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<front>
<journal-meta>
<journal-id journal-id-type="pmc">FDMP</journal-id>
<journal-id journal-id-type="nlm-ta">FDMP</journal-id>
<journal-id journal-id-type="publisher-id">FDMP</journal-id>
<journal-title-group>
<journal-title>Fluid Dynamics &#x0026; Materials Processing</journal-title>
</journal-title-group>
<issn pub-type="epub">1555-2578</issn>
<issn pub-type="ppub">1555-256X</issn>
<publisher>
<publisher-name>Tech Science Press</publisher-name>
<publisher-loc>USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">46828</article-id>
<article-id pub-id-type="doi">10.32604/fdmp.2024.046828</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Study on the Relationship between Structural Aspects and Aerodynamic Characteristics of Archimedes Spiral Wind Turbines</article-title><alt-title alt-title-type="left-running-head">Study on the Relationship Between Structural Aspects and Aerodynamic Characteristics of Archimedes Spiral Wind Turbines</alt-title><alt-title alt-title-type="right-running-head">Study on the Relationship Between Structural Aspects and Aerodynamic Characteristics of Archimedes Spiral Wind Turbines</alt-title>
</title-group>
<contrib-group>
<contrib id="author-1" contrib-type="author" corresp="yes">
<name name-style="western"><surname>Dai</surname><given-names>Yuanjun</given-names></name>
<xref ref-type="aff" rid="aff-1">1</xref>
<xref ref-type="aff" rid="aff-2">2</xref>
<xref ref-type="aff" rid="aff-3">3</xref><email>daiyj@sdju.edu.cn</email>
</contrib>
<contrib id="author-2" contrib-type="author">
<name name-style="western"><surname>Deng</surname><given-names>Zetao</given-names></name>
<xref ref-type="aff" rid="aff-1">1</xref>
</contrib>
<contrib id="author-3" contrib-type="author">
<name name-style="western"><surname>Li</surname><given-names>Baohua</given-names></name>
<xref ref-type="aff" rid="aff-2">2</xref>
</contrib>
<contrib id="author-4" contrib-type="author">
<name name-style="western"><surname>Zhong</surname><given-names>Lei</given-names></name>
<xref ref-type="aff" rid="aff-1">1</xref>
</contrib>
<contrib id="author-5" contrib-type="author">
<name name-style="western"><surname>Wang</surname><given-names>Jianping</given-names></name>
<xref ref-type="aff" rid="aff-1">1</xref>
</contrib>
<aff id="aff-1"><label>1</label><institution>Mechanical and Electrical Engineering Institue, Xinjiang Agricultural University</institution>, <addr-line>Urumqi, 830052</addr-line>, <country>China</country></aff>
<aff id="aff-2"><label>2</label><institution>College of Mechanics, Shanghai DianJi University</institution>, <addr-line>Shanghai, 201306</addr-line>, <country>China</country></aff>
<aff id="aff-3"><label>3</label><institution>School of Energy Engineering, Xinjiang Institute of Engineering</institution>, <addr-line>Urumqi, 830023</addr-line>, <country>China</country></aff>
</contrib-group><author-notes><corresp id="cor1"><label>&#x002A;</label>Corresponding Author: Yuanjun Dai. Email: <email>daiyj@sdju.edu.cn</email></corresp></author-notes>
<pub-date date-type="collection" publication-format="electronic">
<year>2024</year></pub-date>
<pub-date date-type="pub" publication-format="electronic"><day>23</day><month>7</month><year>2024</year></pub-date>
<volume>20</volume>
<issue>7</issue>
<fpage>1517</fpage>
<lpage>1537</lpage>
<history>
<date date-type="received"><day>16</day><month>10</month><year>2023</year></date>
<date date-type="accepted"><day>07</day><month>2</month><year>2024</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2024 Dai et al.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Dai et al.</copyright-holder>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This work is licensed under a <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="TSP_FDMP_46828.pdf"></self-uri>
<abstract>
<p>A combined experimental and numerical research study is conducted to investigate the complex relationship between the structure and the aerodynamic performances of an Archimedes spiral wind turbine (ASWT). Two ASWTs are considered, a prototypical version and an improved version. It is shown that the latter achieves the best aerodynamic performance when the spread angles at the three sets of blades are <italic>&#x03B1;</italic><sub>1</sub> &#x003D; 30&#x00B0;, <italic>&#x03B1;</italic><sub>2</sub> &#x003D; 55&#x00B0;, <italic>&#x03B1;</italic><sub>3</sub> &#x003D; 60&#x00B0;, respectively and the blade thickness is 4 mm. For a velocity <italic>V</italic> &#x003D; 10 m/s, a tip speed ratio (<italic>TSR</italic>) &#x003D; 1.58 and 2, the maximum <italic>C</italic><sub><italic>P</italic></sub> values are 0.223 and 0.263 for the prototypical ASWT and improved ASWT, respectively, and the maximum <italic>C</italic><sub><italic>P</italic></sub> enhancement is 17.93%. For <italic>V</italic> &#x003D; 10 m/s and <italic>TSR</italic> &#x003D; 2, the <italic>C</italic><sub><italic>P</italic></sub> values of the prototypical ASWT and improved ASWT are 0.225 and 0.263, respectively, with an aerodynamic performance enhancement of 16.88%. Through mutual verification of the test outcomes and numerical results, it is concluded that the proposed approach can effectively lead to aerodynamic performance improvement.</p>
</abstract>
<kwd-group kwd-group-type="author">
<kwd>Archimedes spiral wind turbine</kwd>
<kwd>aerodynamic performance</kwd>
<kwd>numerical calculation</kwd>
</kwd-group>
<funding-group>
<award-group id="awg1">
<funding-source>National Natural Science Foundation of China</funding-source>
<award-id>51966018</award-id>
<award-id>51466015</award-id>
</award-group>
</funding-group>
</article-meta>
</front>
<body>
<sec id="s1">
<label>1</label>
<title>Introduction</title>
<p>From 2023 onwards, countries worldwide are emphasizing the reliability of energy supply. The emergence of solar panels, while costly to manufacture, prone to damage, and environmentally polluting, has prompted the search for ways to enhance the efficient use of energy, becoming a new consensus. Renewable energy systems [<xref ref-type="bibr" rid="ref-1">1</xref>] have been proposed to offer economically viable options for countries in developing regions that lack infrastructure like power grids [<xref ref-type="bibr" rid="ref-2">2</xref>&#x2013;<xref ref-type="bibr" rid="ref-4">4</xref>]. Wind energy, among these systems, stands out as a renewable and clean energy source with vast reserves and wide distribution, despite its low energy density and inherent instability. Given specific technical conditions, wind energy can be harnessed as a significant energy source. The technology for converting energy resources [<xref ref-type="bibr" rid="ref-5">5</xref>&#x2013;<xref ref-type="bibr" rid="ref-7">7</xref>] through wind turbines has rapidly advanced, although its implementation faces challenges, particularly in urban areas, due to technological limitations and space constraints.</p>
<p>Wind turbines typically follow the format of Horizontal Axis Wind Turbines (HAWT) and Vertical Axis Wind Turbines (VAWT) [<xref ref-type="bibr" rid="ref-8">8</xref>&#x2013;<xref ref-type="bibr" rid="ref-11">11</xref>]. Zhang et al. [<xref ref-type="bibr" rid="ref-12">12</xref>] utilized numerical simulation to study the changes in airfoil structure to evaluate the aerodynamic performance of VAWT under the optimal tip speed ratio. The results indicated that the optimized winglet structure could reduce the tip vortex size, thus improving aerodynamic efficiency. In another study, Zhang et al. [<xref ref-type="bibr" rid="ref-13">13</xref>] employed a CFD-based method to investigate how the maximum curvature of a three-dimensional airfoil structure along the chord direction affects the aerodynamic performance of a vertical-axis wind turbine. Building on these research ideas, the main focus of this paper is the Archimedes Spiral Wind Turbine (ASWT). ASWT is a novel wind turbine design concept based on the modeling idea of the Archimedes spiral equation. The designed spiral structure enables free airflow inside the blades. The three-bladed structure, combined with a 120&#x00B0; circumferential array distribution, incorporates features of both HAWT and VAWT, leveraging their drag and lift characteristics [<xref ref-type="bibr" rid="ref-14">14</xref>,<xref ref-type="bibr" rid="ref-15">15</xref>]. It has the speed regulation characteristics under the wider tip speed ratio (<italic>TSR</italic>) conditions, and the power coefficient value measured under the optimal tip speed ratio is the best. Hossam et al. [<xref ref-type="bibr" rid="ref-14">14</xref>] in this work by designing a shroud with a flange at its inlet during an optimization technique aims to maximize the coefficient of power (<italic>C</italic><sub><italic>p</italic></sub>). the results show that at <italic>TSR</italic> &#x003D; 2.5, the <italic>C</italic><sub><italic>p</italic></sub> value of the optimal enveloped ASWT is up to 0.502, which is 2.58 times that of the bare ASWT (<italic>C</italic><sub><italic>p</italic></sub> &#x003D; 0.195).</p>
