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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">973033</article-id>
<article-id pub-id-type="doi">10.3389/fphy.2022.973033</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>Design and analysis of a dual-band THz metamaterial sensor with high refractive index sensitivity</article-title>
<alt-title alt-title-type="left-running-head">Lu 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.2022.973033">10.3389/fphy.2022.973033</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Lu</surname>
<given-names>Xuejing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1882078/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ge</surname>
<given-names>Hongyi</given-names>
</name>
<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/1732823/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jiang</surname>
<given-names>Yuying</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Yuan</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>PLA Strategic Support Force Information Engineering University</institution>, <addr-line>Zhengzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Key Laboratory of Grain Information Processing and Control</institution>, <institution>Ministry of Education</institution>, <institution>Henan University of Technology</institution>, <addr-line>Zhengzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>College of Information Science and Engineering</institution>, <institution>Henan University of Technology</institution>, <addr-line>Zhengzhou</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/1508412/overview">Yue Wang</ext-link>, Xi&#x2019;an University of Technology, 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/1238307/overview">Dibakar Roy Chowdhury</ext-link>, Mahindra &#xc9;cole Centrale College of Engineering, India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1574169/overview">Qingli Zhou</ext-link>, Capital Normal University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Yuan Zhang, <email>zy_haut@163.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Optics and Photonics, a section of the journal Frontiers in Physics</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>08</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>973033</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>06</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>08</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Lu, Ge, Jiang and Zhang.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Lu, Ge, Jiang and Zhang</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>A terahertz metamaterial comprised of an array of cross rectangular split-ring resonators (CRSRR) was proposed and analyzed for sensing applications, and it exhibited two resonances in the frequency range of 0.2&#x2013;3&#xa0;THz. The resonant frequencies of different resonant modes were explained using equivalent circuit models. Furthermore, the influence on equivalent capacitance and inductance of the circuit with respect to different geometrical dimensions of the CRSRR structure were analyzed, and the results indicated that the resonant frequencies of the proposed metamaterial can be designed as the desired value by adjusting the CRSRR unit geometry. In addition, the sensing performances of the metamaterial were calculated based on the optimized structure, showing that it had high refractive index sensitivity of 309 and 730 GHz/RIU at two resonant frequencies, respectively. Meanwhile, such ability to operate at two frequency bands enabled the designed sensor could characterize the identical samples at different frequencies, thereby increasing the sensing sensitivity and decreasing the impact of environmental disturbance. Our study opens up new prospects in the design of terahertz metamaterial sensors with high sensitivity in a multi-band range, which is essential to meet increasing needs in terahertz sensing.</p>
</abstract>
<kwd-group>
<kwd>terahertz</kwd>
<kwd>metamaterial</kwd>
<kwd>dual-band sensor</kwd>
<kwd>high RI sensitivity</kwd>
<kwd>sensors</kwd>
</kwd-group>
<contract-num rid="cn001">61975053,61705061</contract-num>
<contract-num rid="cn002">222300420040, 202300410111</contract-num>
<contract-num rid="cn003">22HASTIT017</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">Natural Science Foundation of Henan Province<named-content content-type="fundref-id">10.13039/501100006407</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">Science and Technology Innovation Talents in Universities of Henan Province<named-content content-type="fundref-id">10.13039/501100018551</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Terahertz (THz) radiation (0.3&#x2013;10&#xa0;THz) falls in between infrared radiation and microwave radiation of the electromagnetic spectrum. Unlike X-rays, THz waves are non-ionizing and do not damage biological tissues [<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>]. Moreover, THz waves are sensitive to weak resonances such as hydrogen bonds, van der Waals