ref-type="fig" rid="F2">Figure 2c</xref>), but the fundamental mode J<sub>1</sub> of type III has a broader potential bandwidth of 4.7 GHz&#x2013;6.75 GHz compared with that of type II (4.8 GHz&#x2013;6.75 GHz) in <xref ref-type="fig" rid="F2">Figure 2b</xref>. In other words, it is easier to obtain a broader bandwidth with antenna III than with antenna II.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>MSs, characteristic currents, and the radiation patterns of the three MTS structures: <bold>(a)</bold> type I, <bold>(b)</bold> type II, and <bold>(c)</bold> type III.</p>
</caption>
<graphic xlink:href="fphy-13-1638385-g002.tif">
<alt-text content-type="machine-generated">Three graphs and corresponding pattern diagrams visualize modal significance across frequencies from 4 to 8 GHz for six different modes. Each graph displays data points and lines for Model 1 to Model 6. Below each graph are respective pattern diagrams, labeled with frequencies like 4.45 GHz and 5.7 GHz, showing electromagnetic field distributions and patterns for each mode. The graphs and patterns illustrate variations across modes and frequencies, highlighting differences in modal behavior.</alt-text>
</graphic>
</fig>
<p>Subsequently, the reflection coefficient of the antennas &#x2160;&#x2013;&#x2162; are simulated and shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. For antenna &#x2160;, there are two independent resonances at 5.18 GHz and 6.4 GHz, and the bandwidth is narrow. For antenna II, the resonances appear at 4.6 GHz, 5.9 GHz, and 6.8 GHz. However, these three resonances are separated from each other. For antenna III, there are four resonances at 4.8 GHz, 6 GHz, 6.5 GHz, and 7 GHz, respectively. The several resonant frequencies combine with each other, and the impedance bandwidth of approximately 50.2% (4.47&#x2013;7.47 GHz) is obtained.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Simulated &#x7c;S<sub>11</sub>&#x7c; of the antennas I&#x2013;III.</p>
</caption>
<graphic xlink:href="fphy-13-1638385-g003.tif">
<alt-text content-type="machine-generated">Graph showing the S11 parameter in decibels versus frequency in gigahertz for three antennas. Ant I has purple squares, Ant II has blue circles, and Ant III has red stars. Each antenna displays varying dips, with Ant II showing the most significant dip around 5.5 GHz. A legend on the right identifies each antenna.</alt-text>
</graphic>
</fig>
<p>Subsequently, the realized gain of antenna III is simulated and shown in <xref ref-type="fig" rid="F4">Figure 4a</xref>. As shown, the realized gain range of &#x2212;1.17&#x2013;5.5 dBi in the high-frequency band of 6.5 GHz&#x2013;7.5 GHz is significantly lower than that of 7.2&#x2013;9.7 dBi in the low-frequency band of 4.5 GHz&#x2013;6 GHz. Specifically at 7 GHz, the realized gain is only &#x2212;1.17 dBi. To investigate this, the surface current distribution of antenna III at 7 GHz is simulated and shown in <xref ref-type="fig" rid="F4">Figure 4b</xref>. The currents on the patches P1 are out-of-phase with those on patches P2 and P3. Consequently, the realized gain decreases at 7 GHz as the radiation caused by the out-of-phase currents is largely canceled in the boresight direction.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Simulated results of antenna III: <bold>(a)</bold> realized gain, <bold>(b)</bold> surface currents at 7 GHz, and <bold>(c)</bold> the modal current and radiation patterns of J<sub>5</sub> at 7 GHz.</p>
</caption>
<graphic xlink:href="fphy-13-1638385-g004.tif">
<alt-text content-type="machine-generated">(a) Line graph showing realized gain in dBi against frequency in GHz, ranging from 4 to 8 GHz. (b) Vector field diagram with color scale from 0 to 5.56 A/m indicating intensity. (c) Vector field plot at 7 GHz with a 3D red gradient visualization on the right.</alt-text>
</graphic>
</fig>