<p>Currently, research on Archimedes Spiral Wind Turbines includes various studies. Chaudhary et al. [<xref ref-type="bibr" rid="ref-16">16</xref>] designed a yawing system that enables the ASWT to automatically face the direction of incoming wind during operation, achieving the optimal yaw angle for wind energy capture. They demonstrated that the Archimedes spiral wind turbine has the advantage of starting at a minimum incoming wind speed of 2.5 m/s. A comprehensive evaluation of its structural characteristics, with good passive yawing effects and low wind input, along with high torque characteristics, makes it applicable in urban areas. Rao et al. [<xref ref-type="bibr" rid="ref-17">17</xref>] studied its aerodynamic characteristics, conducting both numerical simulation and experimental studies on the Archimedes Wind Turbine (AWT) and Archimedes Airfoil Wind Turbine (AAWT). Song et al. [<xref ref-type="bibr" rid="ref-18">18</xref>] conducted numerical simulations on the ASWT at five different blade spread angles to predict its aerodynamic performance and wake characteristics. Kamal Ahmed et al. [<xref ref-type="bibr" rid="ref-19">19</xref>] compared the numerical simulation and test results of the S-series and NACA-series airfoils, finding a 26.88% improvement in aerodynamic performance over the prototypical ASWT. At present, the latest theoretical research analysis related to this wind turbine is about Kazem et al. [<xref ref-type="bibr" rid="ref-20">20</xref>] based on Archimedes screw turbines (AST), an effective physical model was established and the gray wolf algorithm was verified and compared. The results showed that the optimal values of inner diameter and outer diameter, pitch and ratio to outer diameter, inclination angle, and number of blades were 0.43&#x007E;0.56, 1&#x007E;1.2, 20&#x007E;22.5, and 2&#x007E;4, respectively, and the optimal optimization parameters were found. To prolong the service life of deep-water exploration equipment, it is necessary to develop a new hydrodynamic turbine with good self-starting capability to utilize low-speed current energy in a deep-water environment. Zhang et al. [<xref ref-type="bibr" rid="ref-21">21</xref>] proposed a new type of pipeless Archimedes screw turbine to improve the start-up performance of the system in low-speed current applications. The results showed that the maximum power coefficient and static torque coefficient of the optimized pipeless Archimedes screw turbine were increased by 36.7% and 143%, respectively compared with the initial design.</p>
<p>However, these studies are limited to the comparison of the angle changes of several sets of single models and do not fully consider the changes in the angle of system division and the analysis of the regular changes of related parameters. In the process of modification, according to the change law of ASWT performance parameters, the movement of the pressure surface area is caused by the modification of ASWT. Therefore, in addition to the strict division of the inclination angle specified on the helix equation in the physical modeling process, the researchers should also ensure a fixed distance between the pitches to explore the influence of the blade spread angle on the aerodynamic performance of ASWT. This paper proposes a geometric-physical model for measuring ASWT. Firstly, the design method of the ASWT model is introduced. Unlike traditional methods, this approach combines voltage and current test results to characterize changes in power. Subsequently, numerical simulations of ASWT with different structures were considered, and the simulation results were compared with the experimental results. Finally, the experimental and numerical methods used in this paper are summarized and prospected.</p>
<p>The distribution of the structure in this paper is mainly as follows: the <xref ref-type="sec" rid="s2">Section 2</xref> describes the design and manufacturing methods of the blade structure. The <xref ref-type="sec" rid="s3">Section 3</xref> introduces the planning of test methods and equipment. <xref ref-type="sec" rid="s4">Section 4</xref> mainly discusses the prototypical ASWT and the improved ASWT with the comparison of simulation cases and test results to characterize their aerodynamic properties. Finally, <xref ref-type="sec" rid="s6">Section 6</xref> draws conclusions.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Blade Design and Manufacturing</title>
<p>In this study, the aerodynamic performance of a prototypical Archimedes Spiral Wind Turbine (ASWT) with a fixed spread angle and an ASWT with a variable blade spread angle is compared and analyzed. The ASWT with the spread angle corresponding to the best aerodynamic performance is determined. Based on achieving the optimal aerodynamic performance working condition, the noise characteristics of the ASWT before and after modification are experimentally calculated.</p>
<p>A prototypical ASWT was designed using UG NX12.0 software to serve as an effective reference for modeling the aerodynamic performance evaluation and numerical simulation of the ASWT. Firstly, the parameters for blade spreading angle and blade helix angle are determined, with the blade diameter of the prototypical ASWT set at 360 mm, and the helix angle ranging from 0&#x00B0; to 360&#x00B0;. The blade spread angle is independent of the helix angle. As depicted in <xref ref-type="fig" rid="fig-1">Fig. 1a</xref>, the blade helix angle is determined by establishing three equidistant points in the range of 0&#x00B0; to 360&#x00B0; according to Archimedes&#x2019; helix equation. The blade spread angle, expressed as <italic>&#x03B1;</italic><sub><italic>1</italic></sub>, <italic>&#x03B1;</italic><sub><italic>2</italic></sub>, <italic>&#x03B1;</italic><sub><italic>3</italic></sub>, represents the angle between the blade and the rotating axis, as illustrated in <xref ref-type="fig" rid="fig-1">Fig. 1b</xref>. For the design of the single-blade structure, <italic>&#x03B1;</italic><sub><italic>3</italic></sub> is positioned at a helix angle of 0&#x00B0;, <italic>&#x03B1;</italic><sub><italic>2</italic></sub> at 120&#x00B0;, and <italic>&#x03B1;</italic><sub><italic>1</italic></sub> at 240&#x00B0; in the angular displacement plane. Finally, the study of the ASWT is crucial by utilizing the spread angle parameters of three different sets of blades Nawar et al. [<xref ref-type="bibr" rid="ref-22">22</xref>] designed three Prototypical ASWT models with a fixed spread angle of 60&#x00B0; and three improved ASWT models with variable the spread angles of <italic>&#x03B1;</italic><sub><italic>1</italic></sub> &#x003D; 30&#x00B0;, <italic>&#x03B1;</italic><sub><italic>2</italic></sub> &#x003D; 45&#x00B0;, <italic>&#x03B1;</italic><sub><italic>3</italic></sub> &#x003D; 60&#x00B0;. Next, we will subdivide the group angles and perform a grouped blade design. As shown in <xref ref-type="table" rid="table-1">Table 1</xref>, the blade design parameters of the prototypical ASWT involved in this paper include a blade thickness (<italic>t</italic>) of 4 mm, length-to-diameter ratio (<italic>L/D</italic>) of 0.90, wind turbine diameter (<italic>D</italic>) of 360 mm, the number of blades (<italic>B</italic>) of 3, the spread angle <italic>&#x03B1;</italic><sub><italic>1</italic></sub> &#x003D; <italic>&#x03B1;</italic><sub><italic>2</italic></sub> &#x003D; <italic>&#x03B1;</italic><sub><italic>3</italic></sub> &#x003D; 60&#x00B0; for the three groups of blades, fixed pitch (<italic>s</italic>) of 126 mm, and the diameter of the rotating shaft (d) of 35 mm, as shown in <xref ref-type="fig" rid="fig-1">Figs. 1a</xref> and <xref ref-type="fig" rid="fig-1">1b</xref>. The blade design parameters of the improved ASWT include a blade thickness (<italic>t</italic>) of 4 mm, a length-to-diameter ratio (<italic>L/D</italic>) of 0.90, wind turbine diameter (<italic>D</italic>) of 360 mm, number of blades (<italic>B</italic>) of 3, the spread angles <italic>&#x03B1;</italic><sub><italic>1</italic></sub> &#x003D; 30&#x00B0;, <italic>&#x03B1;</italic><sub><italic>2</italic></sub> &#x003D; 55&#x00B0;, <italic>&#x03B1;</italic><sub><italic>3</italic></sub> &#x003D; 60&#x00B0; at three sets of blades, fixed pitch (<italic>s</italic>) of 96 mm, and rotating axis (<italic>d</italic>) of 35 mm, as shown in <xref ref-type="fig" rid="fig-2">Fig. 2a</xref>. The light-cured 3D printing setup parameters include a layer thickness of 0.05 mm, an exposure time of 6 s bottom exposure time of 50 s, anti-aliasing level of 8, support infill density of 20%, and an overall blade model infill density of 100%. The solid models before and after the improvement required for the experiment were light-cured 3D printed using Stereo Lithography Appearance (SLA) [<xref ref-type="bibr" rid="ref-23">23</xref>].</p>
<fig id="fig-1">
<label>Figure 1</label>
<caption>
<title>Prototypical ASWT geometry model parameters and printed model</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_46828-fig-1.tif"/>
</fig><table-wrap id="table-1"><label>Table 1</label>
<caption>
<title>Blade parameters</title></caption>
<table><colgroup>
<col/>
<col/>
<col/>
</colgroup>
<thead>
<tr>
<th>Items</th>
<th>Prototypical ASWT</th>
<th>Improved ASWT</th>
</tr>
</thead>
<tbody>
<tr>
<td>Blade thickness</td>
<td><italic>t</italic> &#x003D; 4 mm</td>
<td><italic>t</italic> &#x003D; 4 mm</td>
</tr>
<tr>
<td>Number of blades</td>
<td><italic>B</italic> &#x003D; 3</td>
<td><italic>B</italic> <bold>&#x003D; </bold><italic>3</italic></td>
</tr>
<tr>
<td>Aspect ratio</td>
<td><italic>L/D</italic> &#x003D; 0.90</td>
<td><italic>L/D</italic> &#x003D; 0.90</td>
</tr>
<tr>
<td>Diameter of wind turbine</td>
<td><italic>D</italic> &#x003D; 360 mm</td>
<td><italic>D</italic> &#x003D; 360 mm</td>
</tr>
<tr>
<td>1st blade spread angle</td>
<td><italic>&#x03B1;</italic><sub><italic>1</italic></sub> &#x003D; 60&#x00B0;</td>
<td><italic>&#x03B1;</italic><sub><italic>1</italic></sub> &#x003D; 30&#x00B0;</td>
</tr>
<tr>
<td>2nd blade spread angle</td>
<td><italic>&#x03B1;</italic><sub><italic>2</italic></sub> &#x003D; 60&#x00B0;</td>
<td><italic>&#x03B1;</italic><sub><italic>2</italic></sub> &#x003D; 55&#x00B0;</td>
</tr>
<tr>
<td>3rd blade spread angle</td>
<td><italic>&#x03B1;</italic><sub><italic>3</italic></sub> &#x003D; 60&#x00B0;</td>
<td><italic>&#x03B1;</italic><sub><italic>3</italic></sub> &#x003D; 60&#x00B0;</td>
</tr>
<tr>
<td>Fixed-pitch</td>
<td><italic>s</italic> &#x003D; 126 mm</td>
<td><italic>s</italic> &#x003D; 96 mm</td>
</tr>
<tr>
<td>The diameter of the rotating shaft</td>
<td><italic>d</italic> &#x003D; 35 mm</td>
<td><italic>d</italic> &#x003D; 35 mm</td>
</tr>
<tr>
<td>Material</td>
