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<ui>1556-276X-7-196</ui>
<ji>1556-276X</ji>
<fm>
<dochead>Nano Express</dochead>
<bibl>
<title><p>3D simulation of morphological effect on reflectance of Si<sub>3</sub>N<sub>4 </sub>sub-wavelength structures for silicon solar cells</p></title>
<aug>
<au ca="yes" id="A1"><snm>Li</snm><fnm>Yiming</fnm><insr iid="I1"/><email>ymli@faculty.nctu.edu.tw</email></au>
<au id="A2"><snm>Lee</snm><fnm>Ming-Yi</fnm><insr iid="I1"/><email>mylee@mail.ymlab.org</email></au>
<au id="A3"><snm>Cheng</snm><fnm>Hui-Wen</fnm><insr iid="I1"/><email>hwcheng@mail.ymlab.org</email></au>
<au id="A4"><snm>Lu</snm><fnm>Zheng-Liang</fnm><insr iid="I1"/><email>zllu@mail.ymlab.org</email></au>
</aug>
<insg>
<ins id="I1"><p>Parallel and Scientific Computing Laboratory, Department of Electrical Engineering, National Chiao Tung University, 1001 Ta-Hsueh Road, Hsinchu 300, Taiwan</p></ins>
</insg>
<source>Nanoscale Research Letters</source>
<issn>1556-276X</issn>
<pubdate>2012</pubdate>
<volume>7</volume>
<issue>1</issue>
<fpage>196</fpage>
<url>http://www.nanoscalereslett.com/content/7/1/196</url>
<xrefbib><pubidlist><pubid idtype="pmpid">22444686</pubid><pubid idtype="doi">10.1186/1556-276X-7-196</pubid></pubidlist></xrefbib></bibl>
<history><rec><date><day>17</day><month>11</month><year>2011</year></date></rec><acc><date><day>23</day><month>3</month><year>2012</year></date></acc><pub><date><day>23</day><month>3</month><year>2012</year></date></pub></history><cpyrt><year>2012</year><collab>Li et al; licensee Springer.</collab><note>This is an Open Access article distributed under the terms of the Creative Commons Attribution License (<url>http://creativecommons.org/licenses/by/2.0</url>), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</note></cpyrt>
<abs>
<sec><st><p>Abstract</p></st>
<p>In this study, we investigate the reflectance property of the cylinder, right circular cone, and square pyramid shapes of silicon nitride (Si<sub>3</sub>N<sub>4</sub>) subwavelength structure (SWS) with respect to different designing parameters. In terms of three critical factors, the reflectance for physical characteristics of wavelength dependence, the reflected power density for real power reflection applied on solar cell, and the normalized reflectance (reflected power density/incident power density) for real reflectance applied on solar cell, a full three-dimensional finite element simulation is performed and discussed for the aforementioned three morphologies. The result of this study shows that the pyramid shape of SWS possesses the best reflectance property in the optical region from 400 to 1000 nm which is useful for silicon solar cell applications.</p>
</sec>
</abs>
</fm>
<meta><classifications><classification id="IEEE INEC2011" subtype="theme_series_title" type="BMC">INEC 2011</classification><classification id="IEEE INEC2011" subtype="theme_series_editor" type="BMC"/></classifications></meta><bdy>
<sec><st><p>1. Introduction</p></st>
<p>Silicon solar cell is one of the promising renewable energy technologies in order to relieve the impact of the climate change. In semiconductor-based solar cells, electron-hole pairs are generated through absorption of impinging photons. Due to high refraction index of semiconductor materials, especially silicon, the incident sunlight power is largely reflected back, resulting in the reduction of light absorption and poor energy conversion efficiency. Antireflection coating (ARC) is mounted over absorption layers, resulting in three effects: (a) reduction in surface reflection, (b) increase in light absorption due to an increase in optical path length by diffraction, and (c) enhancement of internal reflection that reduces the amount of escaping light. Based on the theory of impedance matching, single layer (SLR) and multilayer of ARC are proposed for reduced reflectance property; however, the resulting reflectance spectra meet the demand only within a narrow spectral domain. Subwavelength structure's (SWS) dimensions are much smaller than the wavelengths of light; therefore, using ARC on the surface of silicon solar cells can substantially reduce the reflectivity and improve the capability of light trapping. It thus will achieve the enhanced