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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Phys.</journal-id>
<journal-title>Frontiers in Physics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Phys.</abbrev-journal-title>
<issn pub-type="epub">2296-424X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="publisher-id">1479206</article-id>
<article-id pub-id-type="doi">10.3389/fphy.2024.1479206</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physics</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>New method for the investigation of mode coupling in graded-index polymer photonic crystal fibers using the Langevin stochastic differential equation</article-title>
<alt-title alt-title-type="left-running-head">Savovi&#x107; 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.2024.1479206">10.3389/fphy.2024.1479206</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Savovi&#x107;</surname>
<given-names>Svetislav</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/1784809/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Djordjevich</surname>
<given-names>Alexandar</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2736460/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Aidinis</surname>
<given-names>Konstantinos</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Chen</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/978495/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Min</surname>
<given-names>Rui</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1066751/overview"/>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Faculty of Science</institution>, <institution>University of Kragujevac</institution>, <addr-line>Kragujevac</addr-line>, <country>Serbia</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Mechanical Engineering</institution>, <institution>City University of Hong Kong</institution>, <addr-line>Kowloon</addr-line>, <country>Hong Kong SAR, China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Electrical and Computer Engineering</institution>, <institution>Ajman University</institution>, <addr-line>Ajman</addr-line>, <country>United Arab Emirates</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Center of Medical and Bio-allied Health Sciences Research</institution>, <institution>Ajman University</institution>, <addr-line>Ajman</addr-line>, <country>United Arab Emirates</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>School of Microelectronics and Communication Engineering</institution>, <institution>Chongqing University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Center for Cognition and Neuroergonomics</institution>, <institution>State Key Laboratory of Cognitive Neuroscience and Learning</institution>, <institution>Beijing Normal University at Zhuhai</institution>, <addr-line>Zhuhai</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/1184687/overview">Rajib Biswas</ext-link>, Tezpur University, India</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2013690/overview">Shiying Xiao</ext-link>, Beijing Jiaotong University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1074231/overview">Carlos Marques</ext-link>, University of Aveiro, Portugal</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Svetislav Savovi&#x107;, <email>savovic@kg.ac.rs</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>09</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1479206</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>08</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Savovi&#x107;, Djordjevich, Aidinis, Chen and Min.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Savovi&#x107;, Djordjevich, Aidinis, Chen and Min</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The mode coupling in a graded-index polymer photonic crystal fiber (GI PPCF) with a solid core has been investigated using the Langevin equation. Based on the computer-simulated Langevin force, the Langevin equation is numerically integrated. The numerical solutions of the Langevin equation align with those of the time-independent power flow equation (TI PFE). We showed that by solving the Langevin equation, which is a stochastic differential equation, one can successfully treat a mode coupling in GI PPCFs, which is an intrinsically stochastic process. We demonstrated that, in terms of effectiveness, the Langevin equation is preferable compared to the TI PFE. The GI PPCF achieves the equilibrium mode distribution (EMD) at a coupling length that is even shorter than the conventional GI plastic optical fiber (POF). The application of multimode GI PCFs in communications and optical fiber sensor systems will benefit from these findings.</p>