<td>SLA</td>
<td>SLA</td>
</tr>
</tbody>
</table>
</table-wrap><fig id="fig-2">
<label>Figure 2</label>
<caption>
<title>Parameters of improved ASWT geometric model and printed model</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_46828-fig-2.tif"/>
</fig>
</sec>
<sec id="s3">
<label>3</label>
<title>Test Equipment and Methods</title>
<p>The test was conducted in the Key Laboratory of Efficient Energy Utilization of Xinjiang Institute of Engineering (Urumqi, Xinjiang, China). The testing was performed in a low-speed wind tunnel, specifically, the DZS-1400 &#x00D7; 1400/2000 &#x00D7; 2000-I low-speed wind tunnel, which is comprised of an open section (the first test section) and a closed section (the second test section). As the external dimensions of the wind turbine were designed to be that of an Archimedes spiral wind turbine, the aerodynamic performance test was carried out in the closed section of the second test section, as illustrated in <xref ref-type="fig" rid="fig-3">Figs. 3</xref> and <xref ref-type="fig" rid="fig-4">4</xref>.</p>
<fig id="fig-3">
<label>Figure 3</label>
<caption>
<title>Schematic diagram of the wind tunnel and related installation test locations</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_46828-fig-3.tif"/>
</fig><fig id="fig-4">
<label>Figure 4</label>
<caption>
<title>Wind turbines installation and testing platform in closed wind tunnel test section</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_46828-fig-4.tif"/>
</fig>
<sec id="s3_1">
<label>3.1</label>
<title>Aerodynamic Characteristics and Measuring Equipment</title>
<sec id="s3_1_1">
<label>3.1.1</label>
<title>Aerodynamic Characteristics</title>
<p>The aerodynamic characteristics of an ASWT are usually described by a set of dimensionless aerodynamic performance curves [<xref ref-type="bibr" rid="ref-24">24</xref>].</p>
<p>The ASWT test torque is calculated from <xref ref-type="disp-formula" rid="eqn-1">Eq. (1)</xref>:<disp-formula id="eqn-1"><label>(1)</label>
<mml:math id="mml-eqn-1" display="block"><mml:mi>T</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi>P</mml:mi><mml:mrow><mml:mover><mml:mi>&#x03C9;</mml:mi><mml:mo>&#x00B4;</mml:mo></mml:mover></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</disp-formula>where <italic>T</italic> is the generated torque, <italic>P</italic> is the output power, and &#x03C9; is the angular velocity of the wind turbine.</p>
<p>The power coefficient <xref ref-type="disp-formula" rid="eqn-2">Eq. (2)</xref>, the torque coefficient <xref ref-type="disp-formula" rid="eqn-3">Eq. (3)</xref>, the force coefficient <xref ref-type="disp-formula" rid="eqn-4">Eq. (4)</xref>, and the tip speed ratio <xref ref-type="disp-formula" rid="eqn-5">Eq. (5)</xref> can be calculated from the following equations:<disp-formula id="eqn-2"><label>(2)</label>
<mml:math id="mml-eqn-2" display="block"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mi>P</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi>P</mml:mi><mml:mrow><mml:mn>0.5</mml:mn><mml:mi>&#x03C1;</mml:mi><mml:mi>S</mml:mi><mml:mrow><mml:msup><mml:mi>V</mml:mi><mml:mn>3</mml:mn></mml:msup></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</disp-formula><disp-formula id="eqn-3"><label>(3)</label>
<mml:math id="mml-eqn-3" display="block"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mi>T</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi>T</mml:mi><mml:mrow><mml:mn>0.5</mml:mn><mml:mi>&#x03C1;</mml:mi><mml:mi>S</mml:mi><mml:mrow><mml:msup><mml:mi>V</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow><mml:mi>R</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</disp-formula><disp-formula id="eqn-4"><label>(4)</label>
<mml:math id="mml-eqn-4" display="block"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mi>d</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mi>X</mml:mi></mml:msub></mml:mrow></mml:mrow><mml:mrow><mml:mn>0.5</mml:mn><mml:mi>&#x03C1;</mml:mi><mml:mi>S</mml:mi><mml:mrow><mml:msup><mml:mi>V</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</disp-formula><disp-formula id="eqn-5"><label>(5)</label>
<mml:math id="mml-eqn-5" display="block"><mml:mi>T</mml:mi><mml:mi>S</mml:mi><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi>&#x03C9;</mml:mi><mml:mi>R</mml:mi></mml:mrow><mml:mi>&#x03BD;</mml:mi></mml:mfrac></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mn>2</mml:mn><mml:mi>&#x03C0;</mml:mi><mml:mi>R</mml:mi><mml:mrow><mml:mi mathvariant="normal">n</mml:mi></mml:mrow></mml:mrow><mml:mi>&#x03BD;</mml:mi></mml:mfrac></mml:mrow></mml:mstyle></mml:mstyle></mml:math>
</disp-formula>where <italic>V</italic> is the incoming wind speed, and S is the swept area of the wind turbine when it is facing the incoming wind. &#x03C1; is the air density (&#x03C1; &#x003D; 1.225 &#x00D7; 10<sup>&#x2212;5</sup> kg/m<sup>3</sup>).</p>
</sec>
<sec id="s3_1_2">
<label>3.1.2</label>
<title>Aerodynamic Measuring Equipment</title>
<p>The measurement equipment includes a power analyzer, as shown in <xref ref-type="fig" rid="fig-5">Fig. 5</xref>, of type NORMA 4000CN. It has a maximum input voltage of CATII 1000 V and a maximum input current of CATII 1000 A, with an accuracy of &#x00B1;0.2%. The power values obtained are accurate to two decimal places, which can be used to satisfy the test process by completely measuring the rotational speed and the output power of the ASWT under different working conditions. Aerodynamic performance tests are conducted at a distance from the ASWT. The experiments were conducted in the closed section, specifically 10D from the left side of the open section. The power analyzer and load meter were used in series, and the electronic load meter is shown in <xref ref-type="fig" rid="fig-5">Fig. 5</xref>, of type IT8512A&#x002B;.</p>
<fig id="fig-5">
<label>Figure 5</label>
<caption>
<title>Aerodynamic characteristics and noise measurement process with related equipment: power analyzer type NORMA 4000CN and electronic load meter type IT8512A&#x002B;</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_46828-fig-5.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Numerical Calculations and Analysis</title>
<p>The geometrical model structure of the ASWT was parametrically designed in UG NX12.0 by establishing the Archimedean helix equation. The designed model was imported into Spaceclaim software for area delineation pre-processing, and then imported into ICEM CFD 2020 R2 and ANSYS-Fluent 2020 R2 Meshing software for structural meshing in the stationary domain and non-structural meshing in the rotating domain, respectively. Finally, the meshes of the two regions were overlapped and imported into the ANSYS-Fluent 2020 R2 solver for the steady-state solution.</p>
<sec id="s4_1">
<label>4.1</label>
<title>Calculation of the Area Division</title>
<sec id="s4_1_1">
<label>4.1.1</label>
<title>CFD Meshing</title>
<p>The ANSYS-Fluent 2020 R2 software provides a feasible approach to establishing a reasonable meshing and calculation for this computational domain. To obtain accurate calculation results, the meshes in the stationary and rotating domains are refined, respectively. The ANSYS-Fluent 2020 R2 solver, which employs the Navier-Stokes equations (RANS) and the Finite Volume Method (FVM), is capable of meeting the requirements for the accurate prediction of flow fields in the stationary and rotating domains. The rotation domain mesh is refined to ensure the accuracy of predicting the flow field. Additionally, <xref ref-type="fig" rid="fig-6">Fig. 6</xref> shows boundary condition settings, such as velocity inlets and pressure outlets.</p>
<fig id="fig-6">
<label>Figure 6</label>
<caption>
<title>Physical model area division</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_46828-fig-6.tif"/>
</fig>
<p>In <xref ref-type="fig" rid="fig-6">Fig. 6</xref>, the stationary domain section features a rectangular cross-section (5D), where &#x201C;D&#x201D; represents five times the turbine diameter, serving as the velocity inlet. With the downwind direction as the reference, the stationary domain area is delineated both in front of and behind the rotating area, denoted as (5D) and (10D), respectively. The rotating domain dimensions are divided by a cylindrical region with a height of (1.6D) and diameter of (2D). This division is to ensure that the mesh around the blades maintains a skewness less than 0.7 and to guarantee that the final generated body mesh has a minimum orthogonal mass greater than 0.2. The wind speeds flowing through the stationary domain are 4, 6, 8, and 10 m/s, respectively. To obtain accurate calculated values, the above channel data were constructed based on the reference values recommended by Zhang et al. [<xref ref-type="bibr" rid="ref-12">12</xref>]. The actual wind tunnel closed section model.</p>
<p>The meshing of the complete computational region is illustrated in <xref ref-type="fig" rid="fig-7">Fig. 7a</xref>. Notably, the inflation layer cells around the blade peripheral surface and near the rotating axis surface, as well as the Prism cells, are highlighted in <xref ref-type="fig" rid="fig-7">Fig. 7b</xref>. The model cell mesh region conditions are based on the method of the rotating coordinate system (MRF). The delineated mesh regions in ANSYS-Fluent include the stationary domain and encrypted region, the rotating domain and mesh interface, the blade surface mesh, and the expansion layer mesh.</p>
<fig id="fig-7">
<label>Figure 7</label>
<caption>
<title>(a) Complete computational domain mesh, (b) Prism layer mesh</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_46828-fig-7.tif"/>
</fig>