efficiency according to our recent both numerical and experimental studies <abbrgrp><abbr bid="B1">1</abbr><abbr bid="B2">2</abbr><abbr bid="B3">3</abbr></abbrgrp>. Compared with silicon solar cell with a SLAR, the efficiency of silicon solar cell with Si<sub>3</sub>N<sub>4 </sub>SWS is promising among various ARC layers in our recent work <abbrgrp><abbr bid="B4">4</abbr></abbrgrp>. A rigorous coupled-wave analysis (RCWA) <abbrgrp><abbr bid="B1">1</abbr><abbr bid="B5">5</abbr><abbr bid="B6">6</abbr><abbr bid="B7">7</abbr></abbrgrp> has been reported to estimate the reflectance of Si<sub>3</sub>N<sub>4 </sub>SWS by approximating structural shapes with partitioned uniform homogeneous layers. RCWA is an exact solution of Maxwell's equations for the electromagnetic diffraction by grating structures which is generally applicable for 2D plane with 1D periodicity; however, RCWA may suffer numerical difficulties in presence of evanescent orders and it requires a large amount of calculation for retaining several diffraction orders. These factors limit flexible application of RCWA; in particular, for 3D problems with non-azimuthally symmetric structural shapes. Numerical simulation of 3D morphological effect on reflectance property has not been studied yet. Therefore, a full 3D finite-element (FE) analysis of Si<sub>3</sub>N<sub>4 </sub>SWS will be an interesting examination for quantitative understanding of the reflectance property.</p>
<p>In this study, 3D FE simulation for the reflectance of Si<sub>3</sub>N<sub>4 </sub>SWS with three types of structural shapes, the cylinder, the right circular cone, and the square pyramid shapes, is conducted with respect to different geometry parameters and lighting angles for quantitative understanding of reflectance property. First, proper selection on the boundary conditions can alleviate the computational load from simulating a holistic ARC. The reflectance of Si<sub>3</sub>N<sub>4 </sub>SWS on the silicon substrate is thus simulated using the 3D finite element method (FEM); consequently, in terms of three critical factors, the reflectance for physical characteristics of wavelength dependence, the reflected power density for real power reflection applied on solar cell, and the normalized reflectance (reflected power density/incident power density) for real reflectance applied on solar cell are calculated and discussed for the aforementioned three morphologies. The analysis of reflectance spectrum with wide-angle incidences of electromagnetic wave and the average reflectance with various heights are presented. Besides, according to our recent study, which presented the optimal design parameters of Si<sub>3</sub>N<sub>4 </sub>SWS based on RCWA <abbrgrp><abbr bid="B4">4</abbr></abbrgrp>, numerical verification and comparison is accomplished following the discussion. The engineering findings of this study show that the pyramid shape of SWS possesses the best reflectance property in the optical region from 400 to 1000 nm which is useful for silicon solar cell applications.</p>
<p>This rest of the article is organized as follows. In Section 2, we show the computational structure and model. In Section 3, we report the results and discussion. Finally, we draw conclusions and suggest future work.</p>
</sec>
<sec><st><p>2. The SWS and optical model</p></st>
<p>Based upon our experimental characterization, Figure <figr fid="F1">1a</figr> illustrates a periodical structure of Si<sub>3</sub>N<sub>4 </sub>SWS which is used in our 3D FE simulation without loss of generality. We study Si<sub>3</sub>N<sub>4 </sub>SWS with the cylinder, the right circular cone, and the square pyramid shapes, as shown in Figure <figr fid="F1">1b-d</figr>, respectively. With a constant volume, the diameter of cylinder- and right circular cone-shaped Si<sub>3</sub>N<sub>4 </sub>SWS and the edge length of square pyramid are 130 nm, the heights (h) of the etched part of Si<sub>3</sub>N<sub>4 </sub>SWS are 200, 600, and 471.3 nm, the height (s) of the non-etched part is 70 nm, and the base (W) of a unit cell is 200 nm <abbrgrp><abbr bid="B4">4</abbr></abbrgrp>. Note that the thickness of Si substrate is given 600 nm. Note that all structural parameters are adopted from our experimental studies <abbrgrp><abbr bid="B2">2</abbr><abbr bid="B3">3</abbr><abbr bid="B4">4</abbr><abbr bid="B8">8</abbr></abbrgrp>. Throughout the article, we consider time-harmonic fields assuming a time-dependence in <it>e<sup>-j&#969;t</sup></it>. The diffraction problem is governed by the well-known Maxwell equations</p>
