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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">843171</article-id>
<article-id pub-id-type="doi">10.3389/fphy.2022.843171</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>Near-Infrared Dual-Gas Sensor System for Methane and Ethane Detection Using a Compact Multipass Cell</article-title>
<alt-title alt-title-type="left-running-head">Xi et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Near-Infrared Dual-Gas Sensor System</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Xi</surname>
<given-names>Zhenhai</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zheng</surname>
<given-names>Kaiyuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1612222/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zheng</surname>
<given-names>Chuantao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1611959/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Haipeng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Song</surname>
<given-names>Fang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1641920/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Chunguang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1612168/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ye</surname>
<given-names>Weilin</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Yu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yiding</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tittel</surname>
<given-names>Frank K.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/813341/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>State Key Laboratory of Integrated Optoelectronics</institution>, <institution>College of Electronic Science and Engineering</institution>, <institution>Jilin University</institution>, <addr-line>Changchun</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>College of Biological and Agricultural Engineering</institution>, <institution>Jilin University</institution>, <addr-line>Changchun</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Key Laboratory of Intelligent Manufacturing Technology of Ministry of Education</institution>, <institution>College of Engineering</institution>, <institution>Shantou University</institution>, <addr-line>Shantou</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Electrical and Computer Engineering</institution>, <institution>Rice University</institution>, <addr-line>Houston</addr-line>, <addr-line>TX</addr-line>, <country>United&#x20;States</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/765483/overview">Yufei Ma</ext-link>, Harbin Institute 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/1627430/overview">Kun Liu</ext-link>, Chinese Academy of Sciences (CAS), China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/977347/overview">Huadan Zheng</ext-link>, Jinan University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Chuantao Zheng, <email>zhengchuantao@jlu.edu.cn</email>; Chunguang Li, <email>lichunguang@jlu.edu.cn</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These two authors contributed equally to this research&#x20;work</p>
</fn>
<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>04</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>843171</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>12</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>01</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Xi, Zheng, Zheng, Zhang, Song, Li, Ye, Zhang, Wang and Tittel.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Xi, Zheng, Zheng, Zhang, Song, Li, Ye, Zhang, Wang and Tittel</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>In this invited paper, a compact dense-pattern multipass cell-based near-infrared sensor system was demonstrated for detection of parts-per-billion in volume (ppbv)-level methane (CH<sub>4</sub>) and ethane (C<sub>2</sub>H<sub>6</sub>). The dimension size of the fabricated gas cell is 18.5 &#xd7; 8&#x20;&#xd7; 9&#xa0;cm<sup>3</sup> with an absorption path length of 9.39&#xa0;m. CH<sub>4</sub> measurement was realized within a spectral range of 6,046&#x2013;6,048&#xa0;cm<sup>&#x2212;1</sup> and an absorption line of 6,046.95&#x20;cm<sup>&#x2212;1</sup>. The spectral range for C<sub>2</sub>H<sub>6</sub> detection is 5,951&#x2013;5,953&#xa0;cm<sup>&#x2212;1</sup> with an absorption line of 5,951.73&#x20;cm<sup>&#x2212;1</sup>. Allan deviation analysis was used for evaluating the dual-gas sensing performance, and a detection limit of 78&#xa0;ppbv for CH<sub>4</sub> and 190&#xa0;ppbv for C<sub>2</sub>H<sub>6</sub> were achieved, respectively, with an averaging time of 0.8&#xa0;s. Furthermore, CH<sub>4</sub> measurement in the indoor and outdoor atmosphere was both performed to verify the field sensing capability of the sensor system. Compared with two separate sensor systems for CH<sub>4</sub>/C<sub>2</sub>H<sub>6</sub> sensing, the proposed dual-gas sensor system using two near-infrared lasers and one multipass cell has the advantages of low-cost, compact-size without decreasing the selectivity and sensitivity.</p>