<p>In this case, the growth rate of all the blades and the rotating axis boundary is 1.2. The height of the first layer is 2 &#x00D7; 10<sup>&#x2212;5</sup> m. The direction of the incoming flow is distributed in the normal direction, so the number of layers of the prismatic layer around the blades is set to 18 to ensure computational convergence, all of which remain unchanged in the mesh independence verification, as shown in <xref ref-type="table" rid="table-2">Table 2</xref>. To ensure that the changes in the size of the cell do not affect the accuracy of the results of the calculations. The gradual incremental increase in the number of grids obtained is 4543073, 7667253, 5321106, and 6276041 cells. All the models above keep <italic>y<sup>&#x002B;</sup></italic> &#x003C; 1 for calculation. The relative error is a minimum of 0.1803%, as shown in <xref ref-type="table" rid="table-2">Table 2</xref>. The prototypical ASWT has a total of 6276041 grid cells, of which the static domain grid cells are about 2701284. The rotational domain grid cells are about 3574757, and the relative error of the grid is 0.1803%, indicating sufficient computational accuracy.</p>
<table-wrap id="table-2"><label>Table 2</label>
<caption>
<title>Mesh-independent verification</title></caption>
<table><colgroup>
<col/>
<col/>
<col/>
<col/>
</colgroup>
<thead>
<tr>
<th>No.</th>
<th>Number of CFD cells</th>
<th>Torque coefficient</th>
<th>Correlation error %</th>
</tr>
</thead>
<tbody>
<tr>
<td>1</td>
<td>4543073</td>
<td>0.189773</td>
<td>1.3407</td>
</tr>
<tr>
<td>2</td>
<td>5321106</td>
<td>0.191708</td>
<td>0.3348</td>
</tr>
<tr>
<td>3</td>
<td>6276041</td>
<td>0.192005</td>
<td>0.1803</td>
</tr>
<tr>
<td>4</td>
<td>7667253</td>
<td>0.192352</td>
<td>0</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>CFD Turbulence Model Setup</title>
<p>To be able to accurately predict the aerodynamic performance of a prototypical ASWT, the model solution is initially simulated using the RANS equations for the flow field. The numerical solution of the moments is obtained after the convergence of the flow field [<xref ref-type="bibr" rid="ref-25">25</xref>]. Since the flow velocity of the ASWT wind turbine studied in this paper is lower than the Mach number (Ma) of 0.3, it can be simulated as a steady-state incompressible flow by considering the effect of viscous forces on it. The constant coefficients in the SST k-&#x03C9; model are shown in <xref ref-type="table" rid="table-3">Table 3</xref>.</p>
<table-wrap id="table-3"><label>Table 3</label>
<caption>
<title>Constant coefficients in the SST k-&#x03C9; model</title></caption>
<table><colgroup>
<col/>
<col/>
</colgroup>
<thead>
<tr>
<th>Model constants</th>
<th>Value</th>
</tr>
</thead>
<tbody>
<tr>
<td>&#x03B1;&#x002A;</td>
<td>1</td>
</tr>
<tr>
<td>&#x03B1;</td>
<td>0.52</td>
</tr>
<tr>
<td>&#x03B2;&#x002A;</td>
<td>0.09</td>
</tr>
<tr>
<td>&#x03B2;<sub>i, 1</sub></td>
<td>0.075</td>
</tr>
<tr>
<td>&#x03B2;<sub>i, 2</sub></td>
<td>0.0828</td>
</tr>
<tr>
<td>&#x03C3;<sub>k, 1</sub></td>
<td>1.176</td>
</tr>
<tr>
<td>&#x03C3;<sub>k, 2</sub></td>
<td>1</td>
</tr>
<tr>
<td>&#x03C3;<sub>&#x03C9;, 1</sub></td>
<td>2</td>
</tr>
<tr>
<td>&#x03C3;<sub>&#x03C9;, 2</sub></td>
<td>1.168</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Continuity <xref ref-type="disp-formula" rid="eqn-6">Eq. (6)</xref> [<xref ref-type="bibr" rid="ref-26">26</xref>]:<disp-formula id="eqn-6"><label>(6)</label>
<mml:math id="mml-eqn-6" display="block"><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mover><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mstyle></mml:math>
</disp-formula></p>
<p>Momentum <xref ref-type="disp-formula" rid="eqn-7">Eq. (7)</xref>:<disp-formula id="eqn-7"><label>(7)</label>
<mml:math id="mml-eqn-7" display="block"><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mover><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mover><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mrow><mml:mi mathvariant="normal">j</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:mi>&#x03C1;</mml:mi></mml:mfrac></mml:mrow><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mover><mml:mi>P</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mo>+</mml:mo><mml:mi>&#x03BD;</mml:mi><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mover><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mrow><mml:mi mathvariant="normal">j</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mover><mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:msup><mml:mrow><mml:mi>U</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:msup><mml:mrow><mml:mi>U</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">j</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mrow><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mrow><mml:mi mathvariant="normal">j</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:mstyle></mml:mstyle></mml:mstyle></mml:mstyle></mml:math>
</disp-formula></p>
<p>Reynolds stress tensor <xref ref-type="disp-formula" rid="eqn-8">Eq. (8)</xref>:<disp-formula id="eqn-8"><label>(8)</label>
<mml:math id="mml-eqn-8" display="block"><mml:mover><mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:msup><mml:mrow><mml:mi>U</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:msup><mml:mrow><mml:mi>U</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">j</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mrow><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mrow><mml:msub><mml:mi>&#x03BD;</mml:mi><mml:mi>t</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mover><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mover><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mrow><mml:mi mathvariant="normal">j</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:mstyle><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mn>2</mml:mn><mml:mn>3</mml:mn></mml:mfrac></mml:mrow><mml:mi>k</mml:mi><mml:mrow><mml:msub><mml:mi>&#x03B4;</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mstyle></mml:math>
</disp-formula><disp-formula id="eqn-9"><label>(9)</label>
<mml:math id="mml-eqn-9" display="block"><mml:mi>k</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:mn>2</mml:mn></mml:mfrac></mml:mrow><mml:mover><mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:msup><mml:mrow><mml:mi>U</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:msup><mml:mrow><mml:mi>U</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:mrow><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mstyle></mml:math>
</disp-formula>where <inline-formula id="ieqn-1">
<mml:math id="mml-ieqn-1"><mml:mover><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mover><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mrow><mml:mi mathvariant="normal">j</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:math>
</inline-formula> represent, the velocity vectors in <italic>i</italic> and <italic>j</italic> directions, respectively. <italic>P</italic> is the fluid pressure, <inline-formula id="ieqn-2">
<mml:math id="mml-ieqn-2"><mml:mi>&#x03C1;</mml:mi></mml:math>
</inline-formula> is the air density (without considering the heat generated by air friction), and <inline-formula id="ieqn-3">
<mml:math id="mml-ieqn-3"><mml:mover><mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:msup><mml:mrow><mml:mi>U</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:msup><mml:mrow><mml:mi>U</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">j</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mrow><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:math>
</inline-formula> is the Reynolds stress term generated by the motion of the fluid unit mass. <inline-formula id="ieqn-4">
<mml:math id="mml-ieqn-4"><mml:mrow><mml:msub><mml:mi>&#x03BD;</mml:mi><mml:mrow><mml:mi mathvariant="normal">t</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math>
</inline-formula> is called the vortex viscosity coefficient. <inline-formula id="ieqn-5">
<mml:math id="mml-ieqn-5"><mml:mrow><mml:msub><mml:mi>&#x03B4;</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math>
</inline-formula> is Kronecker delta.<disp-formula id="eqn-10"><label>(10)</label>
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</disp-formula></p>
<p><italic>k-&#x03C9;</italic> is <italic>SST</italic> based on the derivation of the <xref ref-type="disp-formula" rid="eqn-11">Eqs. (11)</xref>, <xref ref-type="disp-formula" rid="eqn-12">(12)</xref> shown below [<xref ref-type="bibr" rid="ref-27">27</xref>]:<disp-formula id="eqn-11"><label>(11)</label>
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</disp-formula><disp-formula id="eqn-12"><label>(12)</label>
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</disp-formula><disp-formula id="eqn-13"><label>(13)</label>
<mml:math id="mml-eqn-13" display="block"><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mo>&#x2212;</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:mover><mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:msup><mml:mrow><mml:mi>U</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:msup><mml:mrow><mml:mi>U</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:mrow><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mspace width="thinmathspace" /><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi>k</mml:mi><mml:mrow><mml:mi>&#x03C9;</mml:mi><mml:mi>&#x03B1;</mml:mi></mml:mrow></mml:mfrac></mml:mrow><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mi>&#x03C9;</mml:mi></mml:msub></mml:mrow></mml:mstyle></mml:mstyle></mml:math>
</disp-formula><disp-formula id="eqn-14"><label>(14)</label>
<mml:math id="mml-eqn-14" display="block"><mml:mrow><mml:msub><mml:mi>Y</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:msup><mml:mi>&#x03B2;</mml:mi><mml:mo>&#x2217;</mml:mo></mml:msup></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi mathvariant="normal">f</mml:mi></mml:mrow><mml:mi>&#x03B2;</mml:mi></mml:msub></mml:mrow><mml:mo>&#x22C5;</mml:mo><mml:mrow><mml:mi mathvariant="normal">k</mml:mi></mml:mrow><mml:mi>&#x03C9;</mml:mi></mml:math>
</disp-formula><disp-formula id="eqn-15"><label>(15)</label>