</abstract>
<kwd-group>
<kwd>photonic crystal fiber</kwd>
<kwd>plastic optical fiber</kwd>
<kwd>Langevin equation</kwd>
<kwd>optical power flow</kwd>
<kwd>graded-index optical fiber</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Optics and Photonics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>In recent years, researchers have placed significant emphasis on high-speed short-range data transmission using plastic optical fiber (POF) [<xref ref-type="bibr" rid="B1">1</xref>,<xref ref-type="bibr" rid="B2">2</xref>]. POF has the advantages of a large core and an easy connection, making it a potentially best option for the home network. Various materials are used in the manufacturing of POFs, the most common being polymethyl methacrylate (PMMA) [<xref ref-type="bibr" rid="B3">3</xref>&#x2013;<xref ref-type="bibr" rid="B16">16</xref>]. Because the POF material is flexible, it can be used to create POFs with different materials or specifications to suit different application requirements. PMMA has been the most widely utilized material for POF manufacture [<xref ref-type="bibr" rid="B17">17</xref>]. POF can typically be categorized as step-index (SI) [<xref ref-type="bibr" rid="B18">18</xref>] or graded-index (GI) <xref ref-type="bibr" rid="B19">[19],</xref> based on the distribution of the refractive index (RI), and as single-mode [<xref ref-type="bibr" rid="B20">20</xref>] and multimode [<xref ref-type="bibr" rid="B21">21</xref>], depending on the number of propagation modes. A type of POF known as GI POF has an RI distribution that steadily decreases from the core axis to the cladding. The GI distribution of RI can reduce intermodal dispersion, enhance the bandwidth, and extend the transmission range of the fiber. However, intricate doping techniques are needed to create GI POF.</p>
<p>The 1990s saw the successful proposal of photonic crystal fiber (PCF) [<xref ref-type="bibr" rid="B22">22</xref>]. The flexibility of the optical fiber is greatly increased by the microstructure of the PCFs [<xref ref-type="bibr" rid="B23">23</xref>&#x2013;<xref ref-type="bibr" rid="B26">26</xref>]. The first PMMA polymer photonic crystal fiber (PPCF) was created by Argyros in 2001 [<xref ref-type="bibr" rid="B27">27</xref>]. As a result of its various applications, PPCF sparked research interest [<xref ref-type="bibr" rid="B28">28</xref>,<xref ref-type="bibr" rid="B29">29</xref>]. <xref ref-type="fig" rid="F1">Figure 1</xref> shows a PPCF with a core of air holes of different sizes (<italic>d</italic>), simulating a GI optical fiber. Greater control over air-hole sizes and pitch &#x39b; is the advantage of the GI PPCF over traditional GI POF, as opposed to the latter&#x2019;s requirement for complex doping procedures. Moreover, it has been found that GI PPCF outperforms conventional GI POF in terms of bandwidth and loss [<xref ref-type="bibr" rid="B30">30</xref>].</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> Cross-section of the multimode GI PPCF. <bold>(B)</bold> Referent multimode GI PPCF RI performance (blue dashed line) and parabolic RI distribution (1) with <italic>g</italic> &#x3d; 2 (black solid line).</p>
</caption>
<graphic xlink:href="fphy-12-1479206-g001.tif"/>
</fig>
<p>The performance of the GI PPCF is significantly influenced by mode coupling. Light scattering, which occurs when random anomalies in multimode optical fibers transfer power from one mode to another, is the main cause of mode coupling. As the fiber length increases, power distribution varies until an equilibrium mode distribution (EMD) is formed at &#x201c;coupling length&#x201d; <italic>L</italic>
<sub>
<italic>c</italic>