</abstract>
<kwd-group>
<kwd>infrared absorption</kwd>
<kwd>dual-gas detection</kwd>
<kwd>laser absorption spectroscopy</kwd>
<kwd>multi-pass cell</kwd>
<kwd>atmospheric gas monitoring</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Methane (CH<sub>4</sub>) and ethane (C<sub>2</sub>H<sub>6</sub>) are the two most abundant alkanes in the atmosphere [<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B3">3</xref>]. CH<sub>4</sub> is widely distributed in nature and is one of the main greenhouse gases. Atmospheric CH<sub>4</sub> concentration detection is of great significance for climate research and atmospheric monitoring. CH<sub>4</sub> is also the main component of natural gas and biogas. CH<sub>4</sub> leakage has become the major safety hazard in the industrial field including coal mines, natural gas transportation and other industries [<xref ref-type="bibr" rid="B4">4</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>]. Therefore, it is necessary to monitor the CH<sub>4</sub> concentration in real time, so that people can respond and evacuate when leakage occurs.</p>
<p>C<sub>2</sub>H<sub>6</sub> is the second-largest component of natural gas after CH<sub>4</sub>, which can be treated as a target gas for natural gas leakage monitoring. Also, highly-sensitive C<sub>2</sub>H<sub>6</sub> detection has found applications in human breath analysis as a non-invasive method to identify different diseases [<xref ref-type="bibr" rid="B8">8</xref>&#x2013;<xref ref-type="bibr" rid="B10">10</xref>]. CH<sub>4</sub> and C<sub>2</sub>H<sub>6</sub> molecules all have absorption peaks in the near-infrared range. Therefore, compact near-infrared laser source can be used for the two gas species detection. Compared with mass spectrometry and gas chromatography, infrared absorption spectroscopy, including photothermal and photoacoustic spectroscopy [<xref ref-type="bibr" rid="B11">11</xref>&#x2013;<xref ref-type="bibr" rid="B16">16</xref>], provides a less-costly approach for CH<sub>4</sub> and C<sub>2</sub>H<sub>6</sub> concentration detection, and enables real-time measurement without the need for pretreatment or accumulation of target gas samples.</p>
<p>Tunable diode laser absorption spectroscopy (TDLAS) is an effective non-contact method for trace gas detection, which uses a single, narrow-band near-/mid-infrared laser to scan gas absorption peaks with to increase sensitivity and selectivity [<xref ref-type="bibr" rid="B17">17</xref>&#x2013;<xref ref-type="bibr" rid="B20">20</xref>]. In TDLAS, an optical absorption cell design is generally based on White [<xref ref-type="bibr" rid="B21">21</xref>], Herriott [<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B23">23</xref>] or other multipass cell (MPC) [<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>]. Compared with White cell, Herriott-based MPC has the advantages of simpler structure and more compact size. In recent years, Herriott MPC has been widely used in various applications [<xref ref-type="bibr" rid="B26">26</xref>] and the main development is the change of spot distribution, <italic>i.e.</italic> from initial single-ring Herriott to dense spot distribution. Herriott-based MPC is widely used in TDLAS sensor systems due to its improvement in effective path length and therefore in gas absorption ability. A dense-pattern (DP)-MPC with a light absorption path length of 26.4&#xa0;m was designed by Gao <italic>et&#x20;al.</italic>, and the CH<sub>4</sub> measurement accuracy reached 79 parts-per-billion in volume (ppbv) [<xref ref-type="bibr" rid="B27">27</xref>]. A mini-MPC with an absorption optical path length of 4.2&#xa0;m was designed by Dong <italic>et&#x20;al.</italic> The optical system is highly integrated, and the CH<sub>4</sub> measurement accuracy reached 117&#xa0;ppbv [<xref ref-type="bibr" rid="B28">28</xref>]. The gas absorption coefficient can also be improved by optimizing the Herriott cell configuration. A double-spot ring Heriot cell (DSR-HC) with an optical path length of 20 and 6&#xa0;m was designed by Zheng <italic>et&#x20;al.</italic>, respectively. Two different optical paths provide different detection ranges for C<sub>2</sub>H<sub>2</sub> detection. The practicability of the sensor is improved by increasing the detection range of C<sub>2</sub>H<sub>2</sub>. The detection limits under the two absorption path lengths were 7.9 parts-per-million in volume (ppmv) and four ppmv, respectively&#x20;[<xref ref-type="bibr" rid="B29">29</xref>].</p>