<p>To illustrate the design concept of improving the radiation performance of antenna III at high frequency using CMA, the mode behavior for type III needs to be reanalyzed. In <xref ref-type="fig" rid="F2">Figure 2c</xref>, mode J<sub>5</sub> resonates at 5.67 GHz and exhibits radiation nulls in the boresight direction; however, it is heavily excited at 7 GHz. According to the theory of CMA, modal currents change with the frequency [<xref ref-type="bibr" rid="B3">3</xref>]. Therefore, the modal current and radiation patterns of J<sub>5</sub> at 7 GHz are simulated and shown in <xref ref-type="fig" rid="F4">Figure 4c</xref>. There is a radiation null in the broadside direction of J<sub>5</sub> at 7 GHz, which will lead to a reduction in the realized gain at 7 GHz. Due to the large out-of-phase currents of J<sub>5</sub> at the P2 and P3 locations, loading two slots along the x-axis at P2 and P3 can interrupt the out-of-phase currents and suppress the unwanted HOM J<sub>5</sub> without affecting the fundamental mode J<sub>1</sub>, whose maximum current distribution is located at P1. The optimized MTS is named type &#x2163;, and the mode behavior and the effect on the realized gain are analyzed in <xref ref-type="sec" rid="s2-2">Section 2.2</xref>.</p>
</sec>
<sec id="s2-2">
<title>2.2 Effect of the slots along the x-axis on the radiation performance</title>
<p>The MSs, modal currents, and radiation patterns for type &#x2163; are shown in <xref ref-type="fig" rid="F5">Figure 5</xref>. The subscript &#x201c;s&#x201d; represents the loading slot. In <xref ref-type="fig" rid="F5">Figure 5a</xref>, the MSs of J<sub>s1</sub>&#x2013;J<sub>s5</sub> are greater than 0.7, ranging from 4.7 to above 7.17 GHz. Furthermore, a new mode J<sub>s6</sub> appears with a resonant frequency of 7.94 GHz. In <xref ref-type="fig" rid="F5">Figure 5b</xref>, by loading two slots at P2 and P3 along the x-axis, the out-of-phase characteristic currents are interrupted, and the radiation nulls of most of the HOMs are eliminated. Therefore, the radiation patterns of the optimized modes J<sub>s4</sub>, J<sub>s5</sub>, and J<sub>s6</sub> are broadside. Although the radiation patterns of J<sub>s2</sub> and J<sub>s3</sub> have large sidelobes, the maximum currents of these two modes are distributed in P2 and P3. Therefore, modes J<sub>s2</sub> and J<sub>s3</sub> are difficult to excite by the ellipse slot etched at the center of the ground plane. On the contrary, modes J<sub>s1</sub>, J<sub>s4</sub>, and J<sub>s6</sub>, which have broadside radiation patterns, can easily be excited because their maximum currents are distributed in P1. Next, we focus on the mode behavior of 7 GHz. As shown in <xref ref-type="fig" rid="F5">Figure 5a</xref>, the MS of mode J<sub>s5</sub> is approximately 0.83 at 7 GHz, which is much larger than that of any other modes. Hence, the modal current and the radiation pattern of J<sub>s5</sub> at 7 GHz are analyzed and shown in <xref ref-type="fig" rid="F5">Figure 5c</xref>. Unlike the mode J<sub>5</sub> of type III in <xref ref-type="fig" rid="F4">Figure 4c</xref>, the radiation pattern of J<sub>s5</sub> at 7 GHz is broadside, and the maximum currents are primarily distributed at P1. Therefore, the ellipse slot etched at the center of the ground plane can effectively excite mode J<sub>s5</sub>, which helps the proposed antenna to achieve high realized gain at 7 GHz. Meanwhile, the potential bandwidth of these broadside radiation modes J<sub>s1</sub>, J<sub>s4</sub> J<sub>s5</sub>, and J<sub>s6</sub> extends from 4.7 GHz to approximately 9 GHz (<xref ref-type="fig" rid="F5">Figure 5a</xref>), which helps the proposed antenna achieve higher realized gain across the entire operating frequency band.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Modes of the type IV: <bold>(a)</bold> MS, <bold>(b)</bold> characteristic currents and the radiation patterns at resonant frequencies, and <bold>(c)</bold> mode current and the radiation pattern of J<sub>s5</sub> at 7 GHz.</p>
</caption>
<graphic xlink:href="fphy-13-1638385-g005.tif">
<alt-text content-type="machine-generated">Graph and illustrations showing model significance vs. frequency in GHz. Graph (a) includes six modes, each depicted by different colored markers. Below, illustrations (b) and (c) display frequency distributions and radiation patterns at specific frequencies: 5.97 GHz, 5.92 GHz, 5.64 GHz, 5.38 GHz, 6.15 GHz, 7.94 GHz, and 7 GHz, each with colored patterns representing the modes.</alt-text>
</graphic>
</fig>
<p>The surface currents of the proposed antenna &#x2163; at 7 GHz are investigated and shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. It is clear that this current distribution is well-consistent with the current of mode J<sub>s5</sub> at 7 GHz shown in <xref ref-type="fig" rid="F5">Figure 5c</xref>, which illustrates that the optimized mode J<sub>s5</sub> is well-excited by the proposed feeding structure at 7 GHz.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Simulated surface currents of antenna IV at 7 GHz.</p>