<fig id="F1"><title><p>Figure 1</p></title><caption><p>(a) Plot of the periodic structure of Si<sub>3</sub>N<sub>4 </sub>SWS with 1 &#215; 1 and 2 &#215; 2 arrays as unit cell</p></caption><text>
   <p><b>(a) Plot of the periodic structure of Si<sub>3</sub>N<sub>4 </sub>SWS with 1 &#215; 1 and 2 &#215; 2 arrays as unit cell</b>. 3D schematic plots of the examined <b>(b) </b>cylinder-, <b>(c) </b>right circular cone-, and <b>(d) </b>square pyramid-shaped structure, respectively.</p>
</text><graphic file="1556-276X-7-196-1" hint_layout="double"/></fig>
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<p><display-formula id="M3"><m:math xmlns:m="http://www.w3.org/1998/Math/MathML" name="1556-276X-7-196-i3"><m:mrow>
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<p>and</p>
<p><display-formula id="M4"><m:math xmlns:m="http://www.w3.org/1998/Math/MathML" name="1556-276X-7-196-i4"><m:mrow>
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<p>where <it>E </it>and <it>D </it>are electric field intensity and flux density, <it>H </it>and <it>B </it>are magnetic field intensity and flux density, <it>&#955; </it>is the corresponding frequency to the wavelength <it>&#955;, J</it>, and &#961; are current density and charge density, <it>&#949; </it>is electric permittivity, <it>&#956; </it>is magnetic permeability. A repeated pattern is applicable to use periodic boundary conditions, thus the Floquet theorem is adopted to simulate the boundary condition of periodic structure. Floquet theorem asserts that the analysis region can be reduced significantly in one periodicity cell to characterize the propagation property. The electric fields in periodic structure are related as follows:</p>
<p><display-formula id="M5"><m:math xmlns:m="http://www.w3.org/1998/Math/MathML" name="1556-276X-7-196-i5"><m:mrow>
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<p>where <it>r </it>is position vector, <it>L </it>is the distance between the periodic boundaries, and <it>&#952; </it>is a phase factor determined by wave vector <it>k </it>and <it>L</it>:</p>
<p><display-formula id="M6"><m:math xmlns:m="http://www.w3.org/1998/Math/MathML" name="1556-276X-7-196-i6"><m:mrow>
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<p>The polarization of transverse electric (TE) mode, in which the electric field is normal to the direction of wave propagation, is excited as the normal incident light source with wavelengths sweeping from 400 to 1000 nm. The bottom region of Si substrate is assigned as perfect matched layer in avoidance of reflected wave. The refraction index of Si<sub>3</sub>N<sub>4 </sub>is 2.05, and the refraction index of Si is frequency dependent with the relation <abbrgrp><abbr bid="B1">1</abbr></abbrgrp>:</p>
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<p>where <it>&#955; </it>is the incident wavelength, <it>A </it>= 0.939816, <it>B </it>= 8.10461 &#215; 10<sup>-3</sup>, &#955;<sub>1 </sub>= 1.1071 &#956;m, and &#949; = 11.6858. The calculation settings of reflectance were reported and can be found in our recent studies <abbrgrp><abbr bid="B1">1</abbr><abbr bid="B4">4</abbr></abbrgrp>.</p>
</sec>
<sec><st><p>3. Results and discussion</p></st>
<p>In order to examine the effect of Floquet boundary condition in 3D FE analysis, as shown in Figure <figr fid="F2">2</figr>, we compare the difference between the simulated unit cells of 1 &#215; 1 and 2 &#215; 2 array of Si<sub>3</sub>N<sub>4 </sub>SWS. We find at the wavelengths above 600 nm, the reflectance of 1 &#215; 1 array of Si<sub>3</sub>N<sub>4 </sub>SWS as unit cell is almost consistent with unit cell of 2 &#215; 2 array, meanwhile insignificant discrepancy occurs at wavelengths shorter than 600 nm. Based on this consequence, it is enable us to do simulation with more computational efficient using 1 &#215; 1 array of Si<sub>3</sub>N<sub>4 </sub>SWS as a simulated unit cell with engineering acceptable accuracy. According to our recent RCWA