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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Energy Res.</journal-id>
<journal-title>Frontiers in Energy Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Energy Res.</abbrev-journal-title>
<issn pub-type="epub">2296-598X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">896575</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2022.896575</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Energy Research</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Design and optimization of a modular wireless power system based on multiple transmitters and multiple receivers architecture</article-title>
<alt-title alt-title-type="left-running-head">Liu et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenrg.2022.896575">10.3389/fenrg.2022.896575</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Jingying</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1721371/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Min</surname>
<given-names>Yao</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Jian</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1695672/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Aixi</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhou</surname>
<given-names>Jing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1862711/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of Electrical Engineering</institution>, <institution>Zhejiang University</institution>, <addr-line>Hangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>State Grid Zhejiang Hangzhou Electric Power Co., Ltd.</institution>, <addr-line>Hangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Qiantang District Branch</institution>, <institution>Zhejiang Dayou Group Co., Ltd.</institution>, <addr-line>Hangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Polytechnic Institute</institution>, <institution>Zhejiang University</institution>, <addr-line>Hangzhou</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1397819/overview">Zhikang Shuai</ext-link>, Hunan University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1410106/overview">Mohamed Salem</ext-link>, Universiti Sains Malaysia (USM), Malaysia</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1169341/overview">Saeed Hasanzadeh</ext-link>, Qom University of Technology, Iran</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jing Zhou, <email>jingzhou@zju.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Electrochemical Energy Conversion and Storage, a section of the journal Frontiers in Energy Research</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>09</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>896575</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>03</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>07</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Liu, Min, Gao, Yang and Zhou.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Liu, Min, Gao, Yang and Zhou</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Wireless Power Transfer (WPT) technology has been applied to electric vehicles (EVs), for its convenience, safety, and high reliability. However, for the traditional single-transmitter-single-receiver WPT system, due to its uneven electromagnetic field distribution, the power transfer capability and the anti-offset performance are always insufficient. The multi-transmitter-multi-receiver (MTMR) WPT system based on modular inverters with coils can not only improve the transmission power of the system but also boost the system&#x2019;s anti-offset ability due to its more uniform magnetic field distribution. In this study, the topology and transmission characteristics of the MTMR WPT system are discussed accordingly: 1) A decoupling method of transmitting coil based on capacitance compensation is proposed, and the particle swarm optimization algorithm is used to derive the optimal design scheme of magnetic coupling coil. 2) A phase-shifting control strategy is proposed to realize the phase synchronization and current sharing control of coil current at each transmitter. Finally, the simulation and experimental results show that the modular wireless power transfer system with multiple transmitters and multiple receivers has strong power transmission capability and anti-offset performance.</p>
</abstract>
<kwd-group>
<kwd>wireless power transfer</kwd>
<kwd>multi transmit-multi receive</kwd>
<kwd>particle swarm optimization</kwd>
<kwd>misalignment</kwd>