forces, and non-bonding (hydrophobic) interactions [<xref ref-type="bibr" rid="B3">3</xref>], thereby offering the capability for macromolecule identification that cannot be achieved by mid-infrared (MIR) spectroscopy. Furthermore, THz waves can penetrate materials composed of non-polar molecules such as paper, plastic, and textiles, enabling easier security checks and safer inspection without direct contact between the operator and the measured substance [<xref ref-type="bibr" rid="B4">4</xref>]. Finally, the THz time-domain detection system provides both magnitude and phase information, allowing for a direct evaluation of the refractive index and the absorption coefficient of the analytes [<xref ref-type="bibr" rid="B5">5</xref>]. These characteristics have thus been proved to be suitable for substance detection to supplement the deficiencies of other spectral detection methods, such as infrared spectroscopy.</p>
<p>Nevertheless, the application of THz waves is still limited due to the interaction between some of the measured substances and the THz wave being too weak to induce a pronounced electromagnetic response, especially if the amount of analyte is very small [<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>]. Such as pesticide residue detection in agricultural products, it is difficult to obtain the spectral characteristics of pesticides because the pesticides themselves exist only in trace amounts, resulting in a fewer substance that can interact with terahertz waves. In this situation, metamaterial (MM) has been involved to design ultra-sensitive sensors that can operate in the THz region [<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>]. MM is a kind of artificial periodic unit structure that produces a significantly enhanced electromagnetic field in localized areas under the external excitation [<xref ref-type="bibr" rid="B10">10</xref>], which enhances the interaction between the THz wave and the analyte, thereby making high sensitivity for the detection of substance. The small change in the refractive index (RI) of the analyte covered on the MM surface causes the change in the ambient permittivity, which leads to the frequency shift of MM&#x2019;s resonance. Therefore, the detection of spectral characteristics of the analytes can transform into the detection of frequency shift induced by the analytes by using the THz&#xa0;MM sensor, allowing one to transcend the inherent detection limitation of traditional THz-TDS systems to realize trace substances detection based on the tiny changes in ambient permittivity induced by a small number of analytes.</p>
<p>The sensing technique that utilizes the resonant frequency shift of MM to identify the covered substances has evolved into one of the most sensitive and promising methods, and RI sensitivity is usually used to evaluate the performance of such MM sensors. Saadeldin et al. [<xref ref-type="bibr" rid="B11">11</xref>] reported a split-ring resonator-based THz BioMed sensor with a sensitivity of 300 GHz/RIU. Zhang et al. [<xref ref-type="bibr" rid="B12">12</xref>] proposed a THz&#xa0;MM biosensor consisting of cut wires and split ring resonators for the molecular classification of glioma cells, and the theoretical RI sensitivity was evaluated up to 496.01 GHz/RIU. Furthermore, Li et al. [<xref ref-type="bibr" rid="B13">13</xref>] designed a dual-band MM sensor used in the frequency range 0.2-1&#xa0;THz with the RI sensitivity of 29 GHz/RIU at 0.286&#xa0;THz and 74 GHz/RIU at 0.850&#xa0;THz to identify the early-stage cervical cancer tissue. It would be intriguing to design high-sensitivity THz&#xa0;MM sensors for detecting trace substances.</p>
<p>In this paper, a THz MM consisting of CRSRR arrays arranged on the substrate of polytetrafluoroethylene (PTFE) is proposed and it has two resonances within 0.2&#x2013;3&#xa0;THz. The resonant mechanisms have been studied by analyzing the surface electric fields and current distributions. Our study aims to design a dual-band high-sensitivity THz&#xa0;MM sensor according to the frequency location of the characteristic absorption peak of the trace analytes. It is highly crucial to make an optimum design of the MM geometry structure to improve the sensitivity for sensing analytes [<xref ref-type="bibr" rid="B14">14</xref>]. Thus the resonant frequencies of two resonant modes are investigated using equivalent circuit models, and the influence of the CRSRR geometry on the frequencies and modulation depths of the resonances has been elucidated by changing several geometrical dimensions, namely the short edge length, width, and gap distance of the rectangular ring. Finally, an optimized MM structure with resonant frequencies at 1.04 and 2.95&#xa0;THz is proposed. The frequency shifts (&#x394;&#x192;) of resonances, caused by the changes in refractive indices of the analytes, are numerically simulated, and the RI sensitivity, FOM (figure of merit), and Q-factor of the THz&#xa0;MM sensor are calculated. Our research could improve the resonance performance of the high-sensitivity THz&#xa0;MM sensor, allowing the device to operate at specific frequencies that correspond to the characteristic absorption peaks of trace analytes.</p>