</caption>
<graphic xlink:href="fphy-13-1638385-g006.tif">
<alt-text content-type="machine-generated">Vector field diagram with arrows in different colors and a rainbow color scale bar on the right. The color scale ranges from zero (dark blue) to twenty point four amperes per meter (red), indicating field intensity.</alt-text>
</graphic>
</fig>
<p>To prove that type &#x2163; is effective in improving the realized gain at 7 GHz, the simulated radiation patterns of antennas &#x2162; and &#x2163; at 7 GHz are also investigated and shown in <xref ref-type="fig" rid="F7">Figure 7</xref>. Compared to antenna &#x2162;, the main lobe magnitude of antenna &#x2163; at 7 GHz is enhanced from &#x2212;1.17 dBi to 9.56 dBi.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Simulated normalized radiation patterns of antennas III and IV at 7 GHz: <bold>(a)</bold> E-plane and <bold>(b)</bold> H-plane.</p>
</caption>
<graphic xlink:href="fphy-13-1638385-g007.tif">
<alt-text content-type="machine-generated">Two polar plots labeled (a) and (b) compare antenna radiation patterns for Ant IV and Ant III. The plots display red and blue lines representing each antenna's pattern across angles. The patterns vary between plots, showing differences in signal strength and directionality.</alt-text>
</graphic>
</fig>
<p>Subsequently, the simulated &#x7c;S<sub>11</sub>&#x7c; and realized gain of antennas &#x2162; and &#x2163; are investigated and shown in <xref ref-type="fig" rid="F8">Figure 8</xref>. Antenna &#x2162; achieves a gain range of &#x2212;1.17&#x2013;5.5 dBi in the high-frequency band of 6.5 GHz&#x2013;7.5 GHz, which is significantly lower than the gain of 7.4&#x2013;9.4 dBi in the low-frequency band of 4.5 GHz&#x2013;6 GHz. However, the modified antenna &#x2163; can operate from 4.7 to 8.36 GHz with a flat gain of 7&#x2013;10 dBi. Specifically, the realized gain at 7 GHz is enhanced from &#x2212;1.17 dBi to 9.5 dBi due to the slots along the x-axis for mode optimization. It indicates that the proposed antenna &#x2163; is effective in optimizing the radiation performance at a high operating band.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Simulated &#x7c;S11&#x7c; and the realized gain of the antennas III and IV.</p>
</caption>
<graphic xlink:href="fphy-13-1638385-g008.tif">
<alt-text content-type="machine-generated">Graph showing two datasets: Ant III (black squares) and Ant IV (red circles) plotted against frequency from 4 to 9 GHz. The y-axes represent &#x7c;S11&#x7c; in decibels on the left and realized gain in decibels isotropic on the right. Ant III shows lower S11 and higher fluctuation, while Ant IV maintains a more stable line. Blue circles highlight specific frequency points.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Measured results and discussions</title>
<p>The photograph of the fabricated antenna &#x2163; is shown in <xref ref-type="fig" rid="F9">Figure 9</xref>. The fabrication tolerance of copper foil is 0.015 mm. The magnitude of &#x7c;S<sub>11</sub>&#x7c; is measured using a network analyzer (Agilent N5230C). The radiation patterns are measured in an anechoic chamber using the antenna test arrangement shown in <xref ref-type="fig" rid="F10">Figure 10</xref>. <xref ref-type="fig" rid="F11">Figure 11</xref> shows the simulated and measured S-parameters and realized gain of the proposed antenna. It can be observed that the proposed MTS antenna operates in the frequency band of 4.66&#x2013;8.22 GHz (&#x7c;S<sub>11</sub>&#x7c;&#x3c; &#x2212;10 dB) with a relative bandwidth of 55.2% and a flat realized gain of 7&#x2013;10 dBi. The measured result agrees well with the simulated result. We can also find that the measured result of &#x7c;S<sub>11</sub>&#x7c; is slightly better than the simulated result. This may result from the slight increase in thickness in the hot-pressing process.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Photograph of the antenna: <bold>(a)</bold> top, <bold>(b)</bold> ground, and <bold>(c)</bold> bottom.</p>
</caption>
<graphic xlink:href="fphy-13-1638385-g009.tif">