</sub>. The fiber length at which the highest-order guiding mode altered its distribution to <italic>m</italic> &#x3d; 0 is indicated by the coupling length <italic>L</italic>
<sub>
<italic>c</italic>
</sub> at which EMD is attained. Light is evenly dispersed, and the coupling process is practically finished beyond <italic>L</italic>
<sub>
<italic>c</italic>
</sub>. Since the steady-state distribution (SSD) was developed, each distribution that is released has a distinct far-field pattern. In other words, length <italic>z</italic>
<sub>
<italic>s</italic>
</sub> indicates the fiber length at which the output angular power distribution becomes completely independent of the launch beam. Mode coupling reduces modal dispersion and increases the transmission bandwidth [<xref ref-type="bibr" rid="B30">30</xref>]. It is also noteworthy that mode coupling makes it impossible to precisely characterize bandwidth and attenuation unless the SSD is fully obtained. Therefore, knowing the fiber length at which an SSD is constructed is essential.</p>
<p>To date, it has not been possible to examine the transmission characteristics of multimode PCFs with commercial simulation software applications. To tackle this problem, we present in this paper an efficient application of the Langevin equation to the GI PPCF mode-coupling problem. Thus, the intrinsically stochastic problem of mode coupling could be mathematically described stochastically using the Langevin equation. To the best of our knowledge, this is the first time that the Langevin equation has been used for the investigation of mode coupling in multimode GI PPCFs. For multimode GI PPCF, we found lengths for obtaining the EMD and SSD using launch beam distributions with various launch beam radial offsets. It is assumed that the air holes in the core and cladding are spaced in a regular triangular pitch (see <xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
</sec>
<sec id="s2">
<title>2 GI PPCF design</title>
<p>A GI PPCF considered in this work is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. Rings 1, 2,. . . , 6 represent the six air-hole rings on the GI PPCF. A triangular lattice with a pitch of &#x39b; is used to hold the air holes, and a polymer is considered the fiber material. The diameter of the air holes in rings 5 and 6 is the same as that of ring 4 (<italic>d</italic>
<sub>4</sub> <italic>&#x3d; d</italic>
<sub>5</sub> &#x3d; <italic>d</italic>
<sub>6</sub>).</p>
</sec>
<sec id="s3">
<title>3 TI PFE, Fokker&#x2013;Planck equation, and Langevin equation</title>
<p>The following <xref ref-type="disp-formula" rid="e1">Equation 1</xref> is the RI profile of the GI optical fiber [<xref ref-type="bibr" rid="B31">31</xref>]:<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="{" close="" separators="&#x7c;">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mtext>&#x2009;</mml:mtext>
<mml:msup>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="&#x7c;">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>&#x394;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>r</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>g</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mtext>&#x2003;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>&#x2264;</mml:mo>
<mml:mi>r</mml:mi>
<mml:mo>&#x2264;</mml:mo>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mtext>&#x2009;</mml:mtext>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>&#x394;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mtext>&#x2003;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mo>&#x3e;</mml:mo>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>Here, <italic>a</italic> is the core radius, <italic>g</italic> is the core index exponent, <italic>n</italic>
<sub>
<italic>co</italic>
</sub>(&#x3bb;) is the core index measured at the fiber axis, <italic>n</italic>
<sub>
<italic>cl</italic>
</sub>
<italic>(</italic>&#x3bb;) is the cladding index, and <inline-formula id="inf1">
<mml:math id="m2">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the relative index difference.</p>
<p>The time-independent power flow equation (TI PFE) for the GI optical fiber is [<xref ref-type="bibr" rid="B31">31</xref>]<disp-formula id="e2">
