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<front>
<journal-meta>
<journal-id journal-id-type="pmc">SDHM</journal-id>
<journal-id journal-id-type="nlm-ta">SDHM</journal-id>
<journal-id journal-id-type="publisher-id">SDHM</journal-id>
<journal-title-group>
<journal-title>Structural Durability &#x0026; Health Monitoring</journal-title>
</journal-title-group>
<issn pub-type="epub">1930-2991</issn>
<issn pub-type="ppub">1930-2983</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">22554</article-id>
<article-id pub-id-type="doi">10.32604/sdhm.2023.022554</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Speed Measurement Feasibility by Eddy Current Effect in the High-Speed MFL Testing</article-title><alt-title alt-title-type="left-running-head">Speed Measurement Feasibility by Eddy Current Effect in the High-Speed MFL Testing</alt-title><alt-title alt-title-type="right-running-head">Speed Measurement Feasibility by Eddy Current Effect in the High-Speed MFL Testing</alt-title>
</title-group>
<contrib-group>
<contrib id="author-1" contrib-type="author">
<name name-style="western"><surname>Liu</surname><given-names>Zhaoting</given-names></name>
<xref ref-type="aff" rid="aff-1">1</xref>
</contrib>
<contrib id="author-2" contrib-type="author" corresp="yes">
<name name-style="western"><surname>Wu</surname><given-names>Jianbo</given-names></name>
<xref ref-type="aff" rid="aff-1">1</xref><email>wujianbo@scu.edu.cn</email>
</contrib>
<contrib id="author-3" contrib-type="author">
<name name-style="western"><surname>He</surname><given-names>Sha</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>Rao</surname><given-names>Xin</given-names></name>
<xref ref-type="aff" rid="aff-3">3</xref>
</contrib>
<contrib id="author-5" contrib-type="author">
<name name-style="western"><surname>Wang</surname><given-names>Shiqiang</given-names></name>
<xref ref-type="aff" rid="aff-2">2</xref>
</contrib>
<contrib id="author-6" contrib-type="author">
<name name-style="western"><surname>Wang</surname><given-names>Shen</given-names></name>
<xref ref-type="aff" rid="aff-1">1</xref>
</contrib>
<contrib id="author-7" contrib-type="author">
<name name-style="western"><surname>Wei</surname><given-names>Wei</given-names></name>
<xref ref-type="aff" rid="aff-4">4</xref>
</contrib>
<aff id="aff-1"><label>1</label><institution>School of Mechanical Engineering, Sichuan University</institution>, <addr-line>Chengdu, 610065</addr-line>, <country>China</country></aff>
<aff id="aff-2"><label>2</label><institution>Safety Environment Quality Surveillance and Inspection Research Institute of CNPC Chuanqing Drilling &#x0026; Exploration</institution>, <addr-line>Guanghan, 618300</addr-line>, <country>China</country></aff>
<aff id="aff-3"><label>3</label><institution>Chengdu Xionggu Oil &#x0026; Gas Technology Co., Ltd.</institution>, <addr-line>Chengdu, 610000</addr-line>, <country>China</country></aff>
<aff id="aff-4"><label>4</label><institution>Chengdu Institute of Special Equipment Inspection and Testing</institution>, <addr-line>Chengdu, 610036</addr-line>, <country>China</country></aff>
</contrib-group><author-notes><corresp id="cor1"><label>&#x002A;</label>Corresponding Author: Jianbo Wu. Email: <email>wujianbo@scu.edu.cn</email></corresp></author-notes>
<pub-date date-type="collection" publication-format="electronic">
<year>2023</year></pub-date>
<pub-date date-type="pub" publication-format="electronic"><day>02</day><month>8</month><year>2023</year></pub-date>
<volume>17</volume>
<issue>4</issue>
<fpage>299</fpage>
<lpage>314</lpage>
<history>
<date date-type="received"><day>15</day><month>3</month><year>2022</year></date>
<date date-type="accepted"><day>08</day><month>2</month><year>2023</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2023 Liu et al.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Liu 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_SDHM_22554.pdf"></self-uri>
<abstract>
<p>It is known that eddy current effect has a great influence on magnetic flux leakage testing (MFL). Usually, contact-type encoder wheels are used to measure MFL testing speed to evaluate the effect and further compensate testing signals. This speed measurement method is complicated, and inevitable abrasion and occasional slippage will reduce the measurement accuracy. In order to solve this problem, based on eddy current effect due to the relative movement, a speed measurement method is proposed, which is contactless and simple. In the high-speed MFL testing, eddy current induced in the specimen will cause an obvious modification to the applied field. This modified field, which is measured by Hall sensor, can be utilized to reflect the moving speed. Firstly, the measurement principle is illustrated based on Faraday&#x2019;s law. Then, dynamic finite element simulations are conducted to investigate the modified magnetic field distribution. Finally, laboratory experiments are performed to validate the feasibility of the proposed method. The results show that <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>1</sub>) and <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>2</sub>) have a linear relation with moving speed, which could be used as an alternative measurement parameter.</p>
</abstract>
<kwd-group kwd-group-type="author">
<kwd>Magnetic flux leakage testing (MFL)</kwd>
<kwd>speed measurement</kwd>
<kwd>eddy current effect</kwd>
<kwd>modified magnetic field</kwd>
</kwd-group>
<funding-group>
<award-group id="awg1">
<funding-source>National Natural Science Foundation of China and the Sichuan Science and Technology Program</funding-source>
</award-group>
</funding-group>
</article-meta>
</front>
<body>
<sec id="s1">
<label>1</label>
<title>Introduction</title>