<alt-text content-type="machine-generated">Panel of three images showing different antenna designs on square boards with connectors. (a) Features a grid pattern in copper. (b) Displays a smooth copper surface with a central cutout. (c) Shows a small copper square connected to a thin line. Each board has a gold-colored connector at the bottom.</alt-text>
</graphic>
</fig>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Photograph of the antenna measurement set-up.</p>
</caption>
<graphic xlink:href="fphy-13-1638385-g010.tif">
<alt-text content-type="machine-generated">Antenna setup in an anechoic chamber with blue, spiked foam walls for soundproofing. A smaller inset shows a close-up of the antenna under test.</alt-text>
</graphic>
</fig>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Simulated and measured S-parameters and realized gain.</p>
</caption>
<graphic xlink:href="fphy-13-1638385-g011.tif">
<alt-text content-type="machine-generated">Graph showing frequency response from 4 to 9 GHz. Two data sets are plotted: simulated (black squares) and measured (red circles). Simulated data shows a dip in return loss (S11) around 5.3 GHz, while measured data dips around 6.9 GHz. Realized gain hovers near 5 dBi across frequencies.</alt-text>
</graphic>
</fig>
<p>The normalized radiation patterns at different frequencies are shown in <xref ref-type="fig" rid="F12">Figure 12</xref>. It can be observed that the measured results agree with the simulated results.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Simulated and measured radiation patterns: <bold>(a)</bold> 5 GHz, <bold>(b)</bold> 6.5 GHz, and <bold>(c)</bold> 8 GHz.</p>
</caption>
<graphic xlink:href="fphy-13-1638385-g012.tif">
<alt-text content-type="machine-generated">Six polar plots labeled E-Plane and H-Plane in three panels (a, b, c) showing simulated and measured data. Purple squares and circles represent co-polarization, while red and black lines depict cross-polarization, demonstrating directional radiation patterns.</alt-text>
</graphic>
</fig>
<p>
<xref ref-type="table" rid="T2">Table 2</xref> shows the comparison of the performances of the proposed MTS antenna and previously reported linear polarization MTS antennas. The proposed antenna achieves the widest bandwidth compared with the references in <xref ref-type="table" rid="T2">Table 2</xref>. Compared with the relative reported works [<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B15">15</xref>], the proposed antenna has excellent performance, including broader bandwidth and larger gain. Compared with the related works [<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B20">20</xref>], the proposed antenna has a higher bandwidth and a higher minimum gain, although its peak gain is slightly lower.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Comparison with reported linear polarization MTS antennas and arrays.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Reference</th>
<th align="center">Center frequency (GHz)</th>
<th align="center">Bandwidth</th>
<th align="center">Element no.</th>
<th align="center">Gain (dBi)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">[<xref ref-type="bibr" rid="B1">1</xref>]</td>
<td align="center">5.13</td>
<td align="center">28%</td>
<td align="center">2 &#xd7; 2 array</td>
<td align="center">8.3&#x2013;12.1</td>
</tr>
<tr>
<td align="center">[<xref ref-type="bibr" rid="B5">5</xref>]</td>
<td align="center">5.53</td>
<td align="center">31%</td>
<td align="center">2 &#xd7; 2 array</td>
<td align="center">13&#x2013;14.5</td>
</tr>
<tr>
<td align="center">[<xref ref-type="bibr" rid="B7">7</xref>]</td>
<td align="center">28.4</td>
<td align="center">16%</td>
<td align="center">Single</td>
<td align="center">6.5&#x2013;10.1</td>
</tr>
<tr>
<td align="center">[<xref ref-type="bibr" rid="B11">11</xref>]</td>
<td align="center">6.59</td>
<td align="center">41.35%</td>
<td align="center">Single</td>
<td align="center">4.6&#x2013;6.6</td>
</tr>
<tr>
<td align="center">[<xref ref-type="bibr" rid="B15">15</xref>]</td>
<td align="center">5.48</td>
<td align="center">20.24%</td>
<td align="center">Single</td>
<td align="center">6.4&#x2013;8.1</td>
</tr>
<tr>
<td align="center">[<xref ref-type="bibr" rid="B20">20</xref>]</td>
<td align="center">5.86</td>
<td align="center">6.5%</td>
<td align="center">Single</td>
<td align="center">8.5&#x2013;11.5</td>
</tr>
<tr>
<td align="center">This work</td>