<p>Most reported MPC-based TDLAS sensor systems were designed for single-gas detection. If they are used to detect multi-gas species, two sets of systems are required, which increases the whole size of the sensor system. Especially in the harsh geographical environment, it is difficult to transport safely and operate normally, which virtually limits the function of the sensor. In order to overcome the above-mentioned issue, a near-infrared dual-gas TDLAS sensor was developed using two distributed feedback (DFB) lasers, i.e. 1654 nm for CH<sub>4</sub> and 1,680&#xa0;nm for C<sub>2</sub>H<sub>6</sub> detection, respectively. Compared to a sensor system based on mid-infrared lasers [<xref ref-type="bibr" rid="B30">30</xref>], near-infrared lasers are lower in cost and a sensor system based on such sensors is smaller in size, which is conducive to the integration and commercial use of the sensor system. In addition, in order to further reduce the size of the sensor system, a DP-MPC was developed, with an absorption path length of 9.39&#xa0;m. Furthermore, a LabVIEW based data-processing system, which consists of a scan signal generator and a signal acquisition module was developed. Such a system can perform the normal operation of driving two DFB lasers as well as extracting the ppbv-level CH<sub>4</sub> and C<sub>2</sub>H<sub>6</sub> concentration employing a laptop and a data acquisition (DAQ) card. The practicability of the sensor system was verified by continuous monitoring of the indoor and atmospheric CH<sub>4</sub> concentration levels.</p>
</sec>
<sec id="s2">
<title>Experimental Set-Up</title>
<sec id="s2-1">
<title>Simulation and Modelling of the Compact MPC</title>
<p>A model of the compact MPC was designed based on MATLAB, and the reflection of light in the cell was simulated using a similar method with Ref. [<xref ref-type="bibr" rid="B31">31</xref>]. The radius of curvature of the used spherical mirror is 150&#xa0;mm with a diameter of 50.8&#xa0;mm and a mirror reflectivity of &#x3e;95%. The obtained spot distribution on the two mirrors is shown in <xref ref-type="fig" rid="F1">Figures 1A,B</xref>, where the first 20 reflection points are labeled. On mirror A, the injection hole (IH) shown as a blue circle is labeled as 0, the second reflection point is labeled 2, the third is labeled 4, the fourth is labeled 6, and so on. The connection of the first ten reflection points (numbered as 0, 2, &#x2026; , 18) will form the first ellipse. The next ten reflection points (numbered as 20, 22, &#x2026; 38) will be offset clockwise, and also the connection between them forms the second ellipse. It can be seen that the second ellipse can be treated as the clockwise rotation of the first ellipse. A similar distribution can be found on mirror B. All the reflection points and the formed rings on mirror A and mirror B are found to rotate clockwise to form the spot distribution. When the light is reflected for the 809th on mirror B, it escapes through the injection hole on mirror A. There are 810 reflections between the mirrors, 40 and a half ellipses and five rings are formed on each mirror. <xref ref-type="disp-formula" rid="e1">Eq. 1</xref> is used to calculate the total optical path length<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>N</mml:mi>
</mml:msubsup>
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>x</mml:mi>
<mml:mi mathvariant="bold">i</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>x</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold">i</mml:mi>
<mml:mo>-</mml:mo>
<mml:mi mathvariant="bold">1</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>y</mml:mi>
<mml:mi mathvariant="bold">i</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>y</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold">i</mml:mi>
<mml:mo>-</mml:mo>
<mml:mi mathvariant="bold">1</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>z</mml:mi>
<mml:mi mathvariant="bold">i</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>z</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold">i</mml:mi>
<mml:mo>-</mml:mo>
<mml:mi mathvariant="bold">1</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where (<italic>x</italic>
<sub>i</sub>, <italic>y</italic>
<sub>i</sub>, <italic>z</italic>
<sub>i</sub>) is the coordinates of the <italic>i</italic>th reflection point, and <italic>N</italic>&#x20;&#x3d; 810 is the total reflection number. Due to the limitation in laser power and the mirror reflection loss, the signal derived by output from the detector cannot be large with too many reflections. Therefore, the laser beam was designed to exit in advance with 76 reflections. As shown in the model in <xref ref-type="fig" rid="F1">Figures 1C,D</xref>, when the light is reflected for the 76th time, it escapes through the designed ejection hole (EH) on mirror B, reaches the detector for optoelectrical conversion, and the derived electrical signal enters a data acquisition (DAQ) card for data processing. The total optical path length with 76 reflections was calculated to be 9.36&#xa0;m through simulation.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Complete spot distribution of <bold>(A)</bold> Mirror A and <bold>(B)</bold> Mirror B in simulation. Spot distribution of <bold>(C)</bold> Mirror A and <bold>(D)</bold> Mirror B in simulation with mirror refraction.</p>
</caption>