<mml:math id="mml-eqn-15" display="block"><mml:mrow><mml:msub><mml:mi>Y</mml:mi><mml:mi>&#x03C9;</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi mathvariant="normal">f</mml:mi></mml:mrow><mml:mi>&#x03B2;</mml:mi></mml:msub></mml:mrow><mml:mo>&#x22C5;</mml:mo><mml:mrow><mml:msup><mml:mi>&#x03C9;</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math>
</disp-formula><disp-formula id="eqn-16"><label>(16)</label>
<mml:math id="mml-eqn-16" display="block"><mml:mrow><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mrow><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mrow><mml:mrow><mml:mi mathvariant="normal">i</mml:mi><mml:mo>,</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:mrow></mml:msub></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mrow><mml:mrow><mml:mi mathvariant="normal">i</mml:mi><mml:mo>,</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:mrow></mml:msub></mml:mrow></mml:math>
</disp-formula></p>
<p><italic>G</italic><sub><italic>k</italic></sub> and <italic>G</italic><sub><italic>&#x03C9;</italic></sub> are represent the turbulent kinetic energy generated by the mean velocity gradient down <italic>k</italic> and <italic>&#x03C9;</italic>, respectively. <italic>Y</italic><sub><italic>k</italic></sub> and <italic>Y</italic><sub><italic>&#x03C9;</italic></sub> are represent the turbulent dissipation generated by <italic>k</italic> and <italic>&#x03C9;</italic>. <italic>S</italic><sub><italic>k</italic></sub> and <italic>S</italic><sub><italic>&#x03C9;</italic></sub> mean it is a user-defined source term, <italic>&#x0413;</italic><sub><italic>k</italic></sub> and <italic>&#x0413;</italic><sub><italic>&#x03C9;</italic></sub> are represent the effective diffusivity defining <italic>k</italic> and <italic>&#x03C9;</italic>, respectively.<disp-formula id="eqn-17"><label>(17)</label>
<mml:math id="mml-eqn-17" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="normal">&#x0393;</mml:mi><mml:mrow><mml:mi mathvariant="normal">k</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mi>&#x03BC;</mml:mi><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mi mathvariant="normal">t</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mrow><mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mi mathvariant="normal">k</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</disp-formula><disp-formula id="eqn-18"><label>(18)</label>
<mml:math id="mml-eqn-18" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="normal">&#x0393;</mml:mi><mml:mi>&#x03C9;</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mi>&#x03BC;</mml:mi><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mi mathvariant="normal">t</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mrow><mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>&#x03C9;</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</disp-formula><disp-formula id="eqn-19"><label>(19)</label>
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</disp-formula><disp-formula id="eqn-20"><label>(20)</label>
<mml:math id="mml-eqn-20" display="block"><mml:mrow><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>&#x03C9;</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mi>&#x03C9;</mml:mi><mml:mrow><mml:mo>,</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:mrow></mml:msub></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mi>&#x03C9;</mml:mi><mml:mrow><mml:mo>,</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:mrow></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</disp-formula></p>
<p>The turbulent viscosity is calculated as follows:<disp-formula id="eqn-21"><label>(21)</label>
<mml:math id="mml-eqn-21" display="block"><mml:mrow><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mi>t</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mrow><mml:msup><mml:mi>&#x03B1;</mml:mi><mml:mo>&#x2217;</mml:mo></mml:msup></mml:mrow><mml:mi>k</mml:mi></mml:mrow><mml:mi>&#x03C9;</mml:mi></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</disp-formula></p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Numerical Calculation Procedure</title>
<p>First, the steady-state solution is established by setting reference values for inlet velocity, windswept area, air density, and reference chord length to calculate torque and wind power coefficients. Second, the method employs the Coupled algorithm [<xref ref-type="bibr" rid="ref-19">19</xref>,<xref ref-type="bibr" rid="ref-28">28</xref>,<xref ref-type="bibr" rid="ref-29">29</xref>] using higher-order term relaxation to enhance the startup and general solution behavior of the flow simulation. The method couples pressure and velocity, and the spatial discretization gradient is based on the least squares cell. The convection and pressure terms are set to the second order. Since the rotational domain is a tetrahedral unstructured mesh, the momentum, turbulent kinetic energy, and turbulence dissipation rate are in the second-order windward format. The residuals are in the windward format. The convergence criterion is defined as 1 &#x00D7; 10<sup>&#x2212;6</sup>. The detection point at the center of the rotation axis is defined to monitor the trend of the moment change. After about 200 iterations, it is observed that the monitoring value does not tend to be smoothed with the change in the number of iterative steps, and the residual curve steadily decreases to the vicinity of 1 &#x00D7; 10<sup>&#x2212;6</sup>, indicating that the convergence condition is reached. The output of the steady-state flow results is torque. The steady-state computational parameter settings are shown in <xref ref-type="table" rid="table-4">Table 4</xref>.</p>
<table-wrap id="table-4"><label>Table 4</label>
<caption>
<title>CFD steady state numerical simulation parameter settings</title></caption>
<table><colgroup>
<col/>
<col/>
</colgroup>
<thead>
<tr>
<th>Parameters</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>Fluid area</td>
<td>Rectangular area containing the ASWT</td>
</tr>
<tr>
<td>Mesh type</td>
<td>Hexahedral Structured/Tetrahedral Unstructured Structured Mesh</td>
</tr>
<tr>
<td>Number of cells</td>
<td>6276041</td>
</tr>
<tr>
<td>Turbulence model</td>
<td>SST k-&#x03C9;</td>
</tr>
<tr>
<td>Materials (fluids)</td>
<td>Air</td>
</tr>
<tr>
<td>Inlet</td>
<td>Velocity</td>
</tr>
<tr>
<td>Outlet</td>
<td>Pressure</td>
</tr>
<tr>
<td>Cell Grid Area Condition</td>
<td>MRF</td>
</tr>
<tr>
<td>Rotor wall mesh type</td>
<td>No slip-wall</td>
</tr>
<tr>
<td>Residual criteria</td>
<td>1 &#x00D7; 10<sup>&#x2212;6</sup></td>
</tr>
<tr>
<td>Gradient</td>
<td>Least-squares unit</td>
</tr>
<tr>
<td>Pressure</td>
<td>Quadratic</td>
</tr>
<tr>
<td>Momentum</td>
<td>Second-order</td>
</tr>
<tr>
<td>Turbulent kinetic energy</td>
<td>Second-order</td>
</tr>
<tr>
<td>Turbulent dissipation rate</td>
<td>Second-order</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>Results and Discussion</title>
<sec id="s5_1">
<label>5.1</label>
<title>Aerodynamic Characterization</title>
<p>In this section, the primary focus is on the evaluation of the aerodynamic characteristics of the prototypical ASWT wind turbine and the improved ASWT.</p>
<sec id="s5_1_1">
<label>5.1.1</label>
<title>Prototypical ASWT Aerodynamic Performance Evaluation</title>
<p>An error analysis of the actual measurement results is also a crucial step. Test errors may arise from imperfections in the test program, personal reading errors, instrument errors, and various other factors. Taylor&#x2019;s theory is employed for the error analysis of the measurement results. The findings indicate that the relative errors of the torque coefficients at 10 and 8 m/s are 1.44% and 0.90%, respectively, and the errors of the power coefficients at 10 and 8 m/s are 98.56% and 99.1%, respectively.<disp-formula id="eqn-22"><label>(22)</label>
<mml:math id="mml-eqn-22" display="block"><mml:mrow><mml:msub><mml:mrow><mml:mi mathvariant="normal">u</mml:mi></mml:mrow><mml:mi>M</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:msup><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>M</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:msup><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>M</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow><mml:mo>+</mml:mo><mml:mo>.</mml:mo><mml:mo>.</mml:mo><mml:mo>.</mml:mo><mml:mo>+</mml:mo><mml:mrow><mml:msup><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>M</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:msqrt></mml:math>
</disp-formula>where <italic>M</italic> is the measured result, <inline-formula id="ieqn-6">
<mml:math id="mml-ieqn-6"><mml:mi>x</mml:mi></mml:math>
</inline-formula> is the variable, <inline-formula id="ieqn-7">
<mml:math id="mml-ieqn-7"><mml:mi>&#x03BC;</mml:mi></mml:math>
</inline-formula> and is the error.<disp-formula id="eqn-23"><label>(23)</label>
<mml:math id="mml-eqn-23" display="block"><mml:mi>R</mml:mi><mml:mi>E</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mn>100</mml:mn></mml:mrow><mml:mi>n</mml:mi></mml:mfrac></mml:mrow><mml:munderover><mml:mo movablelimits="false">&#x2211;</mml:mo><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:munderover><mml:mrow><mml:mrow><mml:mo>|</mml:mo><mml:mrow><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mo>,</mml:mo><mml:mi>e</mml:mi><mml:mi>x</mml:mi><mml:mi>p</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mi>u</mml:mi><mml:mi>m</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mrow><mml:mrow><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mi>u</mml:mi><mml:mi>m</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:mrow><mml:mo>|</mml:mo></mml:mrow></mml:mrow></mml:mstyle></mml:math>
</disp-formula></p>
<p>Here, the relative error is <italic>RE</italic>, <inline-formula id="ieqn-8">
<mml:math id="mml-ieqn-8"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mo>,</mml:mo><mml:mi>e</mml:mi><mml:mi>x</mml:mi><mml:mi>p</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math>