<td align="center">6.4</td>
<td align="center">55.2%</td>
<td align="center">Single</td>
<td align="center">7&#x2013;10</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>A high-frequency gain enhancement of a broadband MTS antenna with parasitic patches using CMA was proposed. Four parasitic patches around the 3 &#xd7; 3 squared patches on the MTS help the proposed antenna to achieve a broad bandwidth. Two slots along the x-axis are introduced in part of the MTS unit cells for improving the antenna radiation performance at a high operating band using CMA. The proposed antenna realizes a 55.2% (4.66 GHz&#x2013;8.22 GHz) impedance bandwidth for &#x7c;S<sub>11</sub>&#x7c; &#x2264; &#x2212;10 dB and maintains a flat gain of 7&#x2013;10 dBi. In addition, the proposed MTS antenna offers cost-effective implementation and easy integration with the planar circuits due to its fully planar structure and low profile.</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 author.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>HL: Validation, Writing &#x2013; review and editing, Data curation, Writing &#x2013; original draft. ZY: Data curation, Writing &#x2013; review and editing. YGa: Writing &#x2013; review and editing, Validation. LD: Writing &#x2013; review and editing. YGu: Writing &#x2013; review and editing, Data curation. XX: Validation, Writing &#x2013; review and editing. TM: Data curation, Writing &#x2013; review and editing. WH: Writing &#x2013; review and editing, Validation. CF: Writing &#x2013; original draft, Writing &#x2013; review and editing, Validation.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by the Natural Science Foundation of Shanxi Province, China (202303021211182), the Science and Technology Innovation Program of Institutions of Higher Education of Shanxi Province, China (2023L258), the Central Government Guides Local Science and Technology Development Funds (YDZJSX2021B011), the Applied Basic Research Projects of Shanxi Province, China (202203021221212), the Platform Program of Datong (2023086), the Applied Basic Research Projects of DaTong, China (2023066), and the Basic Research Fund Project of Shanxi Datong University, China (2022K6). The authors thank Shanxi Key Laboratory of Wireless Communication and Detection, Shanxi University, for providing antenna far-field testing services.</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="ai-statement" id="s9">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</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">
<label>1.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nie</surname>
<given-names>NS</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>XS</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>ZN</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>BZ</given-names>
</name>
</person-group>. <article-title>A low-profile wideband hybrid metasurface antenna array for 5g and wifi systems</article-title>. <source>IEEE Trans Antennas Propagation</source> (<year>2020</year>) <volume>68</volume>(<issue>2</issue>):<fpage>665</fpage>&#x2013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1109/TAP.2019.2940367</pub-id>
</citation>
</ref>
<ref id="B2">
<label>2.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Harrington</surname>
<given-names>R</given-names>
</name>
<name>
<surname>Mautz</surname>
<given-names>J</given-names>
</name>
</person-group>. <article-title>Computation of characteristic modes for conducting bodies</article-title>. <source>IEEE Trans Antennas Propagation</source> (<year>1971</year>) <volume>19</volume>(<issue>5</issue>):<fpage>629</fpage>&#x2013;<lpage>39</lpage>. <pub-id pub-id-type="doi">10.1109/TAP.1971.1139990</pub-id>
</citation>
</ref>
<ref id="B3">
<label>3.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Harrington</surname>
<given-names>R</given-names>
</name>
<name>
<surname>Mautz</surname>
<given-names>J</given-names>
</name>
</person-group>. <article-title>Theory of characteristic modes for conducting bodies</article-title>. <source>IEEE Trans Antennas Propagation</source> (<year>1971</year>) <volume>19</volume>(<issue>5</issue>):<fpage>622</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1109/TAP.1971.1139999</pub-id>
</citation>
</ref>
<ref id="B4">
<label>4.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cabedo-Fabres</surname>