<p>As an electromagnetic NDT (nondestructive testing) technology, magnetic flux leakage testing (MFL) is a powerful and highly efficient method and has been widely used for elongated ferromagnetic objects [<xref ref-type="bibr" rid="ref-1">1</xref>&#x2013;<xref ref-type="bibr" rid="ref-6">6</xref>], such as pipelines [<xref ref-type="bibr" rid="ref-7">7</xref>&#x2013;<xref ref-type="bibr" rid="ref-16">16</xref>] and rail tracks [<xref ref-type="bibr" rid="ref-17">17</xref>&#x2013;<xref ref-type="bibr" rid="ref-23">23</xref>]. In online or real-time MFL testing, permanent magnets are usually applied to magnetize the ferromagnetic specimen to saturation status [<xref ref-type="bibr" rid="ref-24">24</xref>&#x2013;<xref ref-type="bibr" rid="ref-28">28</xref>]. The magnetic flux lines are coupled into specimen using metal brushes or air coupling. If there are any anomalies or inclusions, the magnetic flux lines will leak outside the specimen in proximity of the anomalies and the sensor or sensor array will detect the leakage magnetic field. Specifically, according to Faraday&#x2019;s law, due to the relative movement between inductive specimens and permanent magnets, apparent eddy current is generated in specimen under a high testing speed, namely eddy current effect. Consequently, this eddy current will generate magnetic field, change the magnetization status and influence MFL testing signals, including the amplitude and profile [<xref ref-type="bibr" rid="ref-29">29</xref>&#x2013;<xref ref-type="bibr" rid="ref-34">34</xref>]. In fact, the influence of eddy current effect on MEL method describes the influence of moving speed on the MFL testing. In order to evaluate eddy current effect and further compensate testing signals, several moves should be taken as follows: firstly, the influence rule of the scanning speed on MFL signals is obtained; and then, in the actual inspection the real-time moving speed is measured; finally, based on the measured speed and the influence rule, the sensitivity difference caused by scanning speed could be evaluated and further eliminated to obtain a consistent testing result [<xref ref-type="bibr" rid="ref-35">35</xref>]. Besides, the scanning speed can be used for defect location. Hence, speed measurement is important in the scanning MFL testing.</p>
<p>In the traditional MFL scanning, the moving speed is usually measured by a contact-type way based on an encoder wheel, which bears against the specimen surface, generates pulse signals with its number in proportion to the scanning speed [<xref ref-type="bibr" rid="ref-36">36</xref>&#x2013;<xref ref-type="bibr" rid="ref-43">43</xref>]. However, there are measurement precision decreasing problems caused by the inevitable abrasion and occasional slippage of the encoder wheel, especially when the scanning inspection is performed at a high speed. In recent years, researchers have developed many contactless speed measurement methods. Gao et al. [<xref ref-type="bibr" rid="ref-44">44</xref>] developed a system using the CCD camera to measure the speed of the belt. However, this method not only requires expensive instruments, but also has high requirements on the appearance and shape of the specimen. Mirzaei et al. [<xref ref-type="bibr" rid="ref-45">45</xref>,<xref ref-type="bibr" rid="ref-46">46</xref>] came up with an interesting method that applies eddy currents to measure the speed of the train. But there is something cannot be neglected, that is, the device of this method is complex, and it requires additional electrical energy to power the coils. Using laser Doppler vibrometer to measure speed has the advantages of contactless and high accuracy [<xref ref-type="bibr" rid="ref-47">47</xref>]. Nevertheless, this technique requires expensive instruments as well as complex analog and digital processing. The rotary laser scanning measurement systems is a simple and efficient method for measuring speed [<xref ref-type="bibr" rid="ref-48">48</xref>]. Whereas, this system calculates the linear speed by measuring the angular speed. As a result, it is usually used to measure the speed of revolved bodies such as motors and disks, and it is not suitable for common MFL testing objects such as pipelines and rail tracks. Moreover, optical sensors are widely used for speed measurements [<xref ref-type="bibr" rid="ref-49">49</xref>,<xref ref-type="bibr" rid="ref-50">50</xref>], but they are not suitable for the MFL testing because of the obvious sensitivity to dirt and dust [<xref ref-type="bibr" rid="ref-46">46</xref>]. Thus, a simple and contactless speed measurement method is in great need in the MFL detection.</p>
<p>According to Faraday&#x2019;s law, when a conductive object moves in an external magnetic field, eddy current will be generated in the object. Based on this effect, in the scanning MFL inspection, relative movement between the magnetizer and specimen will produce eddy currents in the specimen and further cause a modification to the applied field. This modified field, of course, could be utilized to reflect the moving speed. Thus, a speed measurement method based on eddy current effect is proposed.</p>
<p>In this paper, the basic principle of the speed measurement is illustrated in <xref ref-type="sec" rid="s2">Section 2</xref> using a simple model based on Faraday&#x2019;s law of electromagnetic induction. In <xref ref-type="sec" rid="s3">Section 3</xref>, numerical simulations are conducted to investigate the distributions of the modified magnetic field. In <xref ref-type="sec" rid="s4">Section 4</xref>, the speed measurement prototype is designed and developed, and then laboratory experiments are performed to preliminarily verify the feasibility of the novel method. <xref ref-type="sec" rid="s5">Section 5</xref> gives the conclusion.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Theoretical Model</title>
<p>The principle of MFL testing for ferromagnetic materials (e.g., pipeline and rail tracks) is schematically illustrated in <xref ref-type="fig" rid="fig-1">Fig. 1</xref>, which shows a cross-section of the specimen, magnetizer and magnetic sensors. Two permanent magnets with opposite directions are mounted on a ferrite core. The use of ferrite core decreases magnetic resistance in the magnetic circuit and enhances the magnetic flux intensity in the specimen. Magnetic flux flows through the air gap, specimen wall and the ferrite core. If there are any anomalies or inclusions, the magnetic flux lines will leak outside the specimen in proximity of the anomalies. The magnetic sensor S<sub>1</sub> will detect the leakage magnetic field, which includes information of corrosions, cracks, etc. On the other hand, according to Faraday&#x2019;s law, due to the relative movement between the magnet and the inductive specimen, eddy current is induced in the specimen around magnet poles. The eddy current will also generate magnetic field and further causes a modification to the applied field. This modified field can be measured by Hall sensors arranged at the P<sub>1</sub> and P<sub>2</sub> near the magnet poles, where the greatest modified magnetic field will be generated by eddy current. This modified magnetic field is utilized in the new speed measurement method. Compared to the traditional contact-type method by encoder wheel, the proposed method is contactless. Besides, the proposed method is simple and achievable, which changes nothing to the MFL apparatus except adding Hall sensors near the magnet poles.</p>