<mml:math id="m3">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>D</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>D</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msup>
<mml:mi>P</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msup>
<mml:mi>m</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>where <inline-formula id="inf2">
<mml:math id="m4">
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is the <italic>m</italic>th principal mode power, <italic>z</italic> is the coordinate along the fiber axis, and <italic>D</italic> is a mode-coupling constant. The maximum principal mode number is given in <xref ref-type="disp-formula" rid="e3">Equation 3</xref> [<xref ref-type="bibr" rid="B31">31</xref>], as follows:<disp-formula id="e3">
<mml:math id="m5">
<mml:mrow>
<mml:mi>M</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msqrt>
<mml:mfrac>
<mml:mrow>
<mml:mi>g</mml:mi>
<mml:mo>&#x394;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi>g</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:msqrt>
<mml:mi>a</mml:mi>
<mml:mi>k</mml:mi>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <italic>k</italic> &#x3d; 2<italic>&#x3c0;/&#x3bb;.</italic>
</p>
<p>The principal mode <italic>m</italic> excited at the input fiber end is given in <xref ref-type="disp-formula" rid="e4">Equation 4</xref> [<xref ref-type="bibr" rid="B31">31</xref>], as follows:<disp-formula id="e4">
<mml:math id="m6">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>M</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="&#x7c;">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>r</mml:mi>
</mml:mrow>
<mml:mi>a</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>g</mml:mi>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:msup>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x394;</mml:mo>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>g</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>where <inline-formula id="inf3">
<mml:math id="m7">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the launch beam radial offset and <italic>&#x3b8;</italic> is the launch beam angle.</p>
<p>We first approximate <xref ref-type="disp-formula" rid="e2">Equation 2</xref> as follows:<disp-formula id="e5">
<mml:math id="m8">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>V</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>D</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mo>&#x2202;</mml:mo>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msup>
<mml:mi>m</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
</p>
<p>
<xref ref-type="disp-formula" rid="e5">Equation 5</xref> can be understood as a special Fokker&#x2013;Planck equation [<xref ref-type="bibr" rid="B32">32</xref>]. One can compute the drift coefficient <italic>V</italic> using <xref ref-type="disp-formula" rid="e6">Equation 6</xref>:<disp-formula id="e6">
<mml:math id="m9">
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi>K</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mstyle displaystyle="true">
<mml:munderover>
<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>K</mml:mi>
</mml:munderover>
</mml:mstyle>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>where <italic>V</italic>
<sub>
<italic>i</italic>
</sub> is the drift coefficient of the <italic>i</italic>th principal mode. Later in this article, an illustration of the drift coefficient determination technique is provided.</p>
<p>The discretized Langevin equation can be obtained by transforming the Fokker&#x2013;Planck <xref ref-type="disp-formula" rid="e5">Equation 5</xref> [<xref ref-type="bibr" rid="B32">32</xref>,<xref ref-type="bibr" rid="B33">33</xref>], where principal mode <italic>m</italic>
<sub>
<italic>n&#x2b;</italic>1</sub> at fiber length <italic>z</italic>
<sub>
<italic>n&#x2b;</italic>1</sub> is given as<disp-formula id="e7">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>V</mml:mi>
<mml:mi>k</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:msqrt>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>where <italic>k</italic> &#x3d; <italic>z</italic>
<sub>
<italic>f</italic>
</sub>/<italic>N</italic>, <italic>z</italic>
<sub>
<italic>f</italic>