<given-names>M</given-names>
</name>
<name>
<surname>Antonino-Daviu</surname>
<given-names>E</given-names>
</name>
<name>
<surname>Valero-Nogueira</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Bataller</surname>
<given-names>MF</given-names>
</name>
</person-group>. <article-title>The theory of characteristic modes revisited: a contribution to the design of antennas for modern applications</article-title>. <source>IEEE Antennas Propagation Mag</source> (<year>2007</year>) <volume>49</volume>(<issue>5</issue>):<fpage>52</fpage>&#x2013;<lpage>68</lpage>. <pub-id pub-id-type="doi">10.1109/MAP.2007.4395295</pub-id>
</citation>
</ref>
<ref id="B5">
<label>5.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname>
<given-names>FH</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>ZN</given-names>
</name>
</person-group>. <article-title>Low-profile wideband metasurface antennas using characteristic mode analysis</article-title>. <source>IEEE Trans Antennas Propagation</source> (<year>2017</year>) <volume>65</volume>(<issue>4</issue>):<fpage>1706</fpage>&#x2013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1109/TAP.2017.2671036</pub-id>
</citation>
</ref>
<ref id="B6">
<label>6.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname>
<given-names>FH</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>ZN</given-names>
</name>
</person-group>. <article-title>A method of suppressing higher order modes for improving radiation performance of metasurface multiport antennas using characteristic mode analysis</article-title>. <source>IEEE Trans Antennas Propagation</source> (<year>2018</year>) <volume>66</volume>(<issue>4</issue>):<fpage>1894</fpage>&#x2013;<lpage>902</lpage>. <pub-id pub-id-type="doi">10.1109/TAP.2018.2806401</pub-id>
</citation>
</ref>
<ref id="B7">
<label>7.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xue</surname>
<given-names>M</given-names>
</name>
<name>
<surname>Wan</surname>
<given-names>W</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Q</given-names>
</name>
<name>
<surname>Cao</surname>
<given-names>L</given-names>
</name>
</person-group>. <article-title>Low-profile millimeter-wave broadband metasurface antenna with four resonances</article-title>. <source>IEEE Antennas Wireless Propagation Lett</source> (<year>2021</year>) <volume>20</volume>(<issue>4</issue>):<fpage>463</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1109/LAWP.2021.3053589</pub-id>
</citation>
</ref>
<ref id="B8">
<label>8.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ntawangaheza</surname>
<given-names>JD</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>L</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>Z</given-names>
</name>
<name>
<surname>Pang</surname>
<given-names>Y</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>Z</given-names>
</name>
<name>
<surname>Rushingabigwi</surname>
<given-names>G</given-names>
</name>
</person-group>. <article-title>A single-layer low-profile broadband metasurface antenna array for sub-6 Ghz 5g communication systems</article-title>. <source>IEEE Trans Antennas Propagation</source> (<year>2021</year>) <volume>69</volume>(<issue>4</issue>):<fpage>2061</fpage>&#x2013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1109/TAP.2020.3027042</pub-id>
</citation>
</ref>
<ref id="B9">
<label>9.</label>
<citation citation-type="book">
<person-group person-group-type="editor">
<name>
<surname>Yu</surname>
<given-names>J</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>H</given-names>
</name>
</person-group>, editors <source>Characteristic mode aided design of handset antennas with high isolations</source>. <publisher-name>IEEE International Symposium On Antennas And Propagation ISAP</publisher-name> (<year>2023</year>).</citation>
</ref>
<ref id="B10">
<label>10.</label>
<citation citation-type="book">
<person-group person-group-type="editor">
<name>
<surname>Deng</surname>
<given-names>YZ</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>N</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>K</given-names>
</name>
<name>
<surname>Nan</surname>
<given-names>J</given-names>
</name>
</person-group>, editors <article-title>Characteristic mode cancellation for radiation pattern decoupling of asymmetric dipole antennas</article-title>. <source>2024 cross strait radio science and wireless Technology conference (CSRSWTC)</source> (<year>2024</year>).</citation>