<fig id="fig-1">
<label>Figure 1</label>
<caption>
<title>The speed measuring principle by the MFL device</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="SDHM_22554-fig-1.tif"/>
</fig>
<p>In scanning MFL application, magnetizer moves along a conductive elongated object, such as pipelines and rail tracks. Here, theoretical model is approximated by a moving conductive plate and a fixed permanent magnet, as schematically illustrated in <xref ref-type="fig" rid="fig-2">Fig. 2</xref>. A permanent magnet, generating a constant external magnetic field <italic>B<sub>ex</sub></italic>, is arranged above the conductive plate. According to Faraday&#x2019;s law of electromagnetic induction, when the conductive plate moves in the <italic>B<sub>ex</sub></italic> with the speed of <italic>v</italic>, eddy current <italic>j</italic><sub>1</sub> and <italic>j</italic><sub>2</sub> will be induced in the object [<xref ref-type="bibr" rid="ref-51">51</xref>]. Then, the eddy current will generate a magnetic field <italic>B<sub>in</sub></italic> and cause a modification to the <italic>B<sub>ex</sub></italic>. Thereafter, the modified magnetic field is measured by Hall sensors at the points P<sub>1</sub> and P<sub>2</sub> locating behind and in front of the permanent magnet along the moving direction.</p>
<fig id="fig-2">
<label>Figure 2</label>
<caption>
<title>The principle of the speed measurement based on eddy current effect</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="SDHM_22554-fig-2.tif"/>
</fig>
<p>As indicated in <xref ref-type="fig" rid="fig-3">Fig. 3</xref>, the relative movement between the permanent magnet and the conductive plate induces eddy currents that are governed by Ohm&#x2019;s law for moving electrically conducting materials which has the form [<xref ref-type="bibr" rid="ref-52">52</xref>]</p>
<p><disp-formula id="eqn-1"><label>(1)</label>
<mml:math id="mml-eqn-1" display="block"><mml:mi>j</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>E</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mi>v</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x00D7;</mml:mo><mml:mi>B</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math>
</disp-formula></p>
<fig id="fig-3">
<label>Figure 3</label>
<caption>
<title>The distributions of the eddy current and the <italic>B<sub>in</sub></italic> at a low moving speed</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="SDHM_22554-fig-3.tif"/>
</fig>
<p>where, <italic>j</italic>(<italic>r</italic>), <italic>E</italic>(<italic>r</italic>), <italic>v</italic>(<italic>r</italic>) and <italic>B</italic>(<italic>r</italic>) denote the density of the eddy current, the electric field, the moving speed and the total magnetic field at the generic point <italic>r</italic> in the plate, respectively; <italic>&#x03C3;</italic> denotes the conductivity of the plate. In <xref ref-type="disp-formula" rid="eqn-1">Eq. (1)</xref>, the term <italic>E</italic>(<italic>r</italic>) is the applied electric field, and the term <italic>v</italic>(<italic>r</italic>)&#x2009;&#x00D7;&#x2009;<italic>B</italic>(<italic>r</italic>) is the magnetization current term.</p>
<p>Moreover, since there is no source or sink of electric currents in the plate, the electric field is zero. Then</p>
<p><disp-formula id="eqn-2"><label>(2)</label>
<mml:math id="mml-eqn-2" display="block"><mml:mi>j</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>v</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x00D7;</mml:mo><mml:mi>B</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math>
</disp-formula></p>
<p>The total magnetic field <italic>B</italic>(<italic>r</italic>) consists of the external magnetic field <italic>B<sub>ex</sub></italic> generated by the permanent magnet and the induced magnetic field <italic>B<sub>in</sub></italic> generated by the eddy current. Then</p>
<p><disp-formula id="eqn-3"><label>(3)</label>
<mml:math id="mml-eqn-3" display="block"><mml:mi>j</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>v</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x00D7;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math>
</disp-formula></p>
<p><xref ref-type="disp-formula" rid="eqn-3">Eq. (3)</xref> indicates the scanning motion between the magnets and the specimen generates eddy current and then a <italic>B<sub>in</sub></italic>, which in turn influences eddy current distribution itself.</p>
<p>Applying Biot-Savart law, the magnetic field <italic>B<sub>in</sub></italic> at the generic point <italic>r</italic> in the plate, is given by [<xref ref-type="bibr" rid="ref-53">53</xref>]</p>
<p><disp-formula id="eqn-4"><label>(4)</label>
<mml:math id="mml-eqn-4" display="block"><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:mn>4</mml:mn><mml:mi>&#x03C0;</mml:mi></mml:mrow></mml:mfrac></mml:mrow><mml:mrow><mml:mo>&#x222B;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mo>&#x222B;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:msub><mml:mo>&#x222B;</mml:mo><mml:mi>V</mml:mi></mml:msub><mml:mrow><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi>j</mml:mi><mml:mo>&#x00D7;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>r</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mi>r</mml:mi><mml:mrow><mml:msup><mml:mi></mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:msup><mml:mrow><mml:mrow><mml:mo>|</mml:mo><mml:mrow><mml:mi>r</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mi>r</mml:mi><mml:mrow><mml:msup><mml:mi></mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:mrow><mml:mo>|</mml:mo></mml:mrow></mml:mrow><mml:mn>3</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mrow><mml:msup><mml:mi>d</mml:mi><mml:mn>3</mml:mn></mml:msup><mml:mi>r</mml:mi><mml:mrow><mml:msup><mml:mi></mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:mstyle></mml:mrow></mml:mrow></mml:mstyle></mml:math>
</disp-formula></p>
<p>At measuring points P<sub>1</sub> and P<sub>2</sub>, the measured magnetic fields <italic>B<sub>m</sub></italic>(<italic>r</italic><sub>1</sub>) and <italic>B<sub>m</sub></italic>(<italic>r</italic><sub>2</sub>) captured by the Hall sensors are expressed as follows:</p>