work <abbrgrp><abbr bid="B4">4</abbr></abbrgrp>, the reflectance spectra are first plotted in Figure <figr fid="F3">3</figr> using the optimal design parameters <abbrgrp><abbr bid="B1">1</abbr><abbr bid="B4">4</abbr></abbrgrp>. Also, the spectra calculated by a full 3D FE analysis with the same design parameters are indicated by dashed lines. For the cylinder-shaped Si<sub>3</sub>N<sub>4 </sub>SWS, the reflectance spectra for RCWA and FE analysis are similar, but not agreed for the cone-shaped Si<sub>3</sub>N<sub>4 </sub>SWS due to existing evanescent orders along the top of structures. This comparison confirms the importance of 3D FEM simulation which is beyond the RCWA approach <abbrgrp><abbr bid="B4">4</abbr></abbrgrp>.</p>
<fig id="F2"><title><p>Figure 2</p></title><caption><p>Plot of the difference of reflectance spectrum of Si<sub>3</sub>N<sub>4 </sub>SWS with the cylinder-, the right circular cone-, and the square pyramid-shaped structures as well as two different periodical configurations: 1 &#215; 1 (solid line) and 2 &#215; 2 arrays (dashed line) in the 3D FEM simulation</p></caption><text>
   <p><b>Plot of the difference of reflectance spectrum of Si<sub>3</sub>N<sub>4 </sub>SWS with the cylinder-, the right circular cone-, and the square pyramid-shaped structures as well as two different periodical configurations: 1 &#215; 1 (solid line) and 2 &#215; 2 arrays (dashed line) in the 3D FEM simulation</b>.</p>
</text><graphic file="1556-276X-7-196-2" hint_layout="single"/></fig>
<fig id="F3"><title><p>Figure 3</p></title><caption><p>Comparison of the reflectance spectra for the cone- and cylinder-shaped Si<sub>3</sub>N<sub>4 </sub>SWS calculated by RCWA and 3D FE analysis with the same design parameters</p></caption><text>
   <p><b>Comparison of the reflectance spectra for the cone- and cylinder-shaped Si<sub>3</sub>N<sub>4 </sub>SWS calculated by RCWA and 3D FE analysis with the same design parameters</b>.</p>
</text><graphic file="1556-276X-7-196-3" hint_layout="single"/></fig>
<p>Figure <figr fid="F4">4a-c</figr> shows the reflectance spectra with incident angles of 0&#176;, 15&#176;, 30&#176;, 45&#176;, and 60&#176; for the cylinder-, right circular cone-, and square pyramid-shaped Si<sub>3</sub>N<sub>4 </sub>SWS, respectively. For the normal incidence case, the lowest average reflectance among three structural shapes is 3.47% of square pyramid-shaped structure. The others are 6.86 and 4.42% for the cylinder- and the right circular cone-shaped Si<sub>3</sub>N<sub>4 </sub>SWS, respectively. Meanwhile, as shown in Figure <figr fid="F4">4a-c</figr>, one can observe that the reflectance increases significantly with larger incident angles, resulting in average reflectance beyond 50%. Table <tblr tid="T1">1</tblr> summarizes the average reflectance for various incident angles. Height effect on average reflectance of Si<sub>3</sub>N<sub>4 </sub>SWS at normal incident angle with <it>d </it>= 130 nm and <it>s </it>= 70 nm is also calculated, as shown in Figure <figr fid="F5">5</figr>. The resulting average reflectance of pyramid-shaped Si<sub>3</sub>N<sub>4 </sub>SWS nearly keeps lowest in comparison with the cylinder- and the right circular cone-shaped Si<sub>3</sub>N<sub>4 </sub>SWS as the structural height is ranging from 50 to 500 nm. Figure <figr fid="F6">6</figr> shows the reflectance dependence on the structural height and wavelength. The pyramid-shaped Si<sub>3</sub>N<sub>4 </sub>SWS has lower reflectance and less sensitivity on structure height in comparison with the cylinder-shaped Si<sub>3</sub>N<sub>4 </sub>SWS. Hence, the impact of process variation of structure height on solar cell performance is smaller for pyramid-shaped Si<sub>3</sub>N<sub>4 </sub>SWS. Based on solar spectrum at the sea level revealed in American Society for Testing and Materials (ASTM) Standard Tables for Reference Solar Spectral Irradiances: Direct Normal and Hemispherical 37 Tilted Surface <abbrgrp><abbr bid="B9">9</abbr></abbrgrp>, we further estimate the reflected power density (W/m<sup>2</sup>/nm) defined by reflectance times incident power density, as shown in Figure <figr fid="F7">7</figr>. The higher reflected power density of cylinder-shaped Si<sub>3</sub>N<sub>4 </sub>SWS (red line) indicates the less efficiency in the solar cell application. Therefore, normalized reflectance defined as</p>