</inline-formula> is the tested wind power coefficient, <inline-formula id="ieqn-9">
<mml:math id="mml-ieqn-9"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mi>u</mml:mi><mml:mi>m</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math>
</inline-formula> is the calculated power coefficient, <italic>i</italic> is the number of times it was tested, <italic>n</italic> and is the number of total measurements.</p>
<p>The prototypical ASWT is initially validated numerically at steady incoming wind speeds of 4, 6, 8, and 10 m/s. <xref ref-type="fig" rid="fig-8">Figs. 8</xref> and <xref ref-type="fig" rid="fig-9">9</xref> illustrate the comparison between the experimental and numerically calculated results for <italic>C</italic><sub><italic>T</italic></sub> and <italic>C</italic><sub><italic>p</italic></sub>, respectively. The results demonstrate a good agreement between the experimental values and the numerically calculated results in the corresponding <italic>TSR</italic> range at different wind speeds of 4, 6, 8, and 10 m/s.</p>
<fig id="fig-8">
<label>Figure 8</label>
<caption>
<title>Experimental and numerical results of <italic>C</italic><sub><italic>T</italic></sub> in different <italic>TSR</italic> ranges</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_46828-fig-8.tif"/>
</fig><fig id="fig-9">
<label>Figure 9</label>
<caption>
<title>Experimental and numerical results of <italic>C</italic><sub><italic>P</italic></sub> in different <italic>TSR</italic> ranges</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_46828-fig-9.tif"/>
</fig>
<p>The predicted values of <italic>C</italic><sub><italic>T</italic></sub> and <italic>C</italic><sub><italic>p</italic></sub> were found to be slightly higher than those measured experimentally for the low wind conditions 6 and 8 m/s. To prevent the accumulation of excessive turbulent kinetic energy in the stagnation region, the SST k-&#x03C9; turbulence model [<xref ref-type="bibr" rid="ref-30">30</xref>] is constrained by the use of the Kato-Launder limiter [<xref ref-type="bibr" rid="ref-26">26</xref>,<xref ref-type="bibr" rid="ref-30">30</xref>]. Under operating conditions with wind speeds up to 10 m/s, the numerical and experimental results agreed when the production limiting correction factor was applied. At high wind speeds of 10 m/s, where the Reynolds number reaches 2.47 &#x00D7; 10<sup>5</sup>, and the flow is in a fully developed turbulent state, the SST k-&#x03C9; turbulence model alone is sufficient for accurate performance prediction of the ASWT.</p>
<p>However, in the transition region with Reynolds numbers of 1.48 &#x00D7; 10<sup>5</sup> and 1.98 &#x00D7; 10<sup>5</sup> at wind speeds of 6 and 8 m/s, respectively, it is more appropriate to use the SST k-&#x03C9; turbulence model with the Kato-Launder limiter. As shown in <xref ref-type="fig" rid="fig-8">Fig. 8</xref>, numerical calculations reveal that the maximum values of <italic>C</italic><sub><italic>T</italic></sub> are 0.244, 0.249, and 0.252 at <italic>TSR</italic> equal to 0.5 at wind speeds of 6, 8, and 10 m/s, respectively. Experimental results show slightly higher maximum values of <italic>C</italic><sub><italic>T</italic></sub> at 0.260, 0.252, and 0.248 for the corresponding <italic>TSR</italic> under the same operating conditions. As shown in <xref ref-type="fig" rid="fig-9">Fig. 9</xref>, the maximum values of <italic>C</italic><sub><italic>P</italic></sub> are 0.219, 0.223, and 0.227 at <italic>TSR</italic> equal to 1.58, 1.58, and 1.58 when the wind speed is 6, 8, and 10 m/s, respectively. As a result, the maximum <italic>C</italic><sub><italic>P</italic></sub> value is enhanced by 3.65% when the incoming wind speed is 8 and 10 m/s compared to the incoming wind speed of 6 m/s, and the maximum <italic>C</italic><sub><italic>P</italic></sub> value is enhanced by 1.79% when the incoming wind speed is 10 m/s compared to the incoming wind speed of 8 m/s. The experimental results exhibit maximum values of <italic>C</italic><sub><italic>P</italic></sub> at 0.213, 0.226, and 0.228 for the same operating conditions at <italic>TSR</italic> equal to 1.6, 1.6, and 1.5, respectively. Therefore, the maximum values of <italic>C</italic><sub><italic>P</italic></sub> are enhanced by 7.04% when the incoming wind speed reaches 8 and 10 m/s compared to that at the incoming wind speed of 6 m/s. As shown in <xref ref-type="fig" rid="fig-8">Fig. 8</xref>, the thrust coefficient decreases gradually with the increase of <italic>TSR</italic> due to the dominant role of torque in the case of fixed incoming wind speed. When the aerodynamic force in the X-direction increases gradually with the increase of incoming wind speed, the trend of thrust coefficient is significantly higher than that under low wind speed, and the overall trend remains the same, as shown in <xref ref-type="table" rid="table-5">Table 5</xref>.</p>
<table-wrap id="table-5"><label>Table 5</label>
<caption>
<title>Numerical results of <italic>C</italic><sub><italic>d</italic></sub> in different <italic>TSR</italic> ranges</title></caption>
<table><colgroup>
<col/>
<col/>
<col/>
<col/>
<col/>
</colgroup>
<thead>
<tr>
<th><italic>TSR</italic></th>
<th>CFD 4 m/s</th>
<th>CFD 6 m/s</th>
<th>CFD 8 m/s</th>
<th>CFD 10 m/s</th>
</tr>
</thead>
<tbody>
<tr>
<td>0.50</td>
<td>4.627</td>
<td>22.439</td>
<td>74.043</td>
<td>181.647</td>
</tr>
<tr>
<td>0.70</td>
<td>4.097</td>
<td>21.375</td>
<td>67.519</td>
<td>163.809</td>
</tr>
<tr>
<td>1.00</td>
<td>3.712</td>
<td>19.439</td>
<td>60.376</td>
<td>154.217</td>
</tr>
<tr>
<td>1.25</td>
<td>3.408</td>
<td>17.733</td>
<td>55.744</td>
<td>136.379</td>
</tr>
<tr>
<td>1.50</td>
<td>3.106</td>
<td>15.907</td>
<td>49.628</td>
<td>124.339</td>
</tr>
<tr>
<td>1.58</td>
<td>2.951</td>
<td>15.705</td>
<td>43.075</td>
<td>120.915</td>
</tr>
<tr>
<td>1.74</td>
<td>2.847</td>
<td>12.953</td>
<td>41.033</td>
<td>104.875</td>
</tr>
<tr>
<td>2.00</td>
<td>2.620</td>
<td>10.137</td>
<td>37.853</td>
<td>71.477</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Under completely turbulent conditions, the ASWT exhibits unique peak-like curves that are plotted by the dimensionless parameters (<italic>C</italic><sub><italic>P</italic></sub>, <italic>C</italic><sub><italic>T</italic></sub>, <italic>TSR</italic>). These curves follow similar characterization principles as other wind turbine aerodynamic characteristics, showing distinct peaks unless there is a change in the flow pattern [<xref ref-type="bibr" rid="ref-31">31</xref>].</p>
</sec>
<sec id="s5_1_2">
<label>5.1.2</label>
<title>Effect of the Near-Wall Surface Function y<sup>&#x0002B;</sup> on the Model</title>
<p>The boundary layer mesh height is specified according to the range of values of the dimensionless number <italic>y</italic><sup>&#x0002B;</sup> to ensure a reasonable range of <italic>y</italic><sup>&#x0002B;</sup> values for analyzing prototypical ASWT wind turbine models. The ASWT generates power by relying on both lift and drag to produce rotational motion. The results of numerical calculations comparing <italic>y</italic><sup>&#x0002B;</sup> &#x003C; 3 and <italic>y</italic><sup>&#x0002B;</sup> &#x003C; 1 are shown in <xref ref-type="fig" rid="fig-10">Fig. 10</xref>. It is verified and discussed that the value of <italic>y</italic><sup>&#x0002B;</sup> &#x003C; 1 is more suitable for the results of the experimental tests than the numerical case of <italic>y</italic><sup>&#x0002B;</sup> &#x003C; 3.</p>
<fig id="fig-10">
<label>Figure 10</label>
<caption>
<title>Experimental and numerical results of <italic>y</italic><sup>&#x0002B;</sup> for prototypical ASWT</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_46828-fig-10.tif"/>
</fig>
</sec>
<sec id="s5_1_3">
<label>5.1.3</label>
<title>Comparison of Retrofit Results Based on CFD Numerical Simulation Analysis</title>
<p>Under the premise of keeping <italic>y</italic><sup>&#x0002B;</sup> &#x003C; 1,the improved ASWT is divided into eleven groups of blade models for numerical simulation and comparison. Three groups of the blade spread angles <italic>&#x03B1;</italic><sub><italic>1</italic></sub>, <italic>&#x03B1;</italic><sub><italic>2</italic></sub>, and <italic>&#x03B1;</italic><sub><italic>3</italic></sub> were grouped and numerically analyzed in the simulation. Firstly, the angle of <italic>&#x03B1;</italic><sub><italic>2</italic></sub> is discussed basded on <italic>&#x03B1;</italic><sub><italic>1</italic></sub> &#x003D; 30&#x00B0;, <italic>&#x03B1;</italic><sub><italic>2</italic></sub> &#x003D; 45&#x00B0;, <italic>&#x03B1;</italic><sub><italic>3</italic></sub> &#x003D; 60&#x00B0;, and <italic>&#x03B1;</italic><sub><italic>2</italic></sub> varies in the ranges of 40&#x00B0;, 45&#x00B0;, 50&#x00B0;, 55&#x00B0;, while <italic>&#x03B1;</italic><sub><italic>1</italic></sub> and <italic>&#x03B1;</italic><sub><italic>3</italic></sub> remain constant at 30&#x00B0; and 60&#x00B0;, respectively. When <italic>&#x03B1;</italic><sub><italic>2</italic></sub> &#x003D; 55&#x00B0;, the simulated range of <italic>TSR</italic> during the operation of this wind turbine is (0.5&#x007E;3.0) and the <italic>C</italic><sub><italic>P</italic></sub> reaches a maximum value of 0.263 when <italic>TSR</italic> is equal to 2, <italic>V</italic> &#x003D; 10 m/s. Therefore, it is concluded that the optimal angle of <italic>&#x03B1;</italic><sub><italic>2</italic></sub> is 55&#x00B0;, as shown in <xref ref-type="fig" rid="fig-11">Fig. 11a</xref>.</p>
<fig id="fig-11">
<label>Figure 11</label>
<caption>
<title>Effect of the spread angles: (a) <italic>&#x03B1;</italic><sub><italic>2</italic></sub>, (b) <italic>&#x03B1;</italic><sub><italic>1</italic></sub>, (c) <italic>&#x03B1;</italic><sub><italic>3</italic></sub> on <italic>C</italic><sub><italic>P</italic></sub> values at <italic>V</italic> &#x003D; 10 m/s</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_46828-fig-11.tif"/>