<p><disp-formula id="eqn-5"><label>(5)</label>
<mml:math id="mml-eqn-5" display="block"><mml:msub><mml:mi>B</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math>
</disp-formula></p>
<p><disp-formula id="eqn-6"><label>(6)</label>
<mml:math id="mml-eqn-6" display="block"><mml:msub><mml:mi>B</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math>
</disp-formula></p>
<p>Based on <xref ref-type="disp-formula" rid="eqn-4">Eq. (4)</xref>, we can get</p>
<p><disp-formula id="eqn-7"><label>(7)</label>
<mml:math id="mml-eqn-7" display="block"><mml:msub><mml:mi>B</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:mn>4</mml:mn><mml:mi>&#x03C0;</mml:mi></mml:mrow></mml:mfrac></mml:mrow><mml:mo>&#x222B;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mo>&#x222B;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:msub><mml:mo>&#x222B;</mml:mo><mml:mi>V</mml:mi></mml:msub><mml:mrow><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi>j</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>r</mml:mi><mml:mrow><mml:msup><mml:mi></mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x00D7;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mi>r</mml:mi><mml:mrow><mml:msup><mml:mi></mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:msup><mml:mrow><mml:mrow><mml:mo>|</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mi>r</mml:mi><mml:mrow><mml:msup><mml:mi></mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:mrow><mml:mo>|</mml:mo></mml:mrow></mml:mrow><mml:mn>3</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mrow><mml:msup><mml:mi>d</mml:mi><mml:mn>3</mml:mn></mml:msup><mml:msup><mml:mrow><mml:mi>r</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mstyle></mml:mrow></mml:mstyle></mml:math>
</disp-formula></p>
<p><disp-formula id="eqn-8"><label>(8)</label>
<mml:math id="mml-eqn-8" display="block"><mml:msub><mml:mi>B</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:mn>4</mml:mn><mml:mi>&#x03C0;</mml:mi></mml:mrow></mml:mfrac></mml:mrow><mml:mo>&#x222B;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mo>&#x222B;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:msub><mml:mo>&#x222B;</mml:mo><mml:mi>V</mml:mi></mml:msub><mml:mrow><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi>j</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>r</mml:mi><mml:mrow><mml:msup><mml:mi></mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x00D7;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mi>r</mml:mi><mml:mrow><mml:msup><mml:mi></mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:msup><mml:mrow><mml:mrow><mml:mo>|</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mi>r</mml:mi><mml:mrow><mml:msup><mml:mi></mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:mrow><mml:mo>|</mml:mo></mml:mrow></mml:mrow><mml:mn>3</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mrow><mml:msup><mml:mi>d</mml:mi><mml:mn>3</mml:mn></mml:msup><mml:msup><mml:mrow><mml:mi>r</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mstyle></mml:mrow></mml:mstyle></mml:math>
</disp-formula></p>
<p>When the conductive plate moves at a low speed, the weak induced magnetic field <italic>B<sub>in</sub></italic> in the plate can be neglected. Then, the <xref ref-type="disp-formula" rid="eqn-3">Eq. (3)</xref> can be expressed as follows:</p>
<p><disp-formula id="eqn-9"><label>(9)</label>
<mml:math id="mml-eqn-9" display="block"><mml:mi>j</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>v</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x00D7;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2248;</mml:mo><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>v</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x00D7;</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>&#x03C3;</mml:mi><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>v</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x00D7;</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>r</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math>
</disp-formula></p>
<p>In <xref ref-type="disp-formula" rid="eqn-9">Eq. (9)</xref>, the magnetic flux density <italic>B</italic> can be calculated by multiplying the permeability <italic>&#x03BC;</italic> by the magnetic field intensity <italic>H</italic>. In the theoretical analysis here, the permeability <italic>&#x03BC;</italic> is assumed to be a constant. Then, the integral <xref ref-type="disp-formula" rid="eqn-7">Eqs. (7)</xref>&#x2013;<xref ref-type="disp-formula" rid="eqn-8">(8)</xref> can be cast into a linear inverse problem for the determination of the speed from measured magnetic fields.</p>
<p><xref ref-type="fig" rid="fig-3">Figs. 3</xref> and <xref ref-type="fig" rid="fig-4">4</xref> illustrate the distributions of the eddy current in the ferromagnetic object and the distributions of the magnetic fields in the air at low and high moving speed. Several black curves are drawn to represent the magnetic fields in the air, and several red curves are used to represent the eddy current fields in the ferromagnetic object. As schematically depicted in <xref ref-type="fig" rid="fig-3">Fig. 3</xref>, the external magnetic field <italic>B<sub>ex</sub></italic>, generated by the permanent magnet, has a symmetrical distribution along <italic>z</italic> axis. Along the moving direction, the conductive plate can be divided into the arriving region and the leaving region, i.e., the region in the &#x2212;<italic>x</italic> area and the region in &#x002B;<italic>x</italic> area. Based on <xref ref-type="disp-formula" rid="eqn-9">Eq. (9)</xref>, the eddy current <italic>j</italic><sub>1</sub> and <italic>j</italic><sub>2</sub> in the arriving and leaving regions are distributed symmetrically along <italic>z</italic> axis and flow counter-clockwise and clockwise, respectively.</p>
<fig id="fig-4">
<label>Figure 4</label>
<caption>
<title>The distributions of the eddy current and the <italic>B<sub>in</sub></italic> at a high moving speed</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="SDHM_22554-fig-4.tif"/>
</fig>
<p>However, when the moving speed increases to a high level, the eddy current will induce a strong magnetic field <italic>B<sub>in</sub></italic> and then change the distribution of eddy current itself, i.e., self-inductance effect [<xref ref-type="bibr" rid="ref-30">30</xref>]. The eddy current will not be immediately generated when the plate is moving below the permanent magnet. Consequently, with the moving speed increasing into a high level, the eddy current will be not symmetrical along the <italic>z</italic> axis and gradually moves to the leaving region, as depicted in <xref ref-type="fig" rid="fig-4">Fig. 4</xref>.</p>