</sec>
<sec id="s2">
<title>2 Structure design and simulation</title>
<p>
<xref ref-type="fig" rid="F1">Figure 1A</xref> displays a schematic diagram of the THz&#xa0;MM structure that is designed based on the classic structure of a split-ring resonator (SSR). The metamaterial is composed of a 200-nm-thick gold layer with the electrical conductivity &#x3b4; &#x3d; 4.56 &#xd7; 10<sup>7</sup>&#xa0;S/m, deposited onto a 30-&#x3bc;m-thick substrate of PTFE (with the relative electric permittivity &#x25b;<sub>r</sub> &#x3d; 2.1), and the geometric parameters of the gold unit cell are given in <xref ref-type="table" rid="T1">Table 1</xref>. Two rectangular rings of the same size vertically overlap at the center point, with a gap on the right of the top ring. During resonant excitation, the gap accumulates a large number of charges to form enhanced electromagnetic fields, which makes SRR and its analogs very suitable for sensing applications [<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>].</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> Schematic diagram of the proposed THz&#xa0;MM sensor; <bold>(B)</bold> simulated transmission spectrum of the proposed THz&#xa0;MM.</p>
</caption>
<graphic xlink:href="fphy-10-973033-g001.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Geometrical dimensions of the CRSRR structure.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Parameter</th>
<th align="left">Value (&#x3bc;m)</th>
<th align="left">Description</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">p</td>
<td align="left">70</td>
<td align="left">Periodic length of the structural unit</td>
</tr>
<tr>
<td align="left">a</td>
<td align="left">20</td>
<td align="left">Short edge length of the rectangular ring</td>
</tr>
<tr>
<td align="left">w</td>
<td align="left">3</td>
<td align="left">Width of the rectangular ring</td>
</tr>
<tr>
<td align="left">g</td>
<td align="left">2</td>
<td align="left">Gap of the ring</td>
</tr>
<tr>
<td align="left">t</td>
<td align="left">0.2</td>
<td align="left">Thickness of the gold layer</td>
</tr>
<tr>
<td align="left">h</td>
<td align="left">30</td>
<td align="left">Thickness of the PTFE substrate</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The electromagnetic responses of the designed THz&#xa0;MM structure are evaluated via the finite integration technique (FIT) method using CST Studio Suite 2020 commercial software [<xref ref-type="bibr" rid="B18">18</xref>]. The boundary conditions for X/Y and Z directions are set to unit cell and open boundary, respectively. The terahertz transverse electromagnetic (TE) waves vertically incident on the surface of the metamaterial from the metal side, propagating in Z direction with a horizontally polarized E-field (Ex) and a vertically polarized H-field (Hy). Finally, the frequency-domain solver is used to analyze the simulation results and obtain the terahertz transmission spectrum of the metamaterial. Meanwhile, the field monitors need to be activated to collect E-field, H-field, and surface currents at different resonant frequencies.</p>
<p>The physical mechanisms of the resonant modes, the resonance characteristic of the terahertz transmission spectra with different geometrical dimensions of CRSRR, and the sensing performances of the optimized THz&#xa0;MM sensor are discussed in the following section.</p>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 Resonant mechanism of the metamaterial</title>
<p>
<xref ref-type="fig" rid="F1">Figure 1B</xref> shows the simulated transmission spectrum of the proposed dual-band THz&#xa0;MM structure. It has two separate transmission dips, which correspond to two resonances, namely low-frequency resonant mode at 1.04&#xa0;THz (<italic>f</italic>
<sub>
<italic>1</italic>
</sub>) and high-frequency resonant mode at 2.95&#xa0;THz (<italic>f</italic>
<sub>
<italic>2</italic>
</sub>).</p>
<p>To elucidate the physical mechanisms of both resonant modes, the surface electric fields of the MM structure are collected at both frequencies of the resonant dips. <xref ref-type="fig" rid="F2">Figures 2A,B</xref> depict the electric field distributions of the CRSRR at <italic>f</italic>
<sub>
<italic>1</italic>
</sub> and <italic>f</italic>
<sub>
<italic>2</italic>
</sub>, respectively. In the resonant mode of <italic>f</italic>
<sub>
<italic>1</italic>
</sub>, the enhanced electric field is located at the gap edge, behaving as a capacitance in an inductance-capacitance (LC) resonant circuit. Such resonance is related to the circular transient current induced by the incident THz field and it can be explained by the LC model [<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>]. In the other resonance mode of <italic>f</italic>
<sub>
<italic>2</italic>