</fig>
<p>Under the same condition of wind speed <italic>V</italic> &#x003D; 10 m/s, the effect of <italic>&#x03B1;</italic><sub><italic>1</italic></sub> on the <italic>C</italic><sub><italic>P</italic></sub> value is analyzed, and <italic>&#x03B1;</italic><sub><italic>1</italic></sub> varies in the range of 25&#x00B0;, 30&#x00B0;, 35&#x00B0;, and 40&#x00B0;, while <italic>&#x03B1;</italic><sub><italic>3</italic></sub> and <italic>&#x03B1;</italic><sub><italic>2</italic></sub> are kept constant at 60&#x00B0; and 55&#x00B0;, respectively. A regular change of the data can be found in <xref ref-type="fig" rid="fig-11">Fig. 11b</xref>, where <italic>&#x03B1;</italic><sub><italic>1</italic></sub> varies from the range of 25&#x00B0; to 40&#x00B0; with an initial increase and then a decrease in the <italic>C</italic><sub><italic>P</italic></sub> value. At the same time, it validates Nawar et al. [<xref ref-type="bibr" rid="ref-22">22</xref>] designed the improved ASWT with the spread angles of <italic>&#x03B1;</italic><sub><italic>1</italic></sub> &#x003D; 30&#x00B0;, <italic>&#x03B1;</italic><sub><italic>2</italic></sub> &#x003D; 45&#x00B0;, and <italic>&#x03B1;</italic><sub><italic>3</italic></sub> &#x003D; 60&#x00B0; for good aerodynamic performance. It is worth noting that changing the spread angle at the three sets of blades does not have any effect on the range of <italic>TSR</italic>. It can form a good interval of aerodynamic curves during the change of <italic>&#x03B1;</italic><sub><italic>1</italic></sub>, and it also shows that ASWT was characterized by a wide speed range. When <italic>&#x03B1;</italic><sub><italic>1</italic></sub> &#x003D; 30&#x00B0;, the <italic>TSR</italic> ranges from (0.5&#x007E;3.0), and <italic>TSR</italic> is equal to 2, <italic>V</italic> &#x003D; 10 m/s with <italic>C</italic><sub><italic>P</italic></sub> reaches a maximum value of 0.263. Therefore, it is concluded that the optimum angle of <italic>&#x03B1;</italic><sub><italic>1</italic></sub> is 30&#x00B0;. <italic>&#x03B1;</italic><sub><italic>3</italic></sub> varies in the range of 60&#x00B0;, 65&#x00B0;, and 70&#x00B0;, and meanwhile, <italic>&#x03B1;</italic><sub><italic>1</italic></sub> &#x003D; 30&#x00B0;, <italic>&#x03B1;</italic><sub><italic>2</italic></sub> &#x003D; 55&#x00B0; are selected to keep the same as shown in <xref ref-type="fig" rid="fig-11">Fig. 11c</xref>. It found that the variation of <italic>&#x03B1;</italic><sub><italic>3</italic></sub> has a more significant enhancement for the ASWT in the <italic>TSR</italic> range of (0.5&#x007E;3.0) has a more significant enhancement. It is worth noting that reducing <italic>&#x03B1;</italic><sub><italic>3</italic></sub> from 70&#x00B0; to 60&#x00B0; finds that the aerodynamic performance in the <italic>TSR</italic> range of (0.5&#x007E;3.0) is enhanced with the reduction of the angle and 60&#x00B0; is taken at <italic>&#x03B1;</italic><sub><italic>3</italic></sub> as the best.</p>
<p>Finally, it was concluded that the optimum blade spread angle of the improved ASWT was <italic>&#x03B1;</italic><sub><italic>1</italic></sub> &#x003D; 30&#x00B0;, <italic>&#x03B1;</italic><sub><italic>2</italic></sub> &#x003D; 55&#x00B0;, <italic>&#x03B1;</italic><sub><italic>3</italic></sub> &#x003D; 60&#x00B0;. <xref ref-type="fig" rid="fig-12">Fig. 12</xref> shows the maximum <italic>C</italic><sub><italic>P</italic></sub> of the improved ASWT is 0.263 at <italic>TSR</italic> &#x003D; 2. In addition, the analysis of the figure shows that the <italic>TSR</italic> speed range of the improved ASWT is wider, and the maximum <italic>C</italic><sub><italic>P</italic></sub> value of the improved ASWT is 17.93% higher than that of the prototypical ASWT. In addition, <xref ref-type="fig" rid="fig-13">Fig. 13</xref> summarizes the effect on the retrofitted ASWT under the variation of each parameter.</p>
<fig id="fig-12">
<label>Figure 12</label>
<caption>
<title>Comparison of the magnitude of the <italic>C</italic><sub><italic>P</italic></sub> values of the improved ASWT and the prototypical ASWT</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_46828-fig-12.tif"/>
</fig><fig id="fig-13">
<label>Figure 13</label>
<caption>
<title>Effect of parameters on the maximum <italic>C</italic><sub><italic>P</italic></sub> value of improved ASWT at <italic>V</italic> &#x003D; 10 m/s</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_46828-fig-13.tif"/>
</fig>
<p>According to the design prototye, ASWT generates aerodynamic sources that are distributed in three dimensions. Therefore, it is particularly important to analyze the aerodynamic forces on the forward-looking datum. The aerodynamic analysis of the prototypical ASWT shown in <xref ref-type="fig" rid="fig-14">Fig. 14</xref> is performed by vector translation from the rotation axis to the tip area, <italic>C, U</italic>, and <italic>W</italic> represent the absolute velocity in the inflow direction, the linear velocity in the apical region, and the relative velocity synthesized from the absolute and linear velocities, respectively. <italic>&#x03B2;</italic> is between the absolute and relative velocities angle. The forces <italic>F</italic><sub><italic>X</italic></sub> and <italic>F</italic><sub><italic>Y</italic></sub> generated in the incoming flow direction are decomposed into the lifting force <italic>F</italic><sub><italic>L</italic></sub> and the drag force <italic>F</italic><sub><italic>D</italic></sub>, <italic>F</italic><sub><italic>X</italic></sub> can be decomposed into <italic>F</italic><sub><italic>Lx</italic></sub>, <italic>F</italic><sub><italic>Dx</italic></sub>, and <italic>F</italic><sub><italic>Y</italic></sub> can be decomposed into <italic>F</italic><sub><italic>Lx</italic></sub>, <italic>F</italic><sub><italic>Dy</italic></sub>. Therefore, the rotational motion of the ASWT is mainly dominated by <italic>F</italic><sub><italic>Y</italic></sub>. It is concluded that during the rotation of the ASWT. The three parts of the blades are arranged in alternating rows of 120&#x00B0;, so that the airflow is uniformly and repeatedly acted on each group of blades under the dominant effect of <italic>F</italic><sub><italic>Y</italic></sub>, thus achieving the purpose of power generation.</p>
<fig id="fig-14">
<label>Figure 14</label>
<caption>
<title>ASWT aerodynamic analysis</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_46828-fig-14.tif"/>
</fig>
<p><xref ref-type="table" rid="table-6">Table 6</xref> shows the ASWT before and after the improvement when <italic>TSR</italic> is equal to 2, <italic>V</italic> &#x003D; 10 m/s, with <italic>C</italic><sub><italic>P</italic></sub> reaching its maximum value. The aerodynamic <italic>F</italic><sub><italic>Y</italic></sub> value of the prototypical ASWT is 0.70 N, and the aerodynamic <italic>F</italic><sub><italic>Y</italic></sub> value of the improved ASWT is 0.84 N. The <italic>F</italic><sub><italic>Y</italic></sub> value of the improvement is 20% higher than that of the prototypical ASWT. The aerodynamic <italic>F</italic><sub><italic>X</italic></sub> value of the prototypical ASWT is 4.11 N, and the aerodynamic <italic>F</italic><sub><italic>X</italic></sub> value of the improvement ASWT is 4.78 N. The <italic>F</italic><sub><italic>X</italic></sub> value of the modification is 16.3% higher than that of the prototypical ASWT.</p>

<p><disp-formula id="eqn-24"><label>(24)</label>
<mml:math id="mml-eqn-24" display="block"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mi>X</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mrow><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mrow><mml:mi>D</mml:mi><mml:mrow><mml:mi mathvariant="normal">x</mml:mi></mml:mrow></mml:mrow></mml:msub></mml:mrow></mml:math>
</disp-formula><disp-formula id="eqn-25"><label>(25)</label>
<mml:math id="mml-eqn-25" display="block"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mi>Y</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mrow><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mrow><mml:mi>D</mml:mi><mml:mi>Y</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math>
</disp-formula></p>
<table-wrap id="table-6"><label>Table 6</label>
<caption>
<title>Aerodynamic parameters</title></caption>
<table><colgroup>
<col/>
<col/>
<col/>
</colgroup>
<thead>
<tr>
<th>Items</th>
<th>Prototypical ASWT</th>
<th>Improved ASWT</th>
</tr>
</thead>
<tbody>
<tr>
<td>Aerodynamic force</td>
<td><italic>F</italic><sub><italic>Y</italic></sub> &#x003D; 0.70 N</td>
<td><italic>F</italic><sub><italic>Y</italic></sub> &#x003D; 0.84 N</td>
</tr>
<tr>
<td></td>
<td><italic>F</italic><sub><italic>X</italic></sub> &#x003D; 4.11 N</td>
<td><italic>F</italic><sub><italic>X</italic></sub> &#x003D; 4.78 N</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s5_1_4">
<label>5.1.4</label>
<title>Characterization of the Flow Field</title>
<p>In this paper, the study of the velocity flow field and pressure field contours can effectively help to understand the effect of ASWT on aerodynamic performance before and after the modification. At <italic>TSR</italic> &#x003D; 2, <italic>V</italic> &#x003D; 10 m/s, <xref ref-type="fig" rid="fig-15">Figs. 15a</xref>, <xref ref-type="fig" rid="fig-15">15b</xref> reveal the comparison of velocity and pressure contours of prototypical and improved ASWT, respectively. When the turbulent kinetic energy starts to impinge on the surface of the blades, it generates different When the turbulent kinetic energy starts to flow into the blade surface, different high and low-pressure regions in the windward and leeward directions of the incoming velocity. With the improvement of the blade, the high-pressure region is shifted from the second and third blades before the improvement to the first and second blades after the modification, and the low-pressure region is also smaller with the modification.</p>