<p>At the measuring points P<sub>1</sub> and P<sub>2</sub>, the measured magnetic field <italic>B<sub>m</sub></italic>, the external magnetic field <italic>B<sub>ex</sub></italic> and induced magnetic field <italic>B<sub>in</sub></italic> can all be divided up into <italic>x</italic> components and <italic>z</italic> components. Based on <xref ref-type="disp-formula" rid="eqn-5">Eqs. (5)</xref>&#x2013;<xref ref-type="disp-formula" rid="eqn-6">(6)</xref> we can get</p>
<p><disp-formula id="eqn-10"><label>(10)</label>
<mml:math id="mml-eqn-10" display="block"><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math>
</disp-formula></p>
<p><disp-formula id="eqn-11"><label>(11)</label>
<mml:math id="mml-eqn-11" display="block"><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math>
</disp-formula></p>
<p><disp-formula id="eqn-12"><label>(12)</label>
<mml:math id="mml-eqn-12" display="block"><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math>
</disp-formula></p>
<p><disp-formula id="eqn-13"><label>(13)</label>
<mml:math id="mml-eqn-13" display="block"><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>e</mml:mi><mml:mi>x</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math>
</disp-formula></p>
<p>where, <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>1</sub>), <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>2</sub>), <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>1</sub>) and <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>2</sub>) denote the <italic>x</italic> and <italic>z</italic> components of the measured magnetic fields at the points P<sub>1</sub> and P<sub>2</sub>, respectively; <italic>B<sub>exx</sub></italic>(<italic>r</italic><sub>1</sub>), <italic>B<sub>exx</sub></italic>(<italic>r</italic><sub>2</sub>), <italic>B<sub>exz</sub></italic>(<italic>r</italic><sub>1</sub>) and <italic>B<sub>exz</sub></italic>(<italic>r</italic><sub>2</sub>) denote the <italic>x</italic> and <italic>z</italic> components of the external magnetic field generated by the permanent magnet at the points P<sub>1</sub> and P<sub>2</sub>, respectively; <italic>B<sub>inx</sub></italic>(<italic>r</italic><sub>1</sub>), <italic>B<sub>inx</sub></italic>(<italic>r</italic><sub>2</sub>), <italic>B<sub>inz</sub></italic>(<italic>r</italic><sub>1</sub>) and <italic>B<sub>inz</sub></italic>(<italic>r</italic><sub>2</sub>) denote the <italic>x</italic> and <italic>z</italic> components of the induced magnetic field caused by the eddy current at the points P<sub>1</sub> and P<sub>2</sub>, respectively.</p>
<p>As illustrated in <xref ref-type="fig" rid="fig-3">Fig. 3</xref>, at low moving speed, the <italic>B<sub>inx</sub></italic>(<italic>r</italic><sub>1</sub>) and <italic>B<sub>inx</sub></italic>(<italic>r</italic><sub>2</sub>) both points in the positive <italic>x</italic>-direction; in contrast, the <italic>B<sub>inz</sub></italic>(<italic>r</italic><sub>1</sub>) points in the positive <italic>z</italic>-direction while the <italic>B<sub>inz</sub></italic>(<italic>r</italic><sub>2</sub>) points in the negative <italic>z</italic>-direction. With the moving speed increasing to a high level, since the eddy current <italic>j</italic><sub>1</sub> and <italic>j</italic><sub>2</sub> gradually move into the leaving region, <italic>B<sub>inx</sub></italic>(<italic>r</italic><sub>1</sub>) at the point P<sub>1</sub> firstly points in the positive <italic>x</italic>-direction at the low speed, and then points in the negative <italic>x</italic>-direction at the high speed, as displayed in <xref ref-type="fig" rid="fig-4">Fig. 4</xref>, respectively. As a result, based on <xref ref-type="disp-formula" rid="eqn-10">Eqs. (10)</xref>&#x2013;<xref ref-type="disp-formula" rid="eqn-13">(13)</xref>, the value of <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>1</sub>) firstly increases and then decreases, while the other three components, i.e., <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>1</sub>), <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>2</sub>) and <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>2</sub>), keep the same change trend during the increase of the moving speed.</p>
</sec>
<sec id="s3">
<label>3</label>
<title>Simulation Analysis</title>
<p>To investigate the distributions of eddy current and the modified magnetic fields, dynamic finite element modeling and simulation procedures are implemented in 2D by the commercial electromagnetic simulation software MAXWELL. The simulation model for speed measurement in a relative linear motion is built, as shown in <xref ref-type="fig" rid="fig-5">Fig. 5</xref>. The U-shaped magnet consists of two permanent magnets (Width: 10.00&#x2005;mm; Height: 20.00&#x2005;mm; Material: NdFe35) and a magnet yoke (Width: 50.00&#x2005;mm; Thickness: 10.00&#x2005;mm; Materials: steel_1008). The U-shaped magnet is arranged above a steel plate (Width: 2000.00&#x2005;mm; Thickness: 10.00&#x2005;mm; Materials: steel_1008) with a liftoff value of 2.00&#x2005;mm. The steel plate moves from the left side to the right. In actual MFL testing and past researches, the inspection apparatus scans the objects with speeds from 0.1 to 20&#x2005;m/s [<xref ref-type="bibr" rid="ref-22">22</xref>,<xref ref-type="bibr" rid="ref-54">54</xref>&#x2013;<xref ref-type="bibr" rid="ref-57">57</xref>]. As a result, in the simulation, the U-shaped magnet remains stationary and steel plate moves at different speeds of 0.1, 1.0 to 20.0&#x2005;m/s with step of 1&#x2005;m/s. The distance of the two measuring points P<sub>1</sub> and P<sub>2</sub> is 15.00&#x2005;mm. When the center of the plate arrives at the magnet, the <italic>x</italic> and <italic>z</italic> components of the magnetic field at the points P<sub>1</sub> and P<sub>2</sub> are simulated. And in addition to this, the eddy current distributions in the steel plate are observed and recorded when the speed is 0.1, 1, 10 and 20&#x2005;m/s, as shown in <xref ref-type="fig" rid="fig-6">Figs. 6</xref>&#x2013;<xref ref-type="fig" rid="fig-9">9</xref>.</p>
<fig id="fig-5">
<label>Figure 5</label>
<caption>