</sub>, the induced charges are concentrated at the gap on the horizontal rectangular ring and the two vertices on the left of the vertical rectangular ring, forming strong electric fields. It shows that the dipole is excited on the surface of the CRSRR, and this kind of resonance is caused by the dipoles [<xref ref-type="bibr" rid="B21">21</xref>]. As a result, the two resonant modes can be recognized as corresponding to LC resonance and dipole resonance, respectively.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>E-field distributions of the designed CRSRR at <bold>(A)</bold> <italic>f</italic>
<sub>
<italic>1</italic>
</sub> &#x3d; 1.04 THz, <bold>(B)</bold> <italic>f</italic>
<sub>
<italic>2</italic>
</sub> &#x3d; 2.95 THz; Surface current distributions of the designed CRSRR at <bold>(C)</bold> <italic>f</italic>
<sub>
<italic>1</italic>
</sub> &#x3d; 1.04&#xa0;THz and <bold>(D)</bold> <italic>f</italic>
<sub>
<italic>2</italic>
</sub> &#x3d; 2.95 THz; Equivalent circuit models at <bold>(E)</bold> <italic>f</italic>
<sub>
<italic>1</italic>
</sub> &#x3d; 1.04&#xa0;THz and <bold>(F)</bold> <italic>f</italic>
<sub>
<italic>2</italic>
</sub> &#x3d; 2.95&#xa0;THz.</p>
</caption>
<graphic xlink:href="fphy-10-973033-g002.tif"/>
</fig>
<p>To further explain the underlying physical mechanisms, the surface currents corresponding to the resonant modes are also studied. <xref ref-type="fig" rid="F2">Figure 2C</xref> exhibits the surface current distribution of the CRSRR at <italic>f</italic>
<sub>
<italic>1</italic>
</sub>, the current directions are consistent in the whole structure, forming a current loop, which indicates that it is an LC resonance. Thus the equivalent circuit can be described as shown in <xref ref-type="fig" rid="F2">Figure 2E</xref>. By neglecting the resistance generated by the inductance, the equivalent impedance of the circuit can be approximately expressed as follows:<disp-formula id="e1">
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<mml:mi>L</mml:mi>
<mml:mn>1</mml:mn>
<mml:mo>&#x2032;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mi>&#x3c9;</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<p>
<xref ref-type="fig" rid="F2">Figure 2D</xref> exhibits the surface current distribution throughout the CRSRR at the high-frequency resonant mode <italic>f</italic>
<sub>
<italic>2</italic>
</sub>. Unlike the current loop in LC resonance, the direction of current on the left side of the structure is symmetrical to that on the right, which means the charges flow from any direction of point d to point c. Both surface currents parallel to the exciting electric field, which is similar to the electric dipole resonance [<xref ref-type="bibr" rid="B22">22</xref>]. The equivalent circuit based on this current distribution is depicted in <xref ref-type="fig" rid="F2">Figure 2F</xref>, in which the impedance can be approximately expressed as follows [<xref ref-type="bibr" rid="B13">13</xref>]:<disp-formula id="e2">
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<mml:mi>L</mml:mi>
<mml:mn>2</mml:mn>
<mml:mo>&#x2032;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mi>&#x3c9;</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>where, &#x3c9; present angular frequency. The resonance occurs when the imaginary part of the impedance is zero. Hence, both resonant frequencies <italic>f</italic>
<sub>
<italic>1</italic>
</sub> and <italic>f</italic>
<sub>
<italic>2</italic>
</sub> of the CRSRR can be calculated according to the resonance formula as <inline-formula id="inf1">
<mml:math id="m3">
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, which are determined by the equivalent capacitance C related to the structure&#x2019;s gap and the equivalent inductance L related to the structure of the metal unit itself [<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>]. Therefore, the influence of the metamaterial&#x2019;s geometrical dimensions on the equivalent capacitance and inductances are numerically simulated by CST. The effect of the CRSRR geometry on the resonance characteristics of the metamaterial is also discussed.</p>
</sec>
<sec id="s3-2">
<title>3.2 Influence of geometrical parameters on resonance characteristic</title>
<p>In order to obtain further insight into the resonances characteristic of the proposed MM, several geometrical parameters of the CRSRR structure are altered. By increasing the short edge length <bold>
<italic>a</italic>
</bold> of the rectangular ring from 16 to 24&#xa0;&#xb5;m without changing the other geometric parameters (<bold>
<italic>w</italic>
</bold> &#x3d; 3&#xa0;&#x3bc;m, <bold>
<italic>g</italic>
</bold> &#x3d; 2&#xa0;&#xb5;m), the resonant frequencies <italic>f</italic>
<sub>
<italic>1</italic>
</sub> and <italic>f</italic>
<sub>
<italic>2</italic>
</sub> have varied as shown in <xref ref-type="fig" rid="F3">Figure 3A</xref>. The increase in the value of <bold>
<italic>a</italic>
</bold> makes the equivalent inductance <bold>
<italic>L</italic>
</bold> larger [<xref ref-type="bibr" rid="B25">25</xref>]. Considering the influence of <bold>
<italic>L</italic>
</bold>, both resonant frequencies in two modes exhibited the red-shift with the increase of <bold>