<p><display-formula id="M8"><m:math xmlns:m="http://www.w3.org/1998/Math/MathML" name="1556-276X-7-196-i8"><m:mrow>
   <m:msub>
      <m:mrow>
         <m:mi>R</m:mi>
      </m:mrow>
      <m:mrow>
         <m:mstyle class="text">
            <m:mtext class="textsf" mathvariant="sans-serif">norm</m:mtext>
         </m:mstyle>
      </m:mrow>
   </m:msub>
   <m:mo class="MathClass-rel">&#8801;</m:mo>
   <m:mfrac>
      <m:mrow>
         <m:mstyle class="text">
            <m:mtext class="textsf" mathvariant="sans-serif">Reflected</m:mtext>
         </m:mstyle>
         <m:mspace class="thinspace" width="0.3em"/>
         <m:mstyle class="text">
            <m:mtext class="textsf" mathvariant="sans-serif">power</m:mtext>
         </m:mstyle>
         <m:mspace class="thinspace" width="0.3em"/>
         <m:mstyle class="text">
            <m:mtext class="textsf" mathvariant="sans-serif">density</m:mtext>
         </m:mstyle>
      </m:mrow>
      <m:mrow>
         <m:mstyle class="text">
            <m:mtext class="textsf" mathvariant="sans-serif">Incident</m:mtext>
         </m:mstyle>
         <m:mspace class="thinspace" width="0.3em"/>
         <m:mstyle class="text">
            <m:mtext class="textsf" mathvariant="sans-serif">power</m:mtext>
         </m:mstyle>
         <m:mspace class="thinspace" width="0.3em"/>
         <m:mstyle class="text">
            <m:mtext class="textsf" mathvariant="sans-serif">density</m:mtext>
         </m:mstyle>
      </m:mrow>
   </m:mfrac>
</m:mrow>
</m:math></display-formula></p>
<fig id="F4"><title><p>Figure 4</p></title><caption><p>Plots of the reflectance spectrum for the (a) cylinder- (b) circular-cone-, (c) and square-pyramid-shaped Si<sub>3</sub>N<sub>4 </sub>SWS with incident angles of 0&#176;, 15&#176;, 30&#176;, 45&#176;, and 60&#176;</p></caption><text>
   <p><b>Plots of the reflectance spectrum for the <b>(a) </b>cylinder- <b>(b) </b>circular-cone-, <b>(c) </b>and square-pyramid-shaped Si<sub>3</sub>N<sub>4 </sub>SWS with incident angles of 0&#176;, 15&#176;, 30&#176;, 45&#176;, and 60&#176;</b>.</p>
</text><graphic file="1556-276X-7-196-4" hint_layout="double"/></fig>
<tbl id="T1"><title><p>Table 1</p></title><caption><p>Summary of the average reflectance of Si<sub>3</sub>N<sub>4 </sub>SWS with various incident angles</p></caption><tblbdy cols="6">
      <r>
         <c ca="left">
            <p>
               <b>Average reflectance (%)</b>
            </p>
         </c>
         <c ca="left">
            <p>
               <b>0&#176;</b>
            </p>
         </c>
         <c ca="left">
            <p>
               <b>15&#176;</b>
            </p>
         </c>
         <c ca="left">
            <p>
               <b>30&#176;</b>
            </p>
         </c>
         <c ca="left">
            <p>
               <b>45&#176;</b>
            </p>
         </c>
         <c ca="left">
            <p>
               <b>60&#176;</b>
            </p>
         </c>
      </r>
      <r>
         <c cspan="6">
            <hr/>
         </c>
      </r>
      <r>
         <c ca="left">
            <p>Cylinder shape</p>
         </c>
         <c ca="left">
            <p>6.86</p>
         </c>
         <c ca="left">
            <p>6.70</p>
         </c>
         <c ca="left">
            <p>9.95</p>
         </c>
         <c ca="left">
            <p>23.13</p>
         </c>
         <c ca="left">
            <p>52.78</p>
         </c>
      </r>
      <r>
         <c ca="left">
            <p>Circular cone shape</p>
         </c>
         <c ca="left">
            <p>4.42</p>
         </c>
         <c ca="left">
            <p>3.64</p>
         </c>
         <c ca="left">
            <p>7.79</p>
         </c>
         <c ca="left">
            <p>26.68</p>
         </c>
         <c ca="left">
            <p>50.98</p>
         </c>
      </r>
      <r>
         <c ca="left">
            <p>Square pyramid shape</p>
         </c>
         <c ca="left">
            <p>3.47</p>
         </c>
         <c ca="left">
            <p>3.15</p>
         </c>
         <c ca="left">
            <p>8.88</p>
         </c>
         <c ca="left">
            <p>24.40</p>