</sub> is the fiber length, <italic>N</italic> is the number of finite steps of length <italic>k, n</italic> &#x3d; 0, 1, . ., <italic>N</italic>
<sup>-1</sup>, and <italic>&#x3c9;</italic>
<sub>0</sub>, &#x3c9;<sub>1</sub>
<italic>, . . ., &#x3c9;</italic>
<sub>
<italic>N-</italic>1</sub> are independent Gaussian random numbers, with properties &#x3c;&#x3c9;<sub>
<italic>n</italic>
</sub>&#x3e;&#x3d;0 and &#x3c;&#x3c9;<sub>
<italic>n</italic>
</sub> &#x3c9;<sub>
<italic>n&#x2019;</italic>
</sub> &#x2265;2&#x3b4;<sub>
<italic>nn&#x2019;</italic>
</sub>. For <inline-formula id="inf4">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>, <xref ref-type="disp-formula" rid="e7">Equation 7</xref> reduces to <xref ref-type="disp-formula" rid="e8">Equation 8</xref> [<xref ref-type="bibr" rid="B33">33</xref>]:<disp-formula id="e8">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:msqrt>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>
</p>
<p>Thus, one obtains <italic>m</italic>
<sub>
<italic>N</italic>
</sub> &#x3d; <italic>m</italic>(<italic>z</italic>
<sub>
<italic>f</italic>
</sub>). By calculating a large number of representations of &#x3c9;<sub>
<italic>n</italic>
</sub> and averaging in appropriate intervals <italic>&#x394;m</italic> for <inline-formula id="inf5">
<mml:math id="m13">
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>&#x2264;</mml:mo>
<mml:mi>m</mml:mi>
<mml:mo>&#x2264;</mml:mo>
<mml:mi>M</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, one obtains &#x3c; <italic>m</italic>(<italic>z</italic>
<sub>
<italic>f</italic>
</sub>)&#x3e;. It should be noted that optical fiber perturbations are known to be random in nature. Examples of these perturbations include variations in diameter, stress-induced microscopic random bends, and defects in the fiber core. Thus, the stochastic process of energy redistribution in optical fiber produced by its perturbations is explicitly described and modeled using the Langevin equation because of its stochastic nature.</p>
</sec>
<sec sec-type="results|discussion" id="s4">
<title>4 Numerical results and discussion</title>
<p>The following is the effective <italic>V</italic> parameter for GI PPCF:<disp-formula id="e9">
<mml:math id="m14">
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
</mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mfrac>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msqrt>
<mml:mrow>
<mml:msubsup>
<mml:mi>n</mml:mi>
<mml:mn>0</mml:mn>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>s</mml:mi>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:msqrt>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>where <italic>a<sub>eff</sub>
</italic> &#x3d; <inline-formula id="inf6">
<mml:math id="m15">
<mml:mrow>
<mml:mi mathvariant="normal">&#x39b;</mml:mi>
<mml:mo>/</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:math>
</inline-formula> [<xref ref-type="bibr" rid="B34">34</xref>] and <italic>n<sub>fsm</sub>
</italic> is the effective RI of different core and cladding layers, which is obtained from <xref ref-type="disp-formula" rid="e9">Equation 9</xref>, with the effective parameter <italic>V</italic> [<xref ref-type="bibr" rid="B35">35</xref>]:<disp-formula id="e10">
<mml:math id="m16">
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x39b;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x39b;</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mn>3</mml:mn>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mn>4</mml:mn>
</mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi mathvariant="normal">&#x39b;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(10)</label>
</disp-formula>where parameters <italic>A<sub>i</sub>
</italic> (<italic>i</italic> &#x3d; 1 to 4) are given in <xref ref-type="disp-formula" rid="e11">Equation 11</xref>, as follows:<disp-formula id="e11">
<mml:math id="m17">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x39b;</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x39b;</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x39b;</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
</mml:msup>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(11)</label>
</disp-formula>
</p>
<p>The coefficients <italic>a</italic>
<italic>
<sub>i</sub>