<italic>a</italic>
</bold>. <xref ref-type="fig" rid="F3">Figure 3B</xref> shows the transmittance for different <bold>
<italic>a</italic>
</bold>, and the color bar shows the magnitude of transmission intensity. The positions of the resonant frequencies are indicated with the black trace, showing that the distance of the two resonances is decreased due to the <bold>
<italic>a</italic>
</bold> increment. The resonant frequencies and modulation depths under different <bold>
<italic>a</italic>
</bold> are displayed in <xref ref-type="fig" rid="F3">Figure 3C</xref>. The frequency <italic>f</italic>
<sub>
<italic>1</italic>
</sub> shifts from 1.36 to 0.85&#xa0;THz while <italic>f</italic>
<sub>
<italic>2</italic>
</sub> shifts from 3.29 to 2.50&#xa0;THz when <bold>
<italic>a</italic>
</bold> raises from 16 to 24&#xa0;&#xb5;m. Meanwhile, the modulation depths of the dip in the low-frequency resonant mode increased to 97.9 % from 91.2 %, while it increased from 98.6 % to 99.2 % in the high-frequency resonant mode.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<bold>(A)</bold> The transmission spectra of the proposed MM with varying <bold>
<italic>a</italic>
</bold> of CRSRR from 16 to 24&#xa0;&#x3bc;m (the changing step is 2&#xa0;&#x3bc;m); <bold>(B)</bold> Contour plot of numerically simulated transmittance for different <bold>
<italic>a</italic>
</bold>; <bold>(C)</bold> The relations between resonant frequencies (modulation depths) and the value of <bold>
<italic>a</italic>
</bold>.</p>
</caption>
<graphic xlink:href="fphy-10-973033-g003.tif"/>
</fig>
<p>On the other side, the width of the proposed CRSRR structure has also been discussed. <xref ref-type="fig" rid="F4">Figure 4A</xref> depicts the transmission spectra with different values of <bold>
<italic>w</italic>
</bold>. The width is inversely proportional to the equivalent inductance <bold>
<italic>L</italic>
</bold>, which meant that the inductance decreased with increasing width <bold>
<italic>w</italic>
</bold> [<xref ref-type="bibr" rid="B26">26</xref>]. Therefore, the resonant frequencies <italic>f</italic>
<sub>
<italic>1</italic>
</sub> and <italic>f</italic>
<sub>
<italic>2</italic>
</sub> were proportional to the ring width. As the value of <bold>
<italic>w</italic>
</bold> increases from 1 to 4&#xa0;&#xb5;m (at keeping <bold>
<italic>a</italic>
</bold> &#x3d; 20&#xa0;&#x3bc;m, <bold>
<italic>g</italic>
</bold> &#x3d; 2&#xa0;&#xb5;m), the resonant frequencies increases, that is, the positions of the dips have blue-shifts, which agrees well with the results depicted in <xref ref-type="fig" rid="F4">Figure 4B</xref>. <xref ref-type="fig" rid="F4">Figure 4C</xref> shows the relations between resonance characteristics and the value of <bold>
<italic>w</italic>
</bold>. The frequency <italic>f</italic>
<sub>
<italic>1</italic>
</sub> moves from 0.95 to 1.09&#xa0;THz while <italic>f</italic>
<sub>
<italic>2</italic>
</sub> moves from 2.77 to 3.03&#xa0;THz with an increasing value of <bold>
<italic>w</italic>
</bold>. Meanwhile, the modulation depth of resonance dips also increased, increasing from 90.7 % to 96.5 % and from 95.7 % to 99.4 % in lower and higher frequency resonant modes, respectively.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(A)</bold> The transmission spectra of the proposed MM with varying <bold>
<italic>w</italic>
</bold> from 1 to 4&#xa0;&#x3bc;m (the changing step is 1&#xa0;&#x3bc;m); <bold>(B)</bold> Contour plot of numerically simulated transmittance for different <bold>
<italic>w</italic>
</bold>; <bold>(C)</bold> The relations between resonant frequencies (modulation depths) and the value of <bold>
<italic>w</italic>
</bold>.</p>
</caption>
<graphic xlink:href="fphy-10-973033-g004.tif"/>
</fig>
<p>To further investigate the variation trend of the resonant characteristics of the designed CRSRR, the gap distance <bold>
<italic>g</italic>
</bold> is set at values from 1 to 5&#xa0;&#xb5;m while keeping the other geometric parameters unchanged (<bold>
<italic>a</italic>
</bold> &#x3d; 20&#xa0;&#x3bc;m, <bold>
<italic>w</italic>
</bold> &#x3d; 3&#xa0;&#xb5;m). <xref ref-type="fig" rid="F5">Figure 5A</xref> displays the transmission spectra with the variation of <bold>
<italic>g</italic>
</bold>. For the split-ring structure, the equivalent capacitance almost entirely comes from the charge accumulation at the gap. The larger the gap, the smaller the capacitance, and the resonant frequencies would be higher. <xref ref-type="fig" rid="F5">Figure 5B</xref> shows the blue shifts in both frequencies as predicted. Unlike the effect of parameters a and w, the offsets induced by increasing <bold>
<italic>g</italic>
</bold> are minor. As shown in <xref ref-type="fig" rid="F5">Figure 5C</xref>, the resonance frequency changes from 1.02 to 1.09&#xa0;THz for <italic>f</italic>
<sub>
<italic>1</italic>
</sub> and from 2.89 to 3.04&#xa0;THz for <italic>f</italic>
<sub>
<italic>2</italic>
</sub> with the variation of <bold>
<italic>g</italic>