         </c>
         <c ca="left">
            <p>51.44</p>
         </c>
      </r>
   </tblbdy></tbl>
<fig id="F5"><title><p>Figure 5</p></title><caption><p>Plot of the average reflectance among the studied three shapes of Si<sub>3</sub>N<sub>4 </sub>SWS with heights varying from 50 to 500 nm</p></caption><text>
   <p><b>Plot of the average reflectance among the studied three shapes of Si<sub>3</sub>N<sub>4 </sub>SWS with heights varying from 50 to 500 nm</b>.</p>
</text><graphic file="1556-276X-7-196-5" hint_layout="single"/></fig>
<fig id="F6"><title><p>Figure 6</p></title><caption><p>3D view for the height effect on the reflectance with respect to different wavelength</p></caption><text>
   <p><b>3D view for the height effect on the reflectance with respect to different wavelength</b>. <b>(a) </b>The pyramid-shaped Si<sub>3</sub>N<sub>4 </sub>SWS has lower reflectance and less sensitivity on structure height in comparison with <b>(b) </b>the cylinder-shaped Si<sub>3</sub>N<sub>4 </sub>SWS.</p>
</text><graphic file="1556-276X-7-196-6" hint_layout="single"/></fig>
<fig id="F7"><title><p>Figure 7</p></title><caption><p>Plot of the reflected power density among three different shapes</p></caption><text>
   <p><b>Plot of the reflected power density among three different shapes</b>.</p>
</text><graphic file="1556-276X-7-196-7" hint_layout="single"/></fig>
<p>reveals the real power efficiency applied in the solar cell application. Figure <figr fid="F8">8</figr> shows the normalized reflectance for the cylinder-, right circular cone-, and square pyramid-shaped Si<sub>3</sub>N<sub>4 </sub>SWS, respectively. The square pyramid-shaped Si<sub>3</sub>N<sub>4 </sub>SWS again shows the lowest normalized reflectance 3.13% while the cylinder- and the right circular cone-shaped Si<sub>3</sub>N<sub>4 </sub>SWSs have 6.66 and 4.12%, respectively.</p>
<fig id="F8"><title><p>Figure 8</p></title><caption><p>Plot of reflectance with and without considering incident solar spectrum at sea level</p></caption><text>
   <p><b>Plot of reflectance with and without considering incident solar spectrum at sea level</b>.</p>
</text><graphic file="1556-276X-7-196-8" hint_layout="single"/></fig>
</sec>
<sec><st><p>4. Conclusions</p></st>
<p>In this study, the reflective property of unit cell with a validated Floquet boundary condition has been calculated using a full 3D FE simulation. Considering various incidence angles and height effect on three experimentally observed structural shapes of Si<sub>3</sub>N<sub>4 </sub>SWS, we have concluded that the pyramid-shaped Si<sub>3</sub>N<sub>4 </sub>SWS has best reflective property in the analysis of morphological effect. Compared with the results of RCWA, the reflective property calculated by the full 3D FEM is significantly deviated from the results from RCWA, giving the hint that a detailed and comprehensive methodology is dispensable for the design of Si<sub>3</sub>N<sub>4 </sub>SWS. The results of computed reflectance, reflected power density, and normalized reflectance have shown that the pyramid shape of SWS may have the best reflectance property in the optical region from 400 to 1000 nm which is useful for silicon solar cell applications. The optimized pyramid-shaped Si<sub>3</sub>N<sub>4 </sub>SWS is currently under plan for implementation with silicon solar cells.</p>
</sec>
<sec><st><p>Abbreviations</p></st>
<p>3D: three-dimensional; ARC: antireflection coating; FEM: finite element method; RCWA: rigorous coupled-wave analysis; Si<sub>3</sub>N<sub>4</sub>: silicon nitride; SLAR: single layer; SWS: subwavelength structure.</p>
</sec>
<sec><st><p>Competing interests</p></st>
<p>The authors declare that they have no competing interests.</p>
</sec>
<sec><st><p>Authors' contributions</p></st>
<p>M-YL, H-WC, and Z-LL performed the numerical simulation and data analysis, YL conducted whole study including manuscript preparation. All the authors read and approved the final manuscript.</p>
</sec>
</bdy>
<bm>
<ack>
<sec><st><p>Acknowledgements</p></st>
<p>This study was supported in part by the Taiwan National Science Council under contract Nos. NSC-99-2221-E-009-175 and NSC-100-2221-E-009-018.</p>
</sec>
</ack>
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</bm>
</art>