<graphic xlink:href="fphy-10-843171-g001.tif"/>
</fig>
<p>According to the designed model and optimized parameters, a compact MPC with 76 reflections was fabricated, whose photo is shown in <xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>. The spot distribution of the mirror shown in the inset was obtained using a He-Ne laser as a trace laser, which basically coincides with the simulated spot distribution in <xref ref-type="fig" rid="F1">Figure&#x20;1D</xref>. The external dimension size of the fabricated gas cell is 18.5 &#xd7; 8&#x20;&#xd7; 9&#xa0;cm<sup>3</sup> with an internal volume of 683.9&#xa0;mL. Two optical windows (i.e. CaF<sub>2</sub> lens) were placed at both sides with the same aperture as the reflection mirror, and the groove where the window is placed was designed to tilt 15&#xb0; to prevent the infrared light from directly reflecting into the laser collimator resulting in laser damage. An air inlet and outlet were equipped on the gas cell, separately for gas injection and ejection, and the whole gas chamber was sealed for a good gas tightness. Glass glue was used to fix the optical window at both ends of the MPC, and the upper opening was sealed with a sealing ring to ensure air tightness. With a sealing detection, the air leakage rate was measured to be 2.4 &#xd7; 10<sup>&#x2013;3</sup> TorrL/s.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Photograph of the fabricated multi-pass cell design with an external size of 18.5 &#xd7; 8 &#xd7; 9&#xa0;cm<sup>3</sup> and a physical spot distribution of Mirror B in the inset <bold>(B)</bold> Measured CH<sub>4</sub> absorption signal (black curve) with the compact MPC at a concentration level of 20 ppmv. The red curve shows the background fitting signal.</p>
</caption>
<graphic xlink:href="fphy-10-843171-g002.tif"/>
</fig>
<p>To determine the actual effective optical path length, a saw-tooth scan signal with a frequency of 50&#xa0;Hz was used to change the current of the DFB laser and a CH<sub>4</sub> sample with a concentration level of 20 ppmv was injected into the compact MPC. The output signal from the detector with CH<sub>4</sub> absorption, defined as <italic>v</italic>
<sub>abs</sub>(<italic>t</italic>), is shown in <xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>. The red line is the background fitting signal, expressed as <italic>v</italic>
<sub>base</sub>(<italic>t</italic>). A differential signal can be obtained by subtracting <italic>v</italic>
<sub>abs</sub> from <italic>v</italic>
<sub>base</sub>, which represents gas absorption. The maximum absorption (i.e. <italic>v</italic>
<sub>base</sub>&#x2013;<italic>v</italic>
<sub>abs</sub>) occurred at <italic>t</italic>&#x20;&#x3d; 0.1986&#x20;s and the corresponding voltage (<italic>V</italic>
<sub>2</sub> &#x3d; <italic>v</italic>
<sub>abs</sub> (<italic>t</italic>&#x20;&#x3d; 0.1986 s)) is 1.443&#xa0;V. The non-absorption voltage (<italic>V</italic>
<sub>1</sub> &#x3d; <italic>v</italic>
<sub>base</sub> (<italic>t</italic>&#x20;&#x3d; 0.1986 s)) is 1.453&#xa0;V. Then the absorbance (<italic>&#x3b1;</italic>) can be calculated from <xref ref-type="disp-formula" rid="e2">Eq. 2</xref>, as<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>ln</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>According to <xref ref-type="disp-formula" rid="e2">Eq. 2</xref>, the absorbance is 0.0069, and the actual total optical path is determined to be 9.39&#xa0;m by referring to the high-transmission (HITRAN) molecular absorption database, which are highly consistent with the simulation result of 9.36&#xa0;m.</p>
</sec>
<sec id="s2-2">
<title>Sensor Structure Design</title>
<p>An overall sensor system structure is shown in <xref ref-type="fig" rid="F3">Figure&#x20;3</xref>, which is divided into three parts, including an optical part, an electrical part and a gas sampling part. In the optical part, two near-infrared DFB lasers were used as the excitation source for the detection of CH<sub>4</sub> and C<sub>2</sub>H<sub>6</sub>. In order to facilitate the optical path establishment, the two lasers followed the same light propagation path. For CH<sub>4</sub> detection, the laser operating temperature was set to 20&#xb0;C, and the center current was set to 84&#xa0;mA for targeting the absorption line at 6046.95&#x20;cm<sup>&#x2212;1</sup>. For C<sub>2</sub>H<sub>6</sub> detection, the laser was operated at 26&#xb0;C with a center current of 90&#xa0;mA for targeting the absorption line at 5951.73&#x20;cm<sup>&#x2212;1</sup>. The emitted infrared laser beams were combined and the collimated laser beam enters the MPC through an optical fiber collimator. A fiber adapter as well as an optical switch can be used to automatically exchange the 1,654&#xa0;nm and 1,680&#xa0;nm laser for different gas detection. Because of the loss resulting from light reflection, the light power will be reduced after multiple reflections. An off-axis parabolic lens was therefore added at the exit to focus the light intensity, and