</bold>. Also, the modulation depth of the transmission increases from 95.2 % to 96.7 % in the low-frequency resonant mode but reduces from 99.1 % to 98.9 % in the high-frequency resonant mode.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
<bold>(A)</bold> The transmission spectra of the proposed MM with varying <bold>
<italic>g</italic>
</bold> from 1 to 5&#xa0;&#x3bc;m (the changing step is 1&#xa0;&#x3bc;m); <bold>(B)</bold> Contour plot of numerically simulated transmittance for different <bold>
<italic>g</italic>
</bold>; <bold>(C)</bold> The relations between resonant frequencies (modulation depths) and the value of <bold>
<italic>g</italic>
</bold>.</p>
</caption>
<graphic xlink:href="fphy-10-973033-g005.tif"/>
</fig>
<p>In summary, the metal layout and the gap distance affect the resonance characteristics of the proposed MM. Therefore, the THz&#xa0;MM sensor can be designed with desired resonant frequencies by simply designing the geometric parameters of the CRSRR structure. We proposed a dual-band sensor with initial resonant frequencies at 1.04 and 2.95 THz, in which the geometrical dimensions are of <bold>
<italic>a</italic>
</bold> &#x3d; 20&#xa0;&#x3bc;m, <bold>
<italic>w</italic>
</bold> &#x3d; 3&#xa0;&#xb5;m and <bold>
<italic>g</italic>
</bold> &#x3d; 2&#xa0;&#xb5;m. It can be used for detecting trace substance which has characteristic absorption peaks in the range of 0.2&#x2013;3&#xa0;THz.</p>
</sec>
<sec id="s3-3">
<title>3.3 Sensing performance of the terahertz dual-band sensor</title>
<p>The sensing principle of the THz&#xa0;MM is that, the changes in the surrounding permittivity caused by the analytes with different refractive indices will induce the variation of resonant frequencies in the relevant transmission spectrum [<xref ref-type="bibr" rid="B27">27</xref>]. Usually, refractive index sensitivity (<bold>
<italic>S</italic>
</bold>), figure of merit (FOM), and Q-factor are the three critical parameters for assessing the sensing performance of a sensor [<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>]. Here, the RI sensitivity is defined as:<disp-formula id="e3">
<mml:math id="m4">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x7c;</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>y</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>&#x7c;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x7c;</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>y</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>&#x7c;</mml:mo>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where &#x394;<italic>f</italic> is the frequency shift induced by the addition of the analyte layer and &#x394;n is the change of RI. In order to compare the sensing characteristics in different frequency regions, the parameter FOM can be introduced as follows:<disp-formula id="e4">
<mml:math id="m5">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>M</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mi>W</mml:mi>
<mml:mi>H</mml:mi>
<mml:mi>M</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>where FWHM is the full width at a half-maximum of the resonant. In turn, the Q-factor represents the sharpness of the resonant, and the higher the Q-factor, the better the sensing performance. Here, the Q-factor can be calculated based on the formula below [<xref ref-type="bibr" rid="B29">29</xref>]:<disp-formula id="e5">
<mml:math id="m6">
<mml:mrow>
<mml:mi>Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mi>W</mml:mi>
<mml:mi>H</mml:mi>
<mml:mi>M</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
</p>
<p>In practice, the influence of the analytes on the permittivity of the surrounding environment needs to be considered. In this case, the equivalent capacitance of the designed dual-band metamaterial sensor is approximately equal to the sum of the capacitance of the metamaterial (<bold>
<italic>C</italic>
</bold>
<sub>
<bold>
<italic>res</italic>
</bold>
</sub>) and the capacitance caused by in addition of the analyte layer (<bold>
<italic>C</italic>
</bold>
<sub>
<bold>
<italic>analyte</italic>
</bold>
</sub>) [<xref ref-type="bibr" rid="B30">30</xref>]. The <bold>
<italic>C</italic>
</bold>
<sub>
<bold>
<italic>analyte</italic>
</bold>
</sub> increases with the ambient permittivity, which in turn rises with the refractive index of the analyte increment. Therefore, the resonant frequency of the sensor would decrease due to the increasing permittivity, which can be described as follows: <disp-formula id="e6">
<mml:math id="m7">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mi mathvariant="normal">a</mml:mi>
<mml:mi mathvariant="normal">n</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
<mml:mi mathvariant="normal">l</mml:mi>
<mml:mi mathvariant="normal">y</mml:mi>
<mml:mi mathvariant="normal">t</mml:mi>
<mml:mi mathvariant="normal">e</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:msqrt>
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>y</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
</p>
<p>Since the permittivity <bold>
<italic>&#x25b;</italic>