<kwd>efficiency</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The development of wireless power transfer (WPT) provides new solutions for certain special occasions. Featuring safe, reliable, and highly-flexible, WPT is widely used in medical wearable devices, portable mobile electronic products, electric vehicles (EVs), and many other fields (<xref ref-type="bibr" rid="B17">Musavi and Eberle, 2014</xref>; <xref ref-type="bibr" rid="B5">Deflorio et al., 2015</xref>; <xref ref-type="bibr" rid="B8">Hasanzadeh and Vaez-Zadeh, 2015</xref>; <xref ref-type="bibr" rid="B19">Riehl et al., 2015</xref>; <xref ref-type="bibr" rid="B28">Zhang et al., 2019</xref>; <xref ref-type="bibr" rid="B30">Zhou et al., 2020a</xref>; <xref ref-type="bibr" rid="B31">Zhou et al., 2021</xref>). In addition, with the development of intelligent driving and automatic parking technology, automatic and intelligent charging solutions with no human interference will be indispensable technology in the future, and there are several design rules to optimize the transmission efficiency of the system (<xref ref-type="bibr" rid="B10">Hasanzadeh et al., 2012</xref>). Due to the characteristics of plug-less, automatic, and superior operability (<xref ref-type="bibr" rid="B26">Wu et al., 2010</xref>; <xref ref-type="bibr" rid="B29">Zhou et al., 2020b</xref>; <xref ref-type="bibr" rid="B16">Ming et al., 2021</xref>), the WPT technology will be an indispensable part of the upcoming intelligent transportation system. However, because of the uncertainty of the coils&#x2019; location, the offset between the transmitter and receiver coils will inevitably reduce transmission efficiency (<xref ref-type="bibr" rid="B11">Kim et al., 2017</xref>; <xref ref-type="bibr" rid="B14">Li Y. et al., 2019</xref>). Therefore, the offset problem is the fundamental problem remaining to be solved, and an appropriate strategy which can adaptively solve the offset problem will promote the application and development of WPT systems in the EVs.</p>
<p>In order to alleviate the decrease in transmission efficiency caused by the position offset between the coils, adjusting the structure of the coils is one of the major methods utilized. On one hand, there is still space for the improvement of a single modular coil structure. Professor John T. Boys proposed a bipolar rectangular flat coil (Double D) (<xref ref-type="bibr" rid="B2">Budhia et al., 2011</xref>) and a multi-layered coil structure on an E-type iron core (<xref ref-type="bibr" rid="B6">Elliott et al., 2010</xref>), which can improve the transmission efficiency and stability of the system under coil offset. On the other hand, as several multi-coil coupling structures have been used in WPT systems, they guide solving the misalignment problem. In some studies, the multi-coil structure is used to improve transmission efficiency (<xref ref-type="bibr" rid="B20">Seo, 2019</xref>; <xref ref-type="bibr" rid="B13">Lee and Lee, 2020</xref>; <xref ref-type="bibr" rid="B18">Pries et al., 2020</xref>). For example, an approximate solution for the arrangement of coils to achieve maximum efficiency in a multi-coil coupling system is proposed and experiments have verified its properties (<xref ref-type="bibr" rid="B13">Lee and Lee, 2020</xref>). The anti-misalignment performance of the WPT system can be improved with a multi-coil structure (<xref ref-type="bibr" rid="B13">Lee and Lee, 2020</xref>; <xref ref-type="bibr" rid="B21">Shen et al., 2022</xref>). In (<xref ref-type="bibr" rid="B13">Lee and Lee, 2020</xref>), a neural network method to model the propagation of magnetic resonance in multiple-input-multiple-output (MIMO) is proposed and used to reduce the impact of the offset problem. Additionally, a receiver position estimation method for multi-transmitter WPT systems using the machine learning method is proposed, and it is verified in an experiment that the system efficiency maintains around 90% even with the misalignment (<xref ref-type="bibr" rid="B21">Shen et al., 2022</xref>). Moreover, the geometrical design of the coils has also received attention in recent years. An omnidirectional energy harvester with a multi-coil structure is proposed and analyzed to avoid coil misalignment (<xref ref-type="bibr" rid="B22">Tan et al., 2016</xref>). The cylinder-shaped coils in a multi-coil WPT system is investigated and the system realizes stable output power within the full range of angular misalignment (<xref ref-type="bibr" rid="B7">Han et al., 2019</xref>). Therefore, it is proposed that the WPT system with multiple coils has great potential and future application (<xref ref-type="bibr" rid="B3">Cheng et al., 2019</xref>).</p>
<p>However, the application of the multi-coil WPT system still faces many difficulties, especially when applied to EVs. Even though there are a lot of literature studying the multiple coil WPT systems, they mainly focused on the MIMO WPT system rather than multi-transmitter-multi-receiver (MTMR) system, while the MIMO WPT system features multiple power outputs for different loads (<xref ref-type="bibr" rid="B24">Vu et al., 2017</xref>; <xref ref-type="bibr" rid="B25">Vu et al., 2019</xref>; <xref ref-type="bibr" rid="B23">Vu et al., 2020</xref>). In (<xref ref-type="bibr" rid="B25">Vu et al., 2019</xref>), the authors propose a multiple output WPT system, and experimental results with the total output power of 1.5&#xa0;kW are provided, but the anti-offset performance is not the main research objective. Moreover, low power WPT systems (usually &#x3c;100&#xa0;W) have higher degrees of freedom in design, which come in a variety of geometries and some geometries (e.g., cylindrical, spherical, etc.) have good anti-offset performance (<xref ref-type="bibr" rid="B22">Tan et al., 2016</xref>; <xref ref-type="bibr" rid="B7">Han