then the signal amplitude output from a Ge transimpedance photodetector was increased. The electrical part included a laptop (HP model BH872PHB), a DAQ card (Model USB-6211, National Instrument, United&#x20;States ), two current and temperature integrated drive modules (LDTC0520, Wavelength, United&#x20;States ). Laser direct absorption spectroscopy (LDAS) technique was used for CH<sub>4</sub> and C<sub>2</sub>H<sub>6</sub> dual-gas detection, which is easy to realize and suitable for portable applications, compared to wavelength modulation spectroscopy (WMS). A scan signal was generated by the DAQ card controlled by the LabVIEW platform to drive the DFB laser. The output signal from the detector was sampled by the DAQ card, and synchronous sampling was realized triggered by the signal generation module. With respect to the gas sampling module, the MPC was equipped with an inlet and an outlet, allowing gas flow during measurements. CH<sub>4</sub>/C<sub>2</sub>H<sub>6</sub>:N<sub>2</sub> mixtures were diluted from a standard 50 ppmv CH<sub>4</sub> sample and a 100 ppmv C<sub>2</sub>H<sub>6</sub> sample in N<sub>2</sub> using a commercial gas mixing system (Series 4,000, Environics).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Structural diagram of the CH<sub>4</sub>/C<sub>2</sub>H<sub>6</sub> dual-gas sensor system, consisting of an electrical part, an optical part and a gas sampling part. PC: Personal computer PD: Photodetector, MPC: Multipass cell, OAPM: Off-axis parabolic mirror, DAQ: Data acquisition, DFB: Distributed feedback laser, and laser driver includes temperature controller and current driver.</p>
</caption>
<graphic xlink:href="fphy-10-843171-g003.tif"/>
</fig>
</sec>
</sec>
<sec id="s3">
<title>Dual-Gas Sensor Performance</title>
<sec id="s3-1">
<title>Absorption Lines Selection for CH<sub>4</sub> and C<sub>2</sub>H<sub>6</sub>
</title>
<p>The selected absorption line of CH<sub>4</sub> is shown in <xref ref-type="fig" rid="F4">Figure&#x20;4A</xref>. According to the simulation results of HITRAN, under the conditions of temperature of 300&#xa0;K, pressure of 760 Torr and optical path length of 1&#xa0;m, the absorbance of CH<sub>4</sub> at a concentration level of two ppmv and H<sub>2</sub>O at a concentration level of 2% were obtained. It can be seen that when the H<sub>2</sub>O concentration is high, it will have a certain influence on the detection of CH<sub>4</sub>. Therefore, a dehumidification treatment was performed in the gas inlet to reduce the interference of H<sub>2</sub>O. CH<sub>4</sub> has a strong absorption line located at 6046.95&#x20;cm<sup>&#x2212;1</sup>. Accordingly, we chose the laser emission wavelength range of 6046&#x2013;6048&#xa0;cm<sup>&#x2212;1</sup> for CH<sub>4</sub> detection. <xref ref-type="fig" rid="F4">Figure&#x20;4C</xref> shows the current variation within the selected wavenumber range when the temperature of the DFB laser is 19&#xb0;C, 20 and 21&#xb0;C. In <xref ref-type="fig" rid="F4">Figure&#x20;4E</xref>, the emission spectrum under a laser driving current of 10&#x2013;120&#xa0;mA was measured at 20&#xb0;C. In order to cover the CH<sub>4</sub> absorption line, the laser temperature was set at 20&#xb0;C and the central current at 84&#xa0;mA.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(A)</bold> The simulated absorbance of 2% H<sub>2</sub>O, two ppmv CH<sub>4</sub> from 6046.5&#x20;cm<sup>&#x2212;1</sup> to 6047.5&#xa0;cm<sup>&#x2212;1</sup>&#xa0;at a temperature of 300&#xa0;K, a pressure of 760 Torr, and an optical path length of 1&#xa0;m <bold>(B)</bold> The simulated absorbance of one ppmv CH4 from 5,951&#xa0;cm to 1 to 5,953&#x20;cm-1&#xa0;at a temperature of 300&#xa0;K, a pressure of 760 Torr, and an optical path length of 1&#xa0;m <bold>(C)</bold> Plot of the DFB emission wavenumber as a function of the current at laser temperatures of 19&#xb0;C, 20&#xb0;C and 21&#xb0;C, respectively <bold>(D)</bold> Plot of the DFB emission wavenumber as a function of the current at laser temperatures of 24&#xb0;C, 25 and 26&#xb0;C, respectively <bold>(E)</bold> Emission spectrum at 20&#xb0;C of the DFB laser for CH<sub>4</sub> detection <bold>(F)</bold> Emission spectrum at 26&#xb0;C of the laser for C<sub>2</sub>H<sub>6</sub> detection.</p>
</caption>
<graphic xlink:href="fphy-10-843171-g004.tif"/>
</fig>
<p>The selected C<sub>2</sub>H<sub>6</sub> absorption line is shown in <xref ref-type="fig" rid="F4">Figure&#x20;4B</xref>. According to the simulation results of HITRAN, under the condition of temperature of 300&#xa0;K, pressure of 760 Torr and optical path length of 1m, the C<sub>2</sub>H<sub>6</sub> absorption line with one ppmv concentration was obtained. C<sub>2</sub>H<sub>6</sub> has a strong absorption line at 5,951.73&#x20;cm<sup>&#x2212;1</sup>, and the selected wavenumber range is 5,951&#x2013;5,953&#xa0;cm<sup>&#x2212;1</sup> for C<sub>2</sub>H<sub>6</sub> detection. <xref ref-type="fig" rid="F4">Figure&#x20;4D</xref> shows the current variation in the selected wavenumber range at a laser temperature of 24&#xb0;C, 25 and 26&#xb0;C. The laser drive temperature was set at 26&#xb0;C, and the central current was 90&#xa0;mA for C<sub>2</sub>H<sub>6</sub> detection. In <xref ref-type="fig" rid="F4">Figure&#x20;4F</xref>, the emission spectrum of the laser under a current of 10&#x2013;120&#xa0;mA was measured at a temperature of 26&#xb0;C.</p>