<fig id="fig-15">
<label>Figure 15</label>
<caption>
<title>(a) Velocity contours comparing the prototype and modification, (b) Pressure contours comparing the prototype and modification, (c) Pressure contours comparing the flow streamline distribution of the prototype and modification, (d) Velocity contours comparing the flow streamline distribution of the prototype and modification</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_46828-fig-15.tif"/>
</fig>
<p>As shown in <xref ref-type="fig" rid="fig-11">Fig. 11</xref>, the improved ASWT as <italic>&#x03B1;</italic><sub><italic>1</italic></sub> decreases in the range of (35&#x00B0; to 30&#x00B0;) and the blade spread angle <italic>&#x03B1;</italic><sub><italic>2</italic></sub> increases in the range of (40&#x00B0; to 45&#x00B0;), as in <xref ref-type="fig" rid="fig-15">Figs. 15a</xref> and <xref ref-type="fig" rid="fig-15">15c</xref>. Therefore, a certain high-pressure region is formed upstream of the spread angles <italic>&#x03B1;</italic><sub><italic>1</italic></sub>, <italic>&#x03B1;</italic><sub><italic>2</italic></sub> at the first and second blades. The formation of a corresponding low-pressure region downstream of the blades is conducive to the improvement of the ASWT&#x2019;s ability to capture wind energy. As shown in <xref ref-type="fig" rid="fig-15">Figs. 15b</xref> and <xref ref-type="fig" rid="fig-15">15d</xref>, the comparison of the velocity contours and flow field streamlines found that the improved ASWT forms an extremely low-velocity region in the downstream region of the incoming wind speed, implying that more efficiency can be obtained when the improved ASWT operates in comparison with the prototypical ASWT, which is verified with each other and with the analysis of the above results.</p>

</sec>
</sec>
</sec>
<sec id="s6">
<label>6</label>
<title>Conclusions</title>
<p>The aerodynamic performance of the prototypical ASWT and the improved ASWT was investigated. Using CFD modeling, a variable angle structure was applied to the ASWT, and the effects of different blade structure changes on the aerodynamic performance of the ASWT under the optimal aerodynamic performance were evaluated. The main conclusions are as follows: The numerical calculations in the operating range of the total leaf tip speed ratio are consistent with the comparison of the test results.<list list-type="order"><list-item>
<p>When the airflow through the ASWT reaches a Reynolds number of 2.47 &#x00D7; 10<sup>5</sup>, indicating fully developed turbulence, with a rotor radius of 35 mm and wind speed of 10 m/s, experimental results show that for incoming wind speeds of 6, 8, and 10 m/s, and TSR of 1.6, 1.6, and 1.5, the maximum values of the <italic>C</italic><sub><italic>P</italic></sub> are 0.213, 0.226, and 0.228, respectively.</p></list-item><list-item>
<p>Based on the flow field analysis, the second blade was found to have a dominant role in influencing the aerodynamic performance of the ASWT in the Z-axis coordinate equivalent plane. The best aerodynamic performance of the retrofitted ASWT was attained when <italic>&#x03B1;</italic><sub><italic>1</italic></sub> &#x003D; 30&#x00B0;, <italic>&#x03B1;</italic><sub><italic>2</italic></sub> &#x003D; 55&#x00B0;, and <italic>&#x03B1;</italic><sub><italic>3</italic></sub> &#x003D; 60&#x00B0;. At a wind speed of 10 m/s, the aerodynamic performance of the improved ASWT is 15.99% higher than that of the prototypical ASWT. The relative errors of the experimental and simulated values are 1.44% and 0.90% for wind speeds of 10 and 8 m/s, respectively, and the torque coefficient measurement accuracies are 98.56% and 99.10%, respectively.</p></list-item></list></p>
<p>Our research is an effective supplement to the existing research. It has good reference significance, which can provide reference and reference for ASWT performance research, experimental optimization design, and performance prediction. In the future, the airfoil-related parameters will be applied to the ASWT to compare the optimization of its aerodynamic performance and the optimization of the acoustic propagation law.</p>
</sec>
</body>
<back>
   
<glossary content-type="abbreviations" id="glossary-1">
<title>Nomenclature</title>
<def-list>
<def-item>
<term><italic>S</italic></term>
<def>
<p>Turbine sweeping area (m<sup>2</sup>)</p>
</def>
</def-item>
<def-item>
<term><italic>C</italic><sub><italic>T</italic></sub></term>
<def>
<p>Turbine torque coefficient</p>
</def>
</def-item>
<def-item>
<term><italic>C</italic><sub><italic>P</italic></sub></term>
<def>
<p>Turbine power coefficient</p>
</def>
</def-item>
<def-item>
<term><italic>D</italic></term>
<def>
<p>Turbine diameter (m)</p>
</def>
</def-item>
<def-item>
<term><italic>n</italic></term>
<def>
<p>Turbine rotational speed (r/s)</p>
</def>
</def-item>
<def-item>
<term><italic>T</italic></term>
<def>
<p>Turbine output torque (N.m)</p>
</def>
</def-item>
<def-item>
<term><italic>V</italic></term>
<def>
<p>Incoming flow wind speed</p>
</def>
</def-item>
<def-item>
<term><italic>k</italic></term>
<def>
<p>Turbulent kinetic energy (m<sup>2</sup>/s<sup>2</sup>)</p>
</def>
</def-item>
<def-item>
<term><italic>R</italic></term>
<def>
<p>Turbine radius (m)</p>
</def>
</def-item>
<def-item>
<term><italic>Ma</italic></term>
<def>
<p>Mach number</p>
</def>
</def-item>
<def-item>
<term><italic>y</italic><sup>&#x002B;</sup></term>
<def>
<p>Non-dimensional wall distance</p>
</def>
</def-item>
<def-item>
<term><italic>R</italic><sub><italic>e</italic></sub></term>
<def>
<p>Reynolds number</p>
</def>
</def-item>
<def-item>
<term><italic>M</italic></term>
<def>
<p>Measured parameter</p>
</def>
</def-item>
<def-item>
<term><italic>u</italic></term>
<def>
<p>Error</p>
</def>
</def-item>
<def-item>
<term><italic>F</italic><sub><italic>D</italic></sub></term>
<def>
<p>Obstructive force (N)</p>
</def>
</def-item>
<def-item>
<term><italic>F</italic><sub><italic>Dx</italic></sub></term>
<def>
<p>Obstructive force parallel to <italic>x</italic> direction (N)</p>
</def>
</def-item>
<def-item>
<term><italic>F</italic><sub><italic>Dy</italic></sub></term>
<def>
<p>Obstructive force perpendicular to <italic>y</italic> direction (N)</p>
</def>
</def-item>
<def-item>
<term><italic>F</italic><sub><italic>L</italic></sub></term>
<def>
<p>Lift force (N)</p>
</def>
</def-item>
<def-item>
<term><italic>F</italic><sub><italic>Lx</italic></sub></term>
<def>
<p>Lift force parallel to <italic>x</italic> direction (N)</p>
</def>
</def-item>
<def-item>
<term><italic>F</italic><sub><italic>Ly</italic></sub></term>
<def>
<p>Lift force perpendicular to <italic>y</italic> direction (N)</p>
</def>
</def-item>
<def-item>
<term><italic>&#x03B1;</italic></term>
<def>
<p>Unfolded angle at the blade (&#x00B0;)</p>
</def>
</def-item>
<def-item>
<term><italic>&#x03BD;</italic></term>
<def>
<p>Kinematic viscosity (m<sup>2</sup>/s)</p>
</def>
</def-item>
<def-item>
<term><italic>&#x03BC;</italic></term>
<def>
<p>Dynamic viscosity of the air (kg/m.s)</p>
</def>
</def-item>
<def-item>
<term><italic>&#x03BC;</italic><sub><italic>t</italic></sub></term>
<def>
<p>The turbulent viscosity (kg/m.s)</p>
</def>
</def-item>
<def-item>
<term><italic>&#x03CE;</italic></term>
<def>
<p>Turbine angular speed (rad/s)</p>
</def>
</def-item>
<def-item>
<term><italic>&#x03C1;</italic></term>
<def>
<p>Air density (kg/m<sup>3</sup>)</p>
</def>
</def-item>
<def-item>
<term><italic>&#x03C9;</italic></term>
<def>
<p>Turbulent dissipation rate</p>
</def>
</def-item>
<def-item>
<term><italic>ASWT</italic></term>
<def>
<p>Archimedes Spiral Wind Turbine</p>
</def>
</def-item>
<def-item>
<term><italic>HAWT</italic></term>
<def>
<p>Horizontal-axis wind turbine</p>
</def>
</def-item>
<def-item>
<term><italic>VAWT</italic></term>
<def>
<p>Vertical-axis wind turbine</p>
</def>
</def-item>
<def-item>
<term><italic>RANS</italic></term>
<def>
<p>Reynolds-Averaged Navier-stokes</p>
</def>
</def-item>
<def-item>
<term><italic>MRF</italic></term>
<def>
<p>Multiple Reference Frame</p>
</def>
</def-item>
<def-item>
<term><italic>CFD</italic></term>
<def>
<p>Computational fluid dynamics</p>
</def>
</def-item>
<def-item>
<term><italic>RE</italic></term>
<def>
<p>Relative error</p>
</def>
</def-item>
<def-item>
<term><italic>TSR</italic></term>
<def>
<p>Tip-speed ratio</p>
</def>
</def-item>
<def-item>
<term><italic>FVM</italic></term>
<def>
<p>Finite volume method</p>
</def>
</def-item>
</def-list>
</glossary>
<ack>
<p>None.</p>
</ack>
<sec>
<title>Funding Statement</title>
<p>This study was supported by the National Natural Science Foundation of China. Project under Grant (Nos. 51966018 and 51466015).</p>
</sec>
<sec>
<title>Author Contributions</title>
<p>The authors confirm contribution to the paper as follows: supervision, project administration, funding acquisition and writing-review &#x0026; editing: Yuanjun Dai, Zetao Deng, Baohua Li; study conception and design: Zetao Deng; experiment and data collection: Zetao Deng, Lei Zhong, Jianping Wang; analysis and interpretation of results: Zetao Deng, Lei Zhong, Jianping Wang; draft manuscript preparation: Zetao Deng. All authors reviewed the results and approved the final version of the manuscript.</p>
</sec>
<sec sec-type="data-availability">
<title>Availability of Data and Materials</title>
<p>Since more comparative studies will be conducted in the future, the authors hope that the data will be publicly displayed after the research field and research content are further broadened. The authors do not have permission to share data.</p>
</sec>
<sec sec-type="COI-statement">
<title>Conflicts of Interest</title>
<p>The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.</p>
</sec>
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