</bold> is proportional to the refractive index (<bold>
<italic>n</italic>
</bold>) as &#x25b; &#x3d; n<sup>2</sup> [<xref ref-type="bibr" rid="B31">31</xref>], the sensing performance of the proposed THz&#xa0;MM sensor is investigated by changing <bold>
<italic>n</italic>
</bold> of the analyte layer from 1.0 to 1.3 with a changing step of 0.05. The analyte thickness should be in the range where the THz waves and MM can react strongly. Therefore, An analyte layer with a fixed thickness of t<sub>a</sub> &#x3d; 10&#xa0;&#x3bc;m is placed on top of the MM sensor for numerical analysis.</p>
<p>
<xref ref-type="fig" rid="F6">Figure 6A</xref> shows the transmission spectra for analytes with different refractive indices. Both resonances are red-shifted with increasing RI. Moreover, the distance of the red-shift in the high-frequency resonant mode is more obvious than that in the low-frequency resonant mode. <xref ref-type="fig" rid="F6">Figure 6B</xref> depicts the offset of the resonant frequency as a function of RI for both resonant modes. With the increase of RI, the positions of resonant dips shift in an approximately linear manner. In turn, the slopes of the fitting curves represented the RI sensitivity of the sensor at the current resonant frequency, which are 309 GHz/RIU for the <italic>f</italic>
<sub>
<italic>1</italic>
</sub> and 730 GHz/RIU for <italic>f</italic>
<sub>
<italic>2</italic>
</sub>, respectively.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>
<bold>(A)</bold> The transmission spectra of the proposed sensor with the changes of the RI of analytes; <bold>(B)</bold> Resonant frequency shift of the sensor as a function of refractive index and the linear fitting results.</p>
</caption>
<graphic xlink:href="fphy-10-973033-g006.tif"/>
</fig>
<p>To demonstrate the great sensing potential of the proposed dual-band THz&#xa0;MM sensor, the effect of tiny changes of RI on the resonant frequency is afterward numerically evaluated by increasing <bold>
<italic>n</italic>
</bold> of the analyte layer in a range [1.16, 1.2] with a changing step of 0.01. As shown in <xref ref-type="fig" rid="F7">Figure 7</xref>, the spectral dips are red-shifted 13.3&#xa0;GHz in resonant mode 1 and 21&#xa0;GHz in resonant mode 2 when the value of <bold>
<italic>n</italic>
</bold> increased by 0.04, which means both resonances are still exhibiting visible frequency changes with the tiny increase of RI. It allows one to distinguish substances in the case of slight differences detected, that is, small changes in the dielectric constant caused by the presence of trace substances can be measured. Therefore, the proposed sensor based on the CRSRR structure meets the high-sensitivity requirements for sensing applications.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>The frequency shift of the transmission spectra with RI changed from 1.16 to 1.2 (the changing step is 0.01) in the resonant mode <bold>(A)</bold> <italic>f</italic>
<sub>
<italic>1</italic>
</sub> and <bold>(B)</bold> <italic>f</italic>
<sub>
<italic>2</italic>
</sub>.</p>
</caption>
<graphic xlink:href="fphy-10-973033-g007.tif"/>
</fig>
<p>In order to obtain a quantitative description of the sensing performance, the RI sensitivity, FOM, and Q-factor of the designed sensor are calculated according to <xref ref-type="disp-formula" rid="e3">Eqs. 3</xref>&#x2013;<xref ref-type="disp-formula" rid="e5">5</xref>. It is found that S(<italic>f</italic>
<sub>
<italic>1</italic>
</sub>) &#x3d; 309 GHz/RIU, FOM(<italic>f</italic>
<sub>
<italic>1</italic>
</sub>) &#x3d; 2.97 (RIU<sup>&#x2212;1</sup>), and Q-factor(<italic>f</italic>
<sub>
<italic>1</italic>
</sub>) &#x3d; 9.96 for the low-frequency resonant mode, while S(<italic>f</italic>
<sub>
<italic>2</italic>
</sub>) &#x3d; 730 GHz/RIU, FOM(<italic>f</italic>
<sub>
<italic>2</italic>
</sub>) &#x3d; 2.52 (RIU<sup>&#x2212;1</sup>), and Q-factor(<italic>f</italic>
<sub>
<italic>2</italic>
</sub>) &#x3d; 10.17 for the high-frequency resonant mode. Comparing these results with those most recently reported in the literature [<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>] (see <xref ref-type="table" rid="T2">Table 2</xref>), it could be concluded that the proposed dual-band THz&#xa0;MM sensor provides the highest sensitivity among the other analogous appliances. In addition, it enabled one to characterize identical samples at multi frequencies due to its two resonance modes, thereby increasing the selectivity and sensitivity of detection.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Comparison of the sensing performance of the proposed sensor with previously reported analogues.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Frequency range</th>
<th align="left">RI range of analyte</th>
<th colspan="2" align="left">Resonant frequency/THz</th>
<th align="left">RI sensitivity/GHz&#xb7;RIU<sup>&#x2212;1</sup>
</th>
<th align="left">FOM/RIU<sup>&#x2212;1</sup>
</th>
<th align="left">Q-factor</th>
<th align="left">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="left">0.2&#x2013;1</td>