et al., 2019</xref>). However, in the scenario of EV charging, the shape of the coils is limited by the vehicle chassis. Without particular anti-offset design consideration, the wireless charging efficiency will drop significantly when misalignment happens. As the MTMR WPT system, is different from the widely studied single-transmitter-single-receiver (STSR) WPT system, there are still many uncertainties that need to be further clarified (<xref ref-type="bibr" rid="B1">Bandyopadhyay et al., 2019</xref>; <xref ref-type="bibr" rid="B15">Li H. et al., 2019</xref>; <xref ref-type="bibr" rid="B12">Lee et al., 2020</xref>). On the other hand, the MTMR WPT system commonly suffers from a cross-regulation problem, in which the variation in voltage or power from one output channel affects the stability of the others (<xref ref-type="bibr" rid="B27">Zhang et al., 2021</xref>). Moreover, the compensation network is important for the system, and (<xref ref-type="bibr" rid="B9">Hasanzadeh and Vaez-Zadeh, 2013</xref>) have carried out a detailed analysis of the compensation of the STSR system. But due to the special topology of the MTMR system, the compensation capacitance of the system still needs carefully analyzed and calculated. When designing an MTMR magnetic coupling structure, it is necessary to comprehensively consider the anti-offset performance as well as the cross-coupling effect of the system.</p>
<p>In order to address the aforementioned problems, first, a theoretical model of the MTMR WPT system for EVs is proposed in this study. The decoupling method of multiple transmitter coils based on compensation capacitors is proposed. Afterward, a coil optimization scheme based on the particle swarm optimization (PSO) algorithm (<xref ref-type="bibr" rid="B4">Clerc and Kennedy, 2002</xref>) is proposed, and the actual parameters are taken as an example to describe the system setup in detail. And a decoupling method for active and reactive currents of multiple transmitter coils is studied and used in the phase-locking and current-sharing control strategies. Then, a 3.3&#xa0;kW experimental platform based on multiple inverters in parallel with three transmitters and three receivers is built to verify the theoretical analysis. Finally, the transmission efficiency and anti-offset performance of the system are verified when using the proposed control strategy. The proposed method provides an accurate and suitable approach for the WPT system with multiple inverters in parallel and the design of the magnetic coupling structure of the MTMR coupling structure.</p>
</sec>
<sec id="s2">
<title>2 Theoretical analysis of multi-transmitter-multi-receiver wireless power transfer system</title>
<sec id="s2-1">
<title>2.1 Multi-transmitter-multi-receiver wireless power transfer system based on DS-LCC compensation network</title>
<p>The structure of the proposed MTMR WPT system using double side LCC (DS-LCC) compensation topology is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. There are three transmitter coils and three receiver coils in the MTMR WPT system, and there is an independent LCC compensation network with an independent inverter before each coil to provide high-frequency current. The receiver with the LCC compensation network connects in parallel with an independent rectifier to provide power for the load. In the DS-LCC compensation network, when the mutual inductance value of the system is stable, the current flowing through the load maintains constant. The transferred power of the MTMR WPT system is effectively increased because of its anti-offset properties.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>MTMR WPT system with DS-LCC compensation topology.</p>
</caption>
<graphic xlink:href="fenrg-10-896575-g001.tif"/>
</fig>
<p>The equivalent circuit of the MTMR WPT system is shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. <italic>U</italic>
<sub>i</sub> is the source of each inverter. <italic>L</italic>
<sub>i1</sub>, <italic>L</italic>
<sub>i2</sub>, <italic>C</italic>
<sub>i1</sub>, <italic>C</italic>
<sub>i2</sub>, <italic>C</italic>
<sub>pi,</sub> and C<sub>si</sub> are the compensation inductance and capacitance of each LCC compensation network. <italic>L</italic>
<sub>pi</sub> and <italic>L</italic>
<sub>si</sub> are inductance of the coupled coil. In addition, since there is a coupling mutual inductance between every coil, <italic>M</italic>
<sub>xx_ij</sub> is defined as the mutual inductance (x &#x3d; p (transmitter) or x &#x3d; s (receiver)). <italic>U</italic>
<sub>xxi</sub> is the induced voltage generated between coils. According to Kirchhoff&#x2019;s Law, the voltage can be expressed as:<disp-formula id="e1">
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<label>(1)</label>
</disp-formula>
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<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Equivalent circuit of the MTMR WPT system.</p>
</caption>
<graphic xlink:href="fenrg-10-896575-g002.tif"/>
</fig>