</sec>
<sec id="s3-2">
<title>CH<sub>4</sub> Sensor Performance</title>
<p>The measured amplitude of the differential signal of CH<sub>4</sub> (i.e. <italic>v</italic>
<sub>d</sub> &#x3d; <italic>v</italic>
<sub>base</sub>&#x2013;<italic>v</italic>
<sub>abs</sub>) at different concentration levels of 0, 5, 10, 15 and 20 ppmv is shown in <xref ref-type="fig" rid="F5">Figure&#x20;5A</xref>. In order to speeding the response of the sensor, a high sampling frequency was adopted, and one data point was acquired per 0.8&#xa0;s. The amplitude (defined as Amp(<italic>v</italic>
<sub>d</sub>), in V) at each concentration was recorded for 40&#xa0;s, leading to 50 points. The average value of these 50 data was used to obtain the linear relationship between CH<sub>4</sub> concentration and the amplitude, as shown in <xref ref-type="fig" rid="F5">Figure&#x20;5B</xref>. The linear relationship is expressed by <xref ref-type="disp-formula" rid="e3">Eq. 3</xref> with a good linear fitting degree of 99.97%, as<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold">C</mml:mi>
<mml:msub>
<mml:mi mathvariant="bold">H</mml:mi>
<mml:mi mathvariant="bold">4</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>2037.42458</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">Amp</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi mathvariant="normal">d</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.05898</mml:mn>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <italic>C</italic>
<sub>CH4</sub> (in ppmv) is the concentration of CH<sub>4</sub>. Then, the CH<sub>4</sub> sample with a concentration of 0 ppmv was injected into the MPC to observe the stability of the whole system, and the overall observation time was &#x223c;16&#xa0;min. The sampled signal amplitude was substituted in <xref ref-type="disp-formula" rid="e3">Eq. 3</xref> to calculate the corresponding CH<sub>4</sub> concentration levels. Curve of CH<sub>4</sub> concentration level changing with measurement time is shown in <xref ref-type="fig" rid="F5">Figure&#x20;5C</xref>, which is relatively stable overall and verifies the reliability of the whole sensor system. The measured concentration was then used for Allan variance analysis to obtain the detection limit of the CH<sub>4</sub> sensor, as shown in <xref ref-type="fig" rid="F5">Figure&#x20;5D</xref>. The first data point is the minimum concentration that can be detectable, which indicates that the 1<italic>&#x3c3;</italic> detection limit of CH<sub>4</sub> is 71&#xa0;ppbv at an averaging time of 0.8&#xa0;s. As integration time increases, system noise occurs leading to the decrease of sensor stability. This type of noise is the sensor system drift, mainly originating from the drift of the near-infrared detector, the laser power and wavelength as well as the electrical circuits for signal processing.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
<bold>(A)</bold> Measured amplitude of the differential absorption signal versus calibration time <italic>t</italic> under different CH<sub>4</sub> concentration levels ranging from 0 to 20&#xa0;ppmv <bold>(B)</bold> Experimental data and fitting curve of CH<sub>4</sub> concentration versus the averaged amplitude of the differential absorption signal. <bold>(C)</bold> Measured CH<sub>4</sub> concentration by passing pure N<sub>2</sub> into the compact MPC. <bold>(D)</bold> Allan-Werle deviation plot as a function of averaging time, <italic>&#x3c4;</italic>, based on the data shown in <xref ref-type="fig" rid="F6">Figure&#x20;6C</xref>.</p>
</caption>
<graphic xlink:href="fphy-10-843171-g005.tif"/>
</fig>
<p>The response time of the sensor system for CH<sub>4</sub> detection was determined by the measured time that was needed for the CH<sub>4</sub> concentration exchange between 0 ppmv and 10 ppmv. The sampling time for each data point was 0.8&#xa0;s, as shown in <xref ref-type="fig" rid="F6">Figure&#x20;6</xref>. Several repeated experiments were done to change the concentration level either from 0 ppmv to 10 ppmv or from 10 ppmv to 0 ppmv for multiple times. At each time the concentration became stable, 40 points were recorded. The response time was measured to be 4&#xa0;s.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Pure N<sub>2</sub> and 10 ppmv CH<sub>4</sub> were injected into the compact MPC in turn to obtain the rise time and fall time of the sensor for CH<sub>4</sub> detection.</p>
</caption>
<graphic xlink:href="fphy-10-843171-g006.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>C<sub>2</sub>H<sub>6</sub> Sensor Performance</title>