</ref>
<ref id="B11">
<label>11.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>D</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>W</given-names>
</name>
<name>
<surname>Xue</surname>
<given-names>Q</given-names>
</name>
<name>
<surname>Che</surname>
<given-names>W</given-names>
</name>
</person-group>. <article-title>Miniaturized wideband planar antenna using interembedded metasurface structure</article-title>. <source>IEEE Trans Antennas Propagation</source> (<year>2021</year>) <volume>69</volume>(<issue>5</issue>):<fpage>3021</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1109/TAP.2020.3028245</pub-id>
</citation>
</ref>
<ref id="B12">
<label>12.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>W</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>J</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>D</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>KL</given-names>
</name>
<name>
<surname>Xue</surname>
<given-names>Q</given-names>
</name>
<name>
<surname>Che</surname>
<given-names>W</given-names>
</name>
</person-group>. <article-title>Broadband dual-polarized filtering metasurface-based antennas using characteristic mode analysis for 5g millimeter-wave applications</article-title>. <source>IEEE Trans Antennas Propagation</source> (<year>2024</year>) <volume>72</volume>(<issue>5</issue>):<fpage>3912</fpage>&#x2013;<lpage>27</lpage>. <pub-id pub-id-type="doi">10.1109/TAP.2024.3377918</pub-id>
</citation>
</ref>
<ref id="B13">
<label>13.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>D</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>YX</given-names>
</name>
<name>
<surname>Lian</surname>
<given-names>R</given-names>
</name>
<name>
<surname>Xiao</surname>
<given-names>B</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>M</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>KD</given-names>
</name>
</person-group>. <article-title>Metasurface antenna with cocircularly polarized radiation characteristics for wideband monostatic simultaneous transmit and receive applications</article-title>. <source>IEEE Trans Antennas Propagation</source> (<year>2023</year>) <volume>71</volume>(<issue>4</issue>):<fpage>3304</fpage>&#x2013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1109/TAP.2023.3243988</pub-id>
</citation>
</ref>
<ref id="B14">
<label>14.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname>
<given-names>FH</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>ZN</given-names>
</name>
</person-group>. <article-title>Resonant metasurface antennas with resonant apertures: characteristic mode analysis and dual-polarized broadband low-profile design</article-title>. <source>IEEE Trans Antennas Propagation</source> (<year>2021</year>) <volume>69</volume>(<issue>6</issue>):<fpage>3512</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1109/TAP.2020.3028246</pub-id>
</citation>
</ref>
<ref id="B15">
<label>15.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>J</given-names>
</name>
<name>
<surname>Weng</surname>
<given-names>Z</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>ZQ</given-names>
</name>
<name>
<surname>Qiu</surname>
<given-names>Y</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>YX</given-names>
</name>
<name>
<surname>Jiao</surname>
<given-names>YC</given-names>
</name>
</person-group>. <article-title>A wideband pattern diversity antenna with a low profile based on metasurface</article-title>. <source>IEEE Antennas Wireless Propagation Lett</source> (<year>2021</year>) <volume>20</volume>(<issue>3</issue>):<fpage>303</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1109/LAWP.2020.3048633</pub-id>
</citation>
</ref>
<ref id="B16">
<label>16.</label>
<citation citation-type="book">
<person-group person-group-type="editor">
<name>
<surname>Han</surname>
<given-names>L</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>G</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>W</given-names>
</name>
</person-group>, editors <article-title>Wideband metasurface antenna using characteristic mode analysis</article-title>. <source>2021 international conference on Microwave and millimeter wave Technology (ICMMT)</source> (<year>2021</year>).</citation>
</ref>
<ref id="B17">