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<p>It can be seen that the output current of the inverter will increase with the mutual inductance between transmitter coils. Therefore, additional series capacitors have to be added to achieve decoupling between the transmitter coils. The designed equivalent circuit of the MTMR WPT system with compensation capacitors is shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. In order to cancel the corresponding induced voltage, the added series compensation capacitance is expressed as:<disp-formula id="e3">
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<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Equivalent Circuit of MTMR WPT System with Capacitance Compensation. In this picture, there are n pairs of transceiver coils.</p>
</caption>
<graphic xlink:href="fenrg-10-896575-g003.tif"/>
</fig>
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<p>The induced voltage generated in the coils of the cross-coupling inductance between the transmitter coils can be eliminated. The compensation capacitor reduces the output current of the inverter and provides a favorable guarantee for the development and design of the MTMR WPT system.</p>
</sec>
<sec id="s2-2">
<title>2.2 Optimal design of coupling structure</title>
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</disp-formula>where <italic>r</italic>
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<fig id="F4" position="float">
<label>FIGURE 4</label>
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</caption>
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<p>Therefore, the influence of the offset on the mutual inductance can be evaluated by the sum of mutual inductance (<inline-formula id="inf3">
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</inline-formula>). Taking the structure shown in <xref ref-type="fig" rid="F4">Figure 4</xref>, assuming the axial distance between the centers is 15&#xa0;cm, and the angles are 0&#xb0;, 5&#xb0;, and 10&#xb0;, when the lateral distance between the coil centers gradually increases, the variation of mutual inductance is shown in <xref ref-type="fig" rid="F5">Figure 5</xref>. The coils in the simulation are single-turn with a metallic material. The mutual inductance is utilized as the Y-ordinate, for it is an instinctive and straightforward index to indicate the performance of different coil offsets. It can be seen from <xref ref-type="fig" rid="F5">Figure 5</xref> that angular offset has little influence on mutual inductance. Therefore, the mutual inductance variation due to a certain lateral distance offset is the main factor affecting the system efficiency.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>The mutual inductance offset characteristics of MTMR coils.</p>
</caption>
<graphic xlink:href="fenrg-10-896575-g005.tif"/>
</fig>
<p>In order to balance the transmission efficiency and anti-offset performance of the MTMR WPT system, the PSO algorithm (<xref ref-type="bibr" rid="B9">Hasanzadeh and Vaez-Zadeh, 2013</xref>) is used to reasonably allocate the parameters of the system to find the optimal parameter setup of the system. The optimization goal can be summarized in the following three aspects: efficiency, anti-offset performance, and cost of the MTMR WPT system. The evaluation standard of the anti-offset performance is that under the same coil offset, the higher efficiency of the system equals better performance. The optimization conditions include: the current of each coil is less than the rated current <italic>I</italic>
<sub>0</sub>, and the total outer diameter of the multiple coils is less than the radius limit <italic>r</italic>
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</sec>
<sec id="s2-3">
<title>2.3 Transmitter current synchronization strategy</title>
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<label>(9)</label>
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<label>(10)</label>
</disp-formula>where A and B are expressed by mutual inductance and &#x3b1;. As can be seen from <xref ref-type="disp-formula" rid="e10">Eq. 10</xref>, there is a certain difference in the current through each transmitting coil, and the vector diagram of the current flowing through each coil is shown in <xref ref-type="fig" rid="F6">Figure 6A</xref>. There are differences in both amplitude and angle in the current vector diagram. However, when there is no difference in the system or the difference is minimized according to the control strategy, the current distribution shown in <xref ref-type="fig" rid="F6">Figure 6B</xref> can be achieved. In this case, the current through each coil can be kept consistent in both phase and amplitude, and there is no reactive power. The losses caused by reactive currents in the compensation network will be reduced by the synchronization strategy.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Current vector diagrams. <bold>(A)</bold> The currents are not synchronized. <bold>(B)</bold> The currents are synchronized.</p>
</caption>
<graphic xlink:href="fenrg-10-896575-g006.tif"/>
</fig>