</italic>
<sub>0</sub>&#x2013;<italic>a</italic>
<italic>
<sub>i</sub>
</italic>
<sub>3</sub> and <italic>b</italic>
<italic>
<sub>i</sub>
</italic>
<sub>1</sub>&#x2013;<italic>b</italic>
<italic>
<sub>i</sub>
</italic>
<sub>3</sub> (i &#x3d; 1&#x2013;4) are given in our previous work [<xref ref-type="bibr" rid="B35">35</xref>].</p>
<p>We applied our method to the GI PPCF with the following parameters: a core radius <italic>a</italic> &#x3d; 4&#x39b; &#x3d; 16&#xa0;&#x3bc;m, pitch &#x39b; &#x3d; 4&#xa0;&#x3bc;m, fiber diameter <italic>b</italic> &#x3d; 1&#xa0;mm, <italic>n</italic>
<sub>
<italic>co</italic>
</sub> &#x3d; 1.5220, and <italic>n</italic>
<sub>
<italic>cl</italic>
</sub> &#x3d; 1.4920 <xref ref-type="bibr" rid="B31">[31</xref>,<xref ref-type="bibr" rid="B36">36].</xref> We used <italic>M</italic> &#x3d; 24 at &#x3bb; &#x3d; 633&#xa0;nm, <italic>g</italic> &#x3d; 2.0, and <inline-formula id="inf7">
<mml:math id="m18">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 0.019711. The parameter <italic>D</italic> &#x3d; 1482 1/m is a typical value for GI PPCF and conventional GI POFs <xref ref-type="bibr" rid="B31">[31</xref>,<xref ref-type="bibr" rid="B36">36]</xref>, and <italic>V</italic>&#x3d;(<inline-formula id="inf8">
<mml:math id="m19">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1.5</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> &#xb1;0.1) 1/m. We highlight that when modeling the GI PPCF, the typical values of <italic>D</italic> that characterize a standard GI POF can be utilized as the degree of mode coupling in both standard GI POFs and GI PPCFs correlates with the polymer core material. This assumption mirrors the approach taken in silica PCF modeling [<xref ref-type="bibr" rid="B37">37</xref>].</p>
<p>For &#x39b; &#x3d; 4&#xa0;&#x3bc;m and air-hole diameters <italic>d</italic>
<sub>1</sub> &#x3d; 0.6&#xa0;&#x3bc;m, <italic>d</italic>
<sub>2</sub> &#x3d; 0.7&#xa0;&#x3bc;m, <italic>d</italic>
<sub>3</sub> &#x3d; 1.3&#xa0;&#x3bc;m, and <italic>d</italic>
<sub>4</sub> &#x3d; 3.1&#xa0;&#x3bc;m, the refractive indices <italic>n</italic>
<sub>1</sub> &#x3d; 1.5201, <italic>n</italic>
<sub>2</sub> &#x3d; 1.5145, <italic>n</italic>
<sub>3</sub> &#x3d; 1.5050, and <italic>n</italic>
<sub>4</sub> &#x3d; 1.4920, respectively, are calculated using <xref ref-type="disp-formula" rid="e9">Equations 9</xref>, <xref ref-type="disp-formula" rid="e10">10</xref>. These parameters are chosen in order to enable the GI distribution (1) with <italic>g</italic> &#x3d; 2, which then results in the best transmission properties (such as bandwidth) of the investigated PPCF. The diameter of the cladding air holes in rings 5 and 6 is <italic>d</italic>
<sub>4</sub> <italic>&#x3d; d</italic>
<sub>5</sub> &#x3d; <italic>d</italic>
<sub>6</sub> &#x3d; 3.1&#xa0;&#x3bc;m, which corresponds to the cladding refractive index <italic>n</italic>
<sub>4</sub> <italic>&#x3d; n</italic>
<sub>5</sub> &#x3d; <italic>n</italic>
<sub>6</sub> &#x3d; <italic>n</italic>
<sub>
<italic>cl</italic>
</sub> &#x3d; 1.4920. In <xref ref-type="fig" rid="F2">Figure 2</xref>, the normalized output modal power distribution <italic>P</italic>(<italic>m</italic>,&#x3bb;,<italic>z</italic>) obtained by solving the Langevin equation is compared to the numerical solutions of the TI PFE [<xref ref-type="bibr" rid="B36">36</xref>] at different fiber lengths. For these calculations, a Gaussian beam <italic>P</italic>(<italic>&#x3b8;</italic>,<italic>z</italic>) launched with <inline-formula id="inf9">
<mml:math id="m20">
<mml:mrow>
<mml:mfenced open="&#x2329;" close="&#x232a;" separators="&#x7c;">
<mml:mrow>
<mml:mi>&#x3b8;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 0<sup>o</sup> and radial offsets &#x2206;<italic>r</italic> &#x3d; 0, 4, 8, and 12&#xa0;&#xb5;m is used. A good agreement between the solutions of the Langevin equation and the TI PFE is shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. The EMD (<xref ref-type="fig" rid="F2">Figure 2D)</xref> is established at a coupling length of <italic>L</italic>
<sub>
<italic>c</italic>
</sub> &#x3d; 18&#xa0;m. The SSD is observed at <italic>z</italic>&#x2261;<italic>z</italic>
<sub>
<italic>s</italic>