<p>As shown in <xref ref-type="fig" rid="F7">Figure&#x20;7A</xref>, the measured amplitude (Amp(<italic>v</italic>
<sub>d</sub>)) of C<sub>2</sub>H<sub>6</sub> at six different concentration levels of 0, 2, 4, 6, 8, and 10 ppmv were obtained. A data point was derived per 0.8&#xa0;s, and the total time for recording the amplitude at each concentration was 40&#xa0;s. The linear relationship between C<sub>2</sub>H<sub>6</sub> concentration <italic>C</italic>
<sub>C2H6</sub> (in ppmv) and Amp(<italic>v</italic>
<sub>d</sub>) (in V) was obtained as shown in <xref ref-type="fig" rid="F7">Figure&#x20;7B</xref>, expressed as<disp-formula id="e4">
<mml:math id="m4">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold">C</mml:mi>
<mml:mi mathvariant="bold">2</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="bold">H</mml:mi>
<mml:mi mathvariant="bold">6</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>10929.09126</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">Amp</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi mathvariant="normal">d</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>0.29314</mml:mn>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>
</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>
<bold>(A)</bold> Measured amplitude of the differential absorption signal versus calibration time <italic>t</italic> under different C<sub>2</sub>H<sub>6</sub> concentration levels ranging from 0 to 100 ppmv. <bold>(B)</bold> Experimental data and fitting curve of C<sub>2</sub>H<sub>6</sub> concentration versus the averaged amplitude of the differential absorption signal. <bold>(C)</bold> Measured C<sub>2</sub>H<sub>6</sub> concentration by passing pure N<sub>2</sub> into the compact MPC. <bold>(D)</bold> Allan-Werle deviation plot as a function of averaging time, &#x3c4;, based on the data shown in <xref ref-type="fig" rid="F7">Figure&#x20;7C</xref>.</p>
</caption>
<graphic xlink:href="fphy-10-843171-g007.tif"/>
</fig>
<p>Then the C<sub>2</sub>H<sub>6</sub> concentration was set to 0 ppmv to observe the stability of the whole system, and the overall observation time was 18&#xa0;min. The real-time C<sub>2</sub>H<sub>6</sub> amplitude was substituted into <xref ref-type="disp-formula" rid="e4">Eq. 4</xref> to calculate the corresponding concentration. The variation of C<sub>2</sub>H<sub>6</sub> concentration with time is shown in <xref ref-type="fig" rid="F7">Figure&#x20;7C</xref>, which proved the overall stability and verified the reliability of the whole sensor system. The obtained concentration was used for Allan variance analysis, and the C<sub>2</sub>H<sub>6</sub> detection limit of the sensor system was achieved, as shown in <xref ref-type="fig" rid="F7">Figure&#x20;7D</xref>. The first point is the minimum concentration detected, and the subsequent data is the deviation value, which indicates that the limit of detection of C<sub>2</sub>H<sub>6</sub> is 189&#xa0;ppbv at an averaging time of 0.8&#xa0;s.</p>
<p>Then, the response characteristics of the dual-gas sensor system for C<sub>2</sub>H<sub>6</sub> detection was determined by measuring the response time by switching the C<sub>2</sub>H<sub>6</sub> concentration level between 0 ppmv and 100 ppmv. The sampling time for each data point was 0.8&#xa0;s. The response time from 0&#xa0;ppm to 100 ppmv for the first concentration exchange was about 16&#xa0;s. Then several repeated experiments were done, that is, either from 0 ppmv to 100 ppmv or from 100 ppmv to 0 ppmv. 40 data points were recorded each time when the measured concentration was stabilized. As shown in <xref ref-type="fig" rid="F8">Figure&#x20;8</xref>, The measured response time was maintained at 16&#x2013;20&#xa0;s.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Dynamic measurement by injecting pure N<sub>2</sub> and 100 ppmv C<sub>2</sub>H<sub>6</sub> into the compact MPC in turn to obtain the rise time and fall time of the sensor for C<sub>2</sub>H<sub>6</sub> detection.</p>
</caption>
<graphic xlink:href="fphy-10-843171-g008.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>Field Sensing Application</title>
<p>In order to verify the performance and practicability of the sensor, the demonstrated dual-gas sensor system was used to monitor the CH<sub>4</sub> concentration levels in the laboratory and the CH<sub>4</sub> concentration levels in the outdoor atmosphere.</p>
<sec id="s4-1">
<title>Indoor CH<sub>4</sub> Monitoring</title>