<p>In order to improve the output power, reduce the power loss and achieve effective capacitance compensation, a decoupling algorithm based on active and reactive currents is proposed. The algorithm can synthesize the current direction as the reference direction, and decompose the vector of each coil current into active current and reactive current respectively. A vector diagram of the active and reactive currents decomposed by the coil current is shown in <xref ref-type="fig" rid="F7">Figure 7</xref>.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>The vector diagram of currents decomposed by the coil current. <bold>(A)</bold> The active currents decomposed diagram. <bold>(B)</bold> The reactive currents decomposed diagram.</p>
</caption>
<graphic xlink:href="fenrg-10-896575-g007.tif"/>
</fig>
<p>First, assume that the resultant current is the reference signal. Then the <italic>k</italic>th coil current can be expressed as <inline-formula id="inf13">
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</inline-formula> represent the magnitudes of the active and reactive current components of the <italic>k</italic>th coil. Shift the phase of synthetic current to achieve a &#x3c0;/2 delay, and then the quadrature parameters can be obtained as <inline-formula id="inf16">
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</inline-formula>. Second, define virtual active and reactive components as:<disp-formula id="e11">
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<label>(11)</label>
</disp-formula>
</p>
<p>In fact, the virtual can be used to indicate the consistency of the direction and magnitude of the coil current in practice. Then multiply the <italic>i</italic>
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<p>In the control strategy, when there is parameter deviation in the circuit, the working state of the inverter (i.e., the phase and amplitude of the fundamental voltage output by the inverter) can be adjusted to compensate for the differences. In addition, the inverter phase and duty cycle can be adjusted according to the active and reactive components in the coil current. The transmitter&#x2019;s current synchronization strategy will provide effective detection values for subsequent phase locking and current sharing. Compared with the zero-crossing comparator, the algorithm requires less accurate sampling of the current, so it is more suitable for high-frequency and high-power power occasions.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Experimental verification</title>
<p>In order to verify the proposed optimal design and control method of the MTMR WPT system, according to the topology shown in <xref ref-type="fig" rid="F1">Figure 1</xref>, the experimental platform shown in <xref ref-type="fig" rid="F8">Figure 8</xref> is established. The experimental device includes three inverters, a <xref ref-type="fig" rid="F8">Figure 8</xref> control board, and the coupler. The control board provides drive signals for the three inverters simultaneously and realizes the phase synchronization and current sharing strategy of each transmitter coil current. After the receiver passes through the LCC compensation network, there are three different rectifiers connected in parallel, and provides stable power for the resistive load.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>The proposed experimental system. <bold>(A)</bold> Three inverters and a control board. <bold>(B)</bold> The MTMR coupling structure.</p>
</caption>
<graphic xlink:href="fenrg-10-896575-g008.tif"/>
</fig>
<sec id="s3-1">
<title>3.1 Determination of coupling structure parameters</title>
<p>Combined with the actual requirements of the WPT system for EVs, the coupling structure and its parameters are designed according to the coupling structure optimization algorithm proposed in <xref ref-type="sec" rid="s2">Section 2</xref>. First, the operation frequency of the proposed MTMR WPT system is 85&#xa0;kHz, and the outer dimension radius of the coil is less than 1&#xa0;m. In addition, according to the parameters of Litz wire, the constraints such as wire diameter are formulated. Then, the conditions and functions such as mutual inductance and internal resistance are brought into the optimization algorithm. The Pareto frontier based on multi-objective optimization is shown in <xref ref-type="fig" rid="F9">Figure 9</xref>. It can be seen that when the number of turns of the coil is fixed, the small difference in the coil radius does not change the system efficiency intensely. When the coil radius is constant, the number of turns of the coil will have a great influence on the efficiency and cost. The optimization result on coil parameters is shown in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>The proposed experimental system.</p>
</caption>
<graphic xlink:href="fenrg-10-896575-g009.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Parameters of the MTMR WPT system.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Variable</th>
<th align="left">Value</th>
<th align="left">Variable</th>
<th align="left">Value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Wire Strands</td>
<td align="left">400</td>
<td align="left">Coil turn spacing</td>
<td align="left">5&#xa0;mm</td>
</tr>
<tr>
<td align="left">Wire diameter</td>
<td align="left">1.6&#xa0;mm</td>
<td align="left">Coil outer radius</td>