</sub> &#x3d; 60&#xa0;m.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Modal power distribution <italic>P</italic>(<italic>m,&#x3bb;</italic>,<italic>z</italic>) over a range of radial offsets <inline-formula id="inf10">
<mml:math id="m21">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> obtained by numerically solving the Langevin <xref ref-type="disp-formula" rid="e7">Equation 7</xref> and the TI PFE (2) [<xref ref-type="bibr" rid="B36">36</xref>] at lengths <bold>(A)</bold> <italic>z</italic> &#x3d; 1&#xa0;m, <bold>(B)</bold> <italic>z</italic> &#x3d; 5&#xa0;m, <bold>(C)</bold> <italic>z</italic> &#x3d; 10&#xa0;m, <bold>(D)</bold> <italic>z</italic> &#x3d; 18&#xa0;m, and <bold>(E)</bold> <italic>z</italic> &#x3d; 60&#xa0;m.</p>
</caption>
<graphic xlink:href="fphy-12-1479206-g002.tif"/>
</fig>
<p>It should be mentioned that for standard GI POF, which we previously investigated in our study [<xref ref-type="bibr" rid="B31">31</xref>], a coupling length of <italic>L</italic>
<sub>
<italic>c</italic>
</sub> &#x3d; 31&#xa0;m is published. The coupling coefficient for this type of GI POF is <italic>D</italic> &#x3d; 1,482 1/m. The coupling length in GI PPCF is shorter than that in traditional GI POF due to the smaller core radius and fewer propagating modes (the maximum principal mode number in conventional GI POF was <italic>M</italic> &#x3d; 656). In other words, for a shorter distance, fewer propagating modes must couple together. Comparing silica PCFs to the GI PPCF, which was the focus of this investigation, showed that their mode coupling is noticeably weaker and, therefore, much longer lengths <italic>L</italic>
<sub>
<italic>c</italic>
</sub> &#x2243;1.45 to 1.65&#xa0;km at which an EMD is achieved and <italic>z</italic>
<sub>
<italic>s</italic>
</sub>&#x2243;3.30 to 3.80&#xa0;km at which an SSD are established [<xref ref-type="bibr" rid="B35">35</xref>].</p>
<p>In summary, we demonstrated that mode coupling in GI POFs may be effectively treated by solving the Langevin equation (stochastic differential equation), which explicitly acknowledges a stochastic nature of energy redistribution in optical fiber produced by its perturbations. It is applicable to all GI optical fibers. This is not an issue with the Langevin equation, in contrast to the Fokker&#x2013;Planck equation and TI PFE, which call for extra care in the stability of their numerical solutions. In terms of effectiveness, speed of execution, and memory usage, the Langevin equation is preferable. The Langevin equation does not have this issue, in contrast to the Fokker&#x2013;Planck equation and the TI PFE, where a very fine mesh in the finite difference approach is required in order to obtain a highly accurate numerical solution (high memory consumption). The Langevin equation integration algorithm and the explicit finite difference method algorithm for the numerical solution of the TI PFE are evaluated in terms of their time efficiency (speed of execution), space efficiency (memory consumption), and complexity (solution/algorithm structure). The Langevin equation and the TI PFE take 1.5 and 2&#xa0;min, respectively, to execute on an Intel(R) Core(TM) i3 CPU <email>540@3.07</email> GHz computer for the longest examined fiber length of 60&#xa0;m. When expressed in terms of a 2-dim array, the memory consumption for the TI PFE and the Langevin equation is 24 &#xd7; 6.0 &#xd7; 10<sup>6</sup> and 24 &#xd7; 6.0 &#xd7; 10<sup>5</sup>, respectively. Compared to the solution of the Langevin equation, the explicit finite difference solution of the TI PFE is more complicated. It is worth noting that the experimental setup for future experiments with the GI PPCF investigated in this work would be similar to that used in our previous work with a standard GI POF [<xref ref-type="bibr" rid="B31">31</xref>].</p>
<p>The behavior of mode coupling plays a crucial role in determining the length-dependent bandwidth of GI PCFs. Notably, the bandwidth decreases inversely proportional to lengths shorter than the coupling length <italic>L</italic>
<sub>
<italic>c</italic>
</sub>. Beyond this coupling length <italic>L</italic>
<sub>
<italic>c</italic>