<title>Simulation model for speed measurement based on eddy current effect (Unit: mm)</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="SDHM_22554-fig-5.tif"/>
</fig><fig id="fig-6">
<label>Figure 6</label>
<caption>
<title>The eddy current distribution at the speed of 0.1&#x2005;m/s</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="SDHM_22554-fig-6.tif"/>
</fig><fig id="fig-7">
<label>Figure 7</label>
<caption>
<title>The eddy current distribution at the speed of 1.0&#x2005;m/s</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="SDHM_22554-fig-7.tif"/>
</fig><fig id="fig-8">
<label>Figure 8</label>
<caption>
<title>The eddy current distribution at the speed of 10.0&#x2005;m/s</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="SDHM_22554-fig-8.tif"/>
</fig><fig id="fig-9">
<label>Figure 9</label>
<caption>
<title>The eddy current distribution at the speed of 20.0&#x2005;m/s</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="SDHM_22554-fig-9.tif"/>
</fig>
<p><xref ref-type="fig" rid="fig-6">Figs. 6</xref> and <xref ref-type="fig" rid="fig-7">7</xref> show the eddy current distributions in the steel plate at moving speed of 0.1 and 1.0&#x2005;m/s, respectively. <xref ref-type="fig" rid="fig-6">Fig. 6</xref> illustrates that there is almost no eddy current in the steel plate when the U-shaped magnet moves relative to the steel plate at ultra-low speed. Besides, <xref ref-type="fig" rid="fig-7">Fig. 7</xref> shows that the eddy current has an approximately symmetrical distribution along <italic>z</italic> axis of each permanent magnet at low speed, matching well with the results of theoretical analysis, as displayed in <xref ref-type="fig" rid="fig-3">Fig. 3</xref>.</p>
<p><xref ref-type="fig" rid="fig-8">Figs. 8</xref> and <xref ref-type="fig" rid="fig-9">9</xref> show the eddy current distributions in the steel plate at moving speed of 10.0 and 20.0&#x2005;m/s, respectively. It can be seen that the eddy current moves into the leaving region and shows an asymmetrical distribution along <italic>z</italic> axis of each permanent magnet at high speed, which agrees well with the theoretical results, as depicted in <xref ref-type="fig" rid="fig-4">Fig. 4</xref>.</p>
<p>In order to obtain the accurate relationship between the measured magnetic field and the moving speed, the <italic>x</italic> and <italic>z</italic> components of the magnetic field at the points P<sub>1</sub> and P<sub>2</sub> are calculated and recorded. The trends of each component of the magnetic field are plotted and linearly fitted, as displayed in <xref ref-type="fig" rid="fig-10">Fig. 10</xref>. It can be seen that <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>1</sub>) decreases nonlinearly and <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>2</sub>) increases nonlinearly with the moving speed increasing. According to the results of the linear fit, it is worth noting that <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>1</sub>) and <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>2</sub>) both decrease linearly during the whole increase of the moving speed. Therefore, both <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>1</sub>) and <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>2</sub>) could be used as the ideal evaluation parameter.</p>
<fig id="fig-10">
<label>Figure 10</label>
<caption>
<title>The simulation results of magnetic flux density at different moving speeds. (a) <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>1</sub>); (b) <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>1</sub>); (c) <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>2</sub>); (d) <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>2</sub>)</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="SDHM_22554-fig-10.tif"/>
</fig>
</sec>
<sec id="s4">
<label>4</label>
<title>Experiment Validation</title>
<p>According to the speed measurement principle displayed in <xref ref-type="fig" rid="fig-2">Fig. 2</xref> and the simulation model shown in <xref ref-type="fig" rid="fig-5">Fig. 5</xref>, a speed measurement prototype is designed and developed, as pictured in <xref ref-type="fig" rid="fig-11">Fig. 11</xref>. The prototype consists of a U-shaped magnet and a printed circuit board (PCB). The U-shaped magnet is composed of two permanent magnets (Length: 20.00&#x2005;mm; Width: 10.00&#x2005;mm; Height: 20.00&#x2005;mm; Material: NdFe35) and a magnet yoke (Length: 20.00&#x2005;mm; Width: 50.00&#x2005;mm; Thickness: 10.00&#x2005;mm; Materials: Steel 45). Four Hall sensors (Manufacturer: ALLEGRO; Type: A1302) are soldered on the PCB. And the four Hall sensors are placed at points P<sub>1</sub> and P<sub>2</sub> in <xref ref-type="fig" rid="fig-11">Fig. 11</xref>. Specifically, the four Hall sensors are divided into two groups to measure the <italic>x</italic> and <italic>z</italic> components of the magnetic field at the points P<sub>1</sub> and P<sub>2</sub>. The two-group Hall sensors are properly arranged with a distance of 15.00&#x2005;mm to avoid being saturated by the permanent magnet. The use of PCB ensures the accuracy of the positions of points P<sub>1</sub> and P<sub>2</sub>.</p>
<fig id="fig-11">
<label>Figure 11</label>
<caption>
<title>The prototype designed based on the simulation model</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="SDHM_22554-fig-11.tif"/>
</fig>
<p>Then, the apparatus for the experiment was set up, as displayed in <xref ref-type="fig" rid="fig-12">Fig. 12</xref>. The device of the experiment is made up of a prototype, a battery pack, a voltage conversion module, an oscilloscope (Manufacturer: Tektronix; Type: MDO4034C), a three-phase synchronous motor and a steel disk (Diameter: 1200.00 mm; Thickness: 20.00&#x2005;mm; Materials: Steel 20). The prototype is shown in <xref ref-type="fig" rid="fig-11">Fig. 11</xref>. The battery pack and voltage conversion module together provide pure 5-volt power to the Hall sensors soldered on the prototype. This power supply is extremely precise. According to the ripple test results, the peak to peak of its ripple is only 5&#x2005;mV. In other words, its accuracy is as high as 0.1&#x0025;. The oscilloscope has four channels, which are connected to the output pins of the four Hall sensors on the prototype to measure their output voltages. The three-phase synchronous motor and steel disk constitute the motion system of the experimental device. The three-phase synchronous motor controlled by an inverter drives the steel disk to rotate at different speeds.</p>