<td align="left">350&#xa0;mm</td>
</tr>
<tr>
<td align="left">Coil turns</td>
<td align="left">24</td>
<td align="left">Centre distance of coils</td>
<td align="left">500&#xa0;mm</td>
</tr>
<tr>
<td align="left">Transmit-receive coil distance</td>
<td align="left">150&#xa0;mm</td>
<td align="left"/>
<td align="left"/>
</tr>
</tbody>
</table>
</table-wrap>
<p>Based on optimization results, finite element analysis is carried out to evaluate the magnetic field distribution for two cases: no offset between coils and 10&#xa0;cm offset between coils. The simulation result is shown in <xref ref-type="fig" rid="F10">Figure 10</xref>. When there is no offset, the magnetic field distribution is relatively uniform, but with a horizontal offset between coils, the magnetic field distribution will be distorted, and it is more distinct in the edge area of coils. For example, there is a point A in <xref ref-type="fig" rid="F10">Figure 10</xref>, and the magnetic field around point A is very different in <xref ref-type="fig" rid="F10">Figures 10A, B</xref>. Moreover, the parameters of the system can be measured from the simulation, such as the self-inductance, internal resistance, and mutual inductance.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>The magnetic field simulation results. <bold>(A)</bold> The alignment situation. <bold>(B)</bold> The offset situation.</p>
</caption>
<graphic xlink:href="fenrg-10-896575-g010.tif"/>
</fig>
<p>Finally, the transmitter and receiver coils are wound according to the optimization results, as shown in <xref ref-type="fig" rid="F8">Figure 8B</xref>. The self-inductance and mutual inductance of the coils were measured using an impedance analyzer. The comparison between the experimental results and the simulation results is shown in <xref ref-type="table" rid="T2">Table 2</xref>. It can be seen that the WPT system with MTMR coils can obtain higher coupling coefficients even in the occurrence of offset, which helps to achieve higher transmission efficiency. And the actual measured values are basically consistent with the simulation results.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>The comparison between the experimental results and the simulation results.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Variable</th>
<th align="left">Simulation results</th>
<th align="left">Experimental results</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">The self-inductance of transmitter coil</td>
<td align="left">86&#xa0;&#x3bc;H</td>
<td align="left">88.2&#xa0;&#x3bc;H</td>
</tr>
<tr>
<td align="left">The internal resistance of transmitter coil</td>
<td align="left">180&#xa0;&#xa0;m&#x3a9;</td>
<td align="left">202&#xa0;&#xa0;m&#x3a9;</td>
</tr>
<tr>
<td align="left">The self-inductance of receiver coil</td>
<td align="left">86&#xa0;&#x3bc;H</td>
<td align="left">86.9&#xa0;&#x3bc;H</td>
</tr>
<tr>
<td align="left">The internal resistance of receiver coil</td>
<td align="left">180&#xa0;&#xa0;m&#x3a9;</td>
<td align="left">192&#xa0;&#xa0;m&#x3a9;</td>
</tr>
<tr>
<td align="left">No offset mutual inductance <italic>M</italic>
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<td align="left">26.5&#xa0;&#x3bc;H</td>
<td align="left">25.1&#xa0;&#x3bc;H</td>
</tr>
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<td align="left">No offset mutual inductance <italic>M</italic>
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<td align="left">18.7&#xa0;&#x3bc;H</td>
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<td align="left">10&#xa0;cm offset mutual inductance <italic>M</italic>
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<td align="left">22.3&#xa0;&#x3bc;H</td>
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<td align="left">10&#xa0;cm offset mutual inductance <italic>M</italic>
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</table-wrap>
</sec>
<sec id="s3-2">
<title>3.2 Experimental verification of the multi-transmitter-multi-receiver wireless power transfer system</title>
<p>In order to verify the proposed transmitter current synchronization strategy, two experiments were carried out with different parameter setups.</p>
<p>First, when no control strategy is utilized, the currents in each coil cannot be completely consistent, and there are differences in the phase and amplitude of the currents. In addition, the current of one coil will be larger, so the losses on this coil are also higher than others.</p>
<p>Afterward, when the system adopts the control strategies, the current of each transmitter coil can be consistent in both phase and amplitude. At this time, the reactive component of each coil current corresponding to the combined current is substantially zero. In addition, the capacitance compensation method effectively decoupled the coils, so as to ensure each inverter maximizes its function.</p>