</sub>, it exhibits a <italic>z</italic>&#x2212;<sup>1/2</sup> dependency. A shorter <italic>L</italic>
<sub>
<italic>c</italic>
</sub> results in a quicker transition to a phase of reduced bandwidth decrease [<xref ref-type="bibr" rid="B37">37</xref>,<xref ref-type="bibr" rid="B38">38</xref>]. Compared to conventional GI POFs, GI PPCFs require shorter lengths to establish EMD and SSD, leading to a faster improvement in bandwidth enhancement [<xref ref-type="bibr" rid="B39">39</xref>]. This characteristic suggests that GI PPCFs are more suitable for short-range telecommunications. The findings of this research have practical implications for various communication and sensing systems utilizing multimode GI PPCFs. Understanding the modal distribution of multimode GI PPCFs at specific lengths is crucial for their integration into optical fiber sensing systems. One should also mention that, on the other hand, single-mode optical fibers are successfully used as a part of various fiber optic sensor systems [<xref ref-type="bibr" rid="B40">40</xref>&#x2013;<xref ref-type="bibr" rid="B42">42</xref>]. Although single-mode and multimode optical fibers are both used in fiber optic sensor systems, they have different characteristics and are usually suited for different sensing applications. In other words, the choice between these two types of optical fibers for a particular sensing system is governed by their core diameter, distance, bandwidth, and light source.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>This paper presents the numerical solution of the Langevin equation, which was used to investigate the state of mode coupling along a GI PPCF. The Langevin equation recognizes and explicitly accounts for the stochastic nature of the intrinsic perturbation effects of the GI PPCF. The results show that the length required to develop SSD and the coupling length required to obtain the EMD are both low in this fiber due to a strong mode-coupling process that is typical of POFs. One explanation for such substantial mode coupling is the large intrinsic perturbation effects in the GI PPCF. The GI PPCF under investigation in this study achieves the EMD at a length <italic>L</italic>
<sub>
<italic>c</italic>
</sub> that is even shorter than that in the conventional GI POF (<italic>L</italic>
<sub>
<italic>c</italic>
</sub> &#x3d; 18&#xa0;m in GI PPCFs compared to <italic>L</italic>
<sub>
<italic>c</italic>
</sub> &#x3d; 31&#xa0;m in conventional GI POFs). This is a result of the GI PPCF having fewer propagating modes due to its smaller core radius. In particular, a shorter length is required to complete the mode-coupling process when there are fewer propagating modes. Thus, a shorter <italic>L</italic>
<sub>
<italic>c</italic>
</sub> would result in a quicker shift to the slower bandwidth regime decrease. The fiber characterization provided in this paper is important for its use in data transmission, sensing, and power supply systems.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The raw data supporting the conclusion of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>SS: conceptualization, funding acquisition, methodology, project administration, software, supervision, writing&#x2013;original draft, and writing&#x2013;review and editing. AD: conceptualization, methodology, writing&#x2013;original draft, and writing&#x2013;review and editing. KA: conceptualization, methodology, writing&#x2013;original draft, and writing&#x2013;review and editing. CC: funding acquisition, methodology, software, writing&#x2013;original draft, and writing&#x2013;review and editing. RM: methodology, project administration, software, writing&#x2013;original draft, and writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This research was funded by the National Key R&#x26;D Program of China (2022YFE0140400); by a grant from Ajman University (Grant ID: 2023-IRG-ENIT-14); by a grant from the Serbian Ministry of Science, Technological Development, and Innovations (Agreement No. 451-03&#x2013;65/2024-03/200122); and by a grant from the National Natural Science Foundation of China (62003046 and 6211101138).</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>
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