<p>The sensor system was evaluated by measuring the indoor CH<sub>4</sub> concentration levels in a laboratory environment on 4 January 2021 between 2:00 p.m. and 3:20 p.m. The laboratory is located at Tang Aoqing building (GPS position, 125.291,448<sup>&#x25e6;</sup> E, 43.831,747<sup>&#x25e6;</sup> N) of Jilin University, Changchun, Jilin Province, China. The total measurement duration was 1.2&#xa0;h with a sampling interval of 0.8&#xa0;s (i.e. no averaging on the sampling data). As shown in <xref ref-type="fig" rid="F9">Figure&#x20;9</xref>, fluctuations in CH<sub>4</sub> concentration levels were observed during the measurement from 1.5 ppmv to 2.2 ppmv, and the concentration of CH<sub>4</sub> showed an average of &#x223c;1.86&#x20;&#xb1; 0.17 ppmv (1&#x3c3;). Since the air circulation in the laboratory was relatively slow, the change of CH<sub>4</sub> concentration was not obvious. It thus can be observed that the CH<sub>4</sub> concentration level in the laboratory was relatively stable during this period.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Measured concentrations of CH<sub>4</sub> in ambient air during &#x223c;1.2&#xa0;h period on 4 Jan 2021 inside the laboratory (located in Tang Aoqing building, Jilin University).</p>
</caption>
<graphic xlink:href="fphy-10-843171-g009.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>Outdoor Atmospheric CH<sub>4</sub> Monitoring</title>
<p>The sensor system was re-evaluated by measuring the outdoor CH<sub>4</sub> concentration levels in the atmosphere. The outside air was pumped into the gas cell via a Poly Tetra Fluoroethylene (PTFE) for outdoor atmospheric CH<sub>4</sub> testing. Pre-treatment was carried out before the atmosphere enters the gas cell to remove ambient impurities, aerosols and water vapor. The outside air was pumped into the gas cell via a PTFE filtered tube to detect the outdoor CH<sub>4</sub> concentration levels for 1&#xa0;day. The measurement was conducted in zone D, Tang Aoqing building, Jilin University, Changchun, and the measurement time was from 4:40 p.m. on 4 January 2021 to 4:40 p.m. on 5 January 2021. The sampling data was averaged per 40&#xa0;s (i.e. 50 data points were averaged as one data point). As shown in <xref ref-type="fig" rid="F10">Figure&#x20;10</xref>, it can be concluded from the variation trend that the CH<sub>4</sub> concentration decreased at night and was eventually down to 2.2 ppmv&#x2013;2.3 ppmv. The CH<sub>4</sub> concentration level suddenly increased at 10:00 a.m. with a peak up to 2.7 ppmv and was eventually around 2.6 ppmv at 4:00 p.m. in the next day. Over the 1&#xa0;day, the measured CH<sub>4</sub> concentration ranged between 2.2 and 2.8 ppmv, with an average value of 2.42&#x20;&#xb1; 0.19&#x20;ppmv.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Measurement results of CH<sub>4</sub> monitoring in the atmosphere for &#x223c;24&#xa0;h time duration on the Jilin University campus. The inset shows the waveform of a recorded absorption signal.</p>
</caption>
<graphic xlink:href="fphy-10-843171-g010.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>A dense-pattern MPC-based near-infrared sensor system was demonstrated for CH<sub>4</sub>/C<sub>2</sub>H<sub>6</sub> dual-gas detection. Two laser beams were injected into the MPC with an effective path length of 9.39&#xa0;m. Both indoor and outdoor CH<sub>4</sub> concentration levels were measured to verify the performance of the sensor system. Compared with the traditional single-ring Herriott cell, the volume of the DP-based gas cell is obviously reduced and the optical path becomes longer by increasing the reflection number, and the reduced size leads to an enhanced stability and high sensitivity. Compared with a single-gas sensor, the size of the developed dual-gas sensor system becomes smaller and more convenient for field detection. The dual-gas sensor system extends the application of MPC in the field of infrared absorption spectroscopic gas sensing. Further optimization of optical path will be carried out to improve the sensitivity of C<sub>2</sub>H<sub>6</sub> detection, so as to monitor the ppb-level C<sub>2</sub>H<sub>6</sub> in the atmosphere.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>ZX and KZ performed the experiments and wrote the manuscript. CZ and YW supported the experiments and revised the manuscript. HZ. analyzed and verified the experimental results. FS, CL, WY, YZ, YW, and FT provided technical guidance and helped to revise the paper. The manuscript was written through contributions of all authors. All authors have given approval to the final version of the manuscript.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>National Natural Science Foundation of China (Nos. 61960206004, 61805099, and 62175087), Science and Technology Development Program of Jilin Province, China (Nos. 20200401059GX and 20200201228JC), Science and Technology Research Program of Department of Education, Jilin Province, China (No. JJKH20211088KJ), Key R and D Program of Changchun (No. 21ZGN24), Program for JLU Science and Technology Innovative Research Team (JLUSTIRT, 2021TD-39).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1.</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jin</surname>
<given-names>W</given-names>
</name>
<name>
<surname>Bao</surname>
<given-names>H</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>P</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>Y</given-names>
</name>
<name>
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