<label>17.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>P</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>W</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Xi</surname>
<given-names>Y</given-names>
</name>
<name>
<surname>Gong</surname>
<given-names>S</given-names>
</name>
</person-group>. <article-title>Broadband and low-profile penta-polarization reconfigurable metamaterial antenna</article-title>. <source>IEEE Access</source> (<year>2020</year>) <volume>8</volume>:<fpage>21823</fpage>&#x2013;<lpage>31</lpage>. <pub-id pub-id-type="doi">10.1109/ACCESS.2020.2969488</pub-id>
</citation>
</ref>
<ref id="B18">
<label>18.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Naik</surname>
<given-names>DK</given-names>
</name>
<name>
<surname>Panda</surname>
<given-names>DC</given-names>
</name>
<name>
<surname>Swain</surname>
<given-names>R</given-names>
</name>
<name>
<surname>Muduli</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Nanda</surname>
<given-names>S</given-names>
</name>
</person-group>. <article-title>Pac-man-shaped patch-driven broadband circularly polarized metasurface antenna with cma-based quadruple-mode excitation</article-title>. <source>IEEE Access</source> (<year>2025</year>) <volume>13</volume>:<fpage>13644</fpage>&#x2013;<lpage>54</lpage>. <pub-id pub-id-type="doi">10.1109/ACCESS.2025.3526682</pub-id>
</citation>
</ref>
<ref id="B19">
<label>19.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>P</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>W</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>X</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>G</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>J</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>R</given-names>
</name>
</person-group>. <article-title>Low-sidelobe dual-beam antenna based on metasurface with independently regulated amplitude/phase</article-title>. <source>IEEE Antennas Wireless Propagation Lett</source> (<year>2023</year>) <volume>22</volume>(<issue>10</issue>):<fpage>2382</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1109/LAWP.2023.3288601</pub-id>
</citation>
</ref>
<ref id="B20">
<label>20.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>K</given-names>
</name>
<name>
<surname>Shao</surname>
<given-names>W</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>X</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>BZ</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>B</given-names>
</name>
</person-group>. <article-title>Design of high-gain metasurface antenna based on characteristic mode analysis</article-title>. <source>IEEE Antennas Wireless Propagation Lett</source> (<year>2022</year>) <volume>21</volume>(<issue>4</issue>):<fpage>661</fpage>&#x2013;<lpage>5</lpage>. <pub-id pub-id-type="doi">10.1109/LAWP.2022.3140326</pub-id>
</citation>
</ref>
<ref id="B21">
<label>21.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luo</surname>
<given-names>Y</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>L</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>Y</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>N</given-names>
</name>
<name>
<surname>Gong</surname>
<given-names>S</given-names>
</name>
</person-group>. <article-title>Efficiency improvement of smartphone antennas using higher-order mode suppression under characteristic mode analysis</article-title>. <source>IEEE Trans Antennas Propagation</source> (<year>2022</year>) <volume>70</volume>(<issue>11</issue>):<fpage>10304</fpage>&#x2013;<lpage>17</lpage>. <pub-id pub-id-type="doi">10.1109/TAP.2022.3195537</pub-id>
</citation>
</ref>
<ref id="B22">
<label>22.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Qiu</surname>
<given-names>Y</given-names>
</name>
<name>
<surname>Weng</surname>
<given-names>Z</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>ZQ</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>J</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>HW</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>YX</given-names>
</name>
</person-group>. <article-title>A dielectric resonator fed wideband metasurface antenna with radiation pattern restoration under its high order modes</article-title>. <source>IEEE Access</source> (<year>2020</year>) <volume>8</volume>:<fpage>217671</fpage>&#x2013;<lpage>80</lpage>. <pub-id pub-id-type="doi">10.1109/ACCESS.2020.3041628</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>