<td rowspan="2" align="left"/>
<td align="left">
<italic>f</italic>
<sub>
<italic>1</italic>
</sub>
</td>
<td align="left">0.286</td>
<td align="left">29</td>
<td rowspan="2" align="left"/>
<td rowspan="2" align="left"/>
<td align="left">[<xref ref-type="bibr" rid="B13">13</xref>]</td>
</tr>
<tr>
<td align="left">
<italic>f</italic>
<sub>
<italic>2</italic>
</sub>
</td>
<td align="left">0.850</td>
<td align="left">74</td>
<td align="left"/>
</tr>
<tr>
<td align="left">0.5&#x2013;1.9</td>
<td align="left"/>
<td align="left"/>
<td align="left">1.014</td>
<td align="left">243</td>
<td align="left">3.3</td>
<td align="left">14.2</td>
<td align="left">[<xref ref-type="bibr" rid="B23">23</xref>]</td>
</tr>
<tr>
<td align="left">0.4&#x2013;1.2</td>
<td align="left">1.0&#x2013;2.0</td>
<td align="left"/>
<td align="left">0.815</td>
<td align="left">76.5</td>
<td align="left"/>
<td align="left"/>
<td align="left">[<xref ref-type="bibr" rid="B24">24</xref>]</td>
</tr>
<tr>
<td align="left">0.6&#x2013;1</td>
<td align="left">1.0&#x2013;2.0</td>
<td align="left"/>
<td align="left">0.85</td>
<td align="left">85</td>
<td align="left"/>
<td align="left"/>
<td align="left">[<xref ref-type="bibr" rid="B26">26</xref>]</td>
</tr>
<tr>
<td align="left">1&#x2013;1.7</td>
<td align="left">1.0&#x2013;1.5</td>
<td align="left"/>
<td align="left"/>
<td align="left">583</td>
<td align="left"/>
<td align="left"/>
<td align="left">[<xref ref-type="bibr" rid="B27">27</xref>]</td>
</tr>
<tr>
<td align="left">0.2&#x2013;0.7</td>
<td align="left">1.0&#x2013;1.4</td>
<td align="left"/>
<td align="left">0.48</td>
<td align="left">294.95</td>
<td align="left">4.03</td>
<td align="left"/>
<td align="left">[<xref ref-type="bibr" rid="B32">32</xref>]</td>
</tr>
<tr>
<td align="left">0.6&#x2013;1.2</td>
<td align="left">1.0&#x2013;1.5</td>
<td align="left"/>
<td align="left">0.85</td>
<td align="left">182</td>
<td align="left"/>
<td align="left"/>
<td align="left">[<xref ref-type="bibr" rid="B33">33</xref>]</td>
</tr>
<tr>
<td rowspan="2" align="left">0.2&#x2013;3</td>
<td rowspan="2" align="left">1.0&#x2013;1.3</td>
<td align="left">
<italic>f</italic>
<sub>
<italic>1</italic>
</sub>
</td>
<td align="left">1.04</td>
<td align="left">309</td>
<td align="left">2.97</td>
<td align="left">9.96</td>
<td align="left">This work</td>
</tr>
<tr>
<td align="left">
<italic>f</italic>
<sub>
<italic>2</italic>
</sub>
</td>
<td align="left">2.95</td>
<td align="left">730</td>
<td align="left">2.52</td>
<td align="left">10.17</td>
<td align="left"/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4">
<title>4 Conclusion</title>
<p>In this paper, we propose a THz&#xa0;MM with CRSRR structure and investigate the tuning behavior of unit geometry on resonance characteristics. It is able to design a multi-band sensor with customized resonant frequencies and the interval of resonances by different geometrical parameters of the CRSRR unit. The proposed sensor exhibits a perfect modulation depth of 95.89% at 1.04&#xa0;THz and 99.06% at 2.95&#xa0;THz. The sensing performance shows that it has promising prospects for sensing applications, with the theoretical RI sensitivity of 309 GHz/RIU and Q-factor of 9.96 in the low-frequency resonant mode; and the RI sensitivity of 730 GHz/RIU and Q-factor of 10.17 in the high-frequency resonant mode. Meanwhile, as compared to the most traditional sensors with a single resonance, the proposed sensor enables one to realize the multi-channel detection of the analytes, showing more accurate identification results. This work contributes to designing a multi-band THz&#xa0;MM sensor for high sensitivity sensing, which is of great significance for the development of state-of-the-art trace substance detection in future.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>Conceptualization, XL; methodology, XL; validation, XL and HG; formal analysis, XL; investigation, XL; writing&#x2014;original draft preparation, XL; writing&#x2014;review and editing, HG and YJ; supervision, YZ; funding acquisition, HG and YJ All authors have read and agreed to the published version of the manuscript.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This research was funded by the National Natural Science Foundation of China (61975053,61705061); Natural Science Foundation of Henan (222300420040, 202300410111); Program for Science &#x26; Technology Innovation Talents in Universities of Henan Province (22HASTIT017); Open Fund Project of Key Laboratory of Grain Information Processing &#x26; Control, Ministry of Education, Henan University of Technology (KFJJ2020103); Major public welfare projects of Henan Province (201300210100); Innovative Funds Plan of Henan University of Technology (2021ZKCJ04); Cultivation Programme for Young Backbone Teachers in Henan University of Technology; Key Science and Technology Program of Henan Province of China (222102110246); major science and technology project of Henan Province (211110110500).</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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