<fig id="fig-12">
<label>Figure 12</label>
<caption>
<title>The device of the speed measurement experiment</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="SDHM_22554-fig-12.tif"/>
</fig>
<p>In addition to the basic information on the experimental device above, some details about the experimental device must be elaborated. The prototype is fixed on the fixture made of polylactic acid (PLA), which does not affect the magnetic field distribution of the prototype. In order to ensure the consistency of the experimental device and the simulation model, the permanent magnet with the PCB is placed upward, and the steel disk moves counter-clockwise, as shown in <xref ref-type="fig" rid="fig-13">Fig. 13</xref>. Furthermore, the prototype is placed at the edge of the disk with a liftoff value of 2&#x2005;mm. An aluminum sheet with a thickness of 2&#x2005;mm is employed to ensure the accuracy of this liftoff value.</p>
<fig id="fig-13">
<label>Figure 13</label>
<caption>
<title>The partial enlarged view of the prototype and the steel disk</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="SDHM_22554-fig-13.tif"/>
</fig>
<p>After the experimental device is built, a sequence of laboratory experiments is performed to preliminarily investigate the feasibility of the proposed method. The moving speed of the steel disk is controlled by adjusting the frequency of the motor. Based on the previous measurements using the encoder wheel, the angular speed of the steel disk varies linearly with the frequency. The relative linear moving speed between the prototype and the disk can be calculated by multiplying the radius and the angular velocity. In the experiment, the frequency of the motor is increased from 0.1 to 5.7&#x2005;Hz with step of 0.3&#x2005;Hz. Correspondingly, the moving speed of the circumference of the steel disk changes from 0.99 to 20.01&#x2005;m/s. When the disk rotates in a stable revolution speed, the four components of the magnetic field are captured by the four Hall sensors. In the experiment, the oscilloscope is employed to measure the output voltage values of the four Hall sensors. At a steady speed, a huge quantity of output values is collected from each Hall sensor. These values are averaged with the help of the mathematical software MATLAB. During the experiment, it is very important to measure and average a large number of output voltage values of each Hall sensor. This mathematical treatment will tremendously increase the accuracy of the measured speed. Nevertheless, this treatment will bring some shortcomings. For instance, an excessive number of samples will result in an increase in the response time. Therefore, in practical applications, the choice of sample size is crucial.</p>
<p>In this experiment, 100&#x2005;k voltage values are collected and averaged. After data processing, the average signal values of each Hall sensor are obtained at each measured speed. The average signal values of the four components of the magnetic field at different speeds are displayed in <xref ref-type="fig" rid="fig-14">Fig. 14</xref>. And the magnetic field consists of the external magnetic field generated by the permanent magnet and the induced magnetic field caused by the eddy current. Comparing <xref ref-type="fig" rid="fig-10">Figs. 10</xref> and <xref ref-type="fig" rid="fig-14">14</xref>, it is obvious that the experimental results and the simulation results are in very good agreement. To be more specific, with the moving speed increasing from 0.99 to 20.01&#x2005;m/s, it can be seen that the average signal values of the four components have the same change trend with the simulation results as shown in <xref ref-type="fig" rid="fig-10">Fig. 10</xref>. <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>1</sub>) decreases nonlinearly, and <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>2</sub>) increases nonlinearly. In particular, during the whole increase of the speed, the <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>1</sub>) and <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>2</sub>) all show a linear increase with respect to the moving speed, as shown in <xref ref-type="fig" rid="fig-14">Figs. 14b</xref> and <xref ref-type="fig" rid="fig-14">14c</xref>. Hence, in the practical application, the <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>1</sub>) and <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>2</sub>) could be chosen as the ideal evaluation parameter.</p>
<fig id="fig-14">
<label>Figure 14</label>
<caption>
<title>The experimental results of average signal value at different moving speeds. (a) <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>1</sub>); (b) <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>1</sub>); (c) <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>2</sub>); (d) <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>2</sub>)</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="SDHM_22554-fig-14.tif"/>
</fig>
<p>Besides, the linear fitting equations of the data collected by each sensor and the R-squared (R<sup>2</sup>) of the fitting curves are also shown in <xref ref-type="fig" rid="fig-14">Fig. 14</xref>. In <xref ref-type="fig" rid="fig-14">Figs. 14b</xref> and <xref ref-type="fig" rid="fig-14">14c</xref>, the R<sup>2</sup> of the fitting plots are 0.99497 and 0.99505, respectively. Hence, the average signal value of <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>1</sub>) and <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>2</sub>) all have very good linearity with respect to the speed. To further verify that the proposed method has high accuracy, the average signal value of <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>1</sub>) is taken as the signal feature for speed measurement. At a known speed, the average signal value of <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>1</sub>) is obtained and put into the linear fitting equations in <xref ref-type="fig" rid="fig-14">Fig. 14b</xref> to calculate the speed. And the results of speed measured by the average signal value of <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>1</sub>) are shown in <xref ref-type="table" rid="table-1">Table 1</xref>. The average error rate calculated from the data in <xref ref-type="table" rid="table-1">Table 1</xref> is only 2.24&#x0025;. Obviously, high accuracy can be obtained by using the method proposed in this paper.</p>