<p>Two experiments are carried out to validate the aforementioned analysis. First, the control board provides the same drive signal for three different inverters as shown in <xref ref-type="fig" rid="F11">Figure 11A</xref>, which is an alternating square wave of 85&#xa0;kHz. When the inverter output voltage is adjusted to 300&#xa0;V, the waveform of the steady-state current of each coil is shown in Channel 2, Channel 3, and Channel 4 in <xref ref-type="fig" rid="F11">Figure 11A</xref>. As can be seen from the waveform, the current flowing through each coil are different in phase and amplitude. Secondly, we add the proposed phase synchronization strategy to the control system. The experimental result under the same input voltage is shown in <xref ref-type="fig" rid="F11">Figure 11B</xref>. With the control strategy proposed in this study, both the current phase and amplitude of each transmitter coil can be kept stable. The reactive component of each coil current is approximately zero, and the active component is basically identical. In addition, it is shown that the capacitor compensation measures adopted at the transmitter play a good role in cross-decoupling.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Coil current and output voltage waveform when output power is 3&#xa0;kW. <bold>(A)</bold> Without a control strategy. <bold>(B)</bold> With control strategy. The signal of channel 1 represents the output voltage of the inverter from three transmitters, and the signals of channels 2, 3, and 4 represent the steady-state currents of the three transmitter coils respectively.</p>
</caption>
<graphic xlink:href="fenrg-10-896575-g011.tif"/>
</fig>
<p>The overall output power of the system is 3.072&#xa0;kW, and the overall system efficiency is 92.49%. Compared with the system without the proposed strategy, the system efficiency is improved by nearly 27.7%. Finally, several tests were carried out with different output power, and the experimental results are shown in <xref ref-type="fig" rid="F12">Figure 12</xref>. To summarize, during the full power range, the efficiency can be improved with the proposed strategy, and the active and reactive current decomposition methods are effective.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>The system efficiency at different output powers.</p>
</caption>
<graphic xlink:href="fenrg-10-896575-g012.tif"/>
</fig>
<p>Furthermore, in order to verify the anti-offset performance of the system, corresponding experiments were carried out. The experimental results of the MTMR WPT experimental system are compared with the experimental results of the STSR WPT system in the offset situation, and the results are shown in <xref ref-type="fig" rid="F13">Figure 13</xref>. With the same coil distance and system power level, the transmission efficiency under different horizontal offset conditions is measured. It is obvious that the MTMR WPT system outperforms the STSR WPT system in anti-offset capability. When there is no offset, the efficiency of both systems can achieve 90% or higher results. However, with the increase in the offset distance, the drop rate of the STSR WPT system was significantly faster than the MTMR WPT system. When the offset distance is 40cm, the efficiency of the MTMR WPT system is about 1.45 times of the STSR WPT system. In a word, compared with the STSR WPT system, the proposed MTMR WPT system perform much better in offset situation.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Efficiency comparison of MTMR WPT system and STSR WPT system under different offsets.</p>
</caption>
<graphic xlink:href="fenrg-10-896575-g013.tif"/>
</fig>
<p>In order to present the novelty of this study more comprehensively, a Table of comparison between conducted related works in literature is added to the study. <xref ref-type="table" rid="T3">Table 3</xref> shows the comparison of experimental results between the multi-coil WPT system in recent years in the existing literature and the system designed in this study. As can be summarized from <xref ref-type="table" rid="T3">Table 3</xref>, low power WPT systems (usually &#x3c;100&#xa0;W) have higher degrees of freedom in design, which come in a variety of geometries and some geometries (e.g., cylindrical, spherical, etc.) have good anti-offset performance. However, in the scenario of EV charging, the shape of the coils is limited by the vehicle chassis. Without particular anti-offset design consideration, the wireless charging efficiency will drop significantly when misalignment happens. The coupling structure proposed in this study proves to have the much better anti-offset capability while maintaining high power output capability.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Comparison of experimental results between the multi-coil WPT system in recent years from references and the system designed in this study.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="left">Ref. <xref ref-type="bibr" rid="B23">Vu et al. (2020)</xref>
</th>
<th align="left">Ref. <xref ref-type="bibr" rid="B25">Vu et al. (2019)</xref>
</th>
<th align="left">Ref. <xref ref-type="bibr" rid="B22">Tan et al. (2016)</xref>
</th>
<th align="left">Ref. <xref ref-type="bibr" rid="B7">Han et al. (2019)</xref>
</th>
<th align="left">This paper</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Output power</td>
<td align="left">3&#xa0;kW</td>
<td align="left">1.5&#xa0;kW</td>
<td align="left">20&#xa0;W</td>
<