<table-wrap id="table-1"><label>Table 1</label>
<caption>
<title>The speed measurement error</title></caption>
<table><colgroup><col align="left"/><col align="left"/><col align="left"/><col align="left"/>
</colgroup>
<thead>
<tr>
<th align="left">The actual<break/>speed (m/s)</th>
<th align="left">The measured<break/>speed (m/s)</th>
<th align="left">Error rate</th>
<th align="left">Average error rate</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">2.04</td>
<td align="left">1.96</td>
<td align="left">3.97&#x0025;</td>
<td align="left"></td>
</tr>
<tr>
<td align="left">4.16</td>
<td align="left">4.19</td>
<td align="left">0.67&#x0025;</td>
<td/>
</tr>
<tr>
<td align="left">6.27</td>
<td align="left">6.41</td>
<td align="left">2.19&#x0025;</td>
<td/>
</tr>
<tr>
<td align="left">8.38</td>
<td align="left">8.63</td>
<td align="left">2.94&#x0025;</td>
<td/>
</tr>
<tr>
<td align="left">10.50</td>
<td align="left">10.67</td>
<td align="left">1.62&#x0025;</td>
<td>2.24&#x0025;</td>
</tr>
<tr>
<td align="left">12.61</td>
<td align="left">12.89</td>
<td align="left">2.22&#x0025;</td>
<td/>
</tr>
<tr>
<td align="left">14.72</td>
<td align="left">15.11</td>
<td align="left">2.64&#x0025;</td>
<td/>
</tr>
<tr>
<td align="left">16.84</td>
<td align="left">16.96</td>
<td align="left">0.76&#x0025;</td>
<td/>
</tr>
<tr>
<td align="left">18.95</td>
<td align="left">18.44</td>
<td align="left">2.66&#x0025;</td>
<td/>
</tr>
<tr>
<td align="left">21.06</td>
<td align="left">20.48</td>
<td align="left">2.76&#x0025;</td>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<p>Permanent magnet with different liftoff distances from the specimen surface generates a different external magnetic field distribution above the specimen. Based on <xref ref-type="disp-formula" rid="eqn-3">Eq. (3)</xref>, the changed external magnetic will influence the eddy current and further produce a different signal response in the measurement sensor. In order to investigate the liftoff effect in the speed measurement, the measurement sensor is placed with different liftoff distances varying from 1.0 to 3.0&#x2005;mm with a step of 0.2&#x2005;mm. In the experiment, the steel plate is driven to rotate at a fixed moving speed of 10&#x2005;m/s. <xref ref-type="fig" rid="fig-15">Fig. 15</xref> shows the measured average signal values of <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>2</sub>) at different liftoff distances. It can be seen that with the liftoff distance increasing, the measured average signal value shows a sharply decreasing trend. Thus, on the one hand, in order to obtain a high sensitivity, the speed sensor should be placed close to the inspected objects if possible. On the other hand, in the practical application, the speed sensor should be arranged at a fixed liftoff distance to avoid the sensitivity difference caused by a varied liftoff distance.</p>
<fig id="fig-15">
<label>Figure 15</label>
<caption>
<title>The measured average signal value at different liftoff distances with moving speed of 10&#x2005;m/s</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="SDHM_22554-fig-15.tif"/>
</fig>
</sec>
<sec id="s5">
<label>5</label>
<title>Conclusion</title>
<p>In this paper, a contactless speed measuring method based on eddy current is proposed in the scanning MFL testing. Different from the traditional contact method by encoder wheels, the proposed method is a contactless way, which creatively utilizes the relative movement between the specimen and magnets to induce eddy current for speed measurement. The proposed method could be taken as a supplement. The combination of the traditional contact method and the proposed contactless one could greatly improve the measurement accuracy, which will be investigated in the future works. Additionally, the proposed method is simple and achievable, which changes nothing to the MFL apparatus expect adding Hall sensors near the magnet poles. It can be concluded that:<list list-type="simple"><list-item><label>(1)</label>
<p>At low moving speeds, owing to the weak induced magnetic field, the eddy current <italic>j</italic><sub>1</sub> and <italic>j</italic><sub>2</sub> in the arriving and leaving regions have a symmetrical distribution along <italic>z</italic> axis of each permanent magnet. In contrast, at high moving speeds, the eddy current distribution will be altered by self-inductance effect and move into the leaving region. Simulations and experiments show that the <italic>B<sub>mz</sub></italic>(<italic>r</italic><sub>1</sub>) and <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>2</sub>) show a linear decrease with respect to the moving speeds from 0.1 to 20.0&#x2005;m/s, which could be used as the ideal evaluation parameter.</p></list-item><list-item><label>(2)</label>
<p>The measured average signal value of <italic>B<sub>mx</sub></italic>(<italic>r</italic><sub>2</sub>) shows a sharply decreasing trend with the liftoff distance increasing. Thus, on the one hand, in order to obtain a high sensitivity, the speed sensor should be placed close to the inspected objects if possible. On the other hand, in practical application, the speed sensor should be arranged at a fixed liftoff distance to avoid the sensitivity difference caused by a varied liftoff distance.</p></list-item></list></p>
</sec>
</body>
<back>
<ack>
<p>Funding from the National Natural Science Foundation of China and the Sichuan Science and Technology Program is gratefully acknowledged.</p>
</ack>
<sec>
<title>Funding Statement</title>
<p>This work is supported in part by the National Natural Science Foundation of China (Grant No. 92060114), in part by the Sichuan Science and Technology Program (Nos. 2022YFS0524 and 2022YFG0044).</p>
</sec>
<sec>
<title>Author Contributions</title>
<p>The authors confirm contribution to the paper as follows: study conception and design: Jianbo Wu, Zhaoting Liu; data collection: Zhaoting Liu, Sha He, Shiqiang Wang; analysis and interpretation of results: Xin Rao, Shen Wang; draft manuscript preparation: Zhaoting Liu, Wei Wei. All authors reviewed the results and approved the final version of the manuscript.</p>
</sec>
<sec sec-type="COI-statement">
<title>Conflicts of Interest</title>
<p>The authors declare that they have no conflicts of interest to report regarding the present study.</p>
</sec>
<ref-list content-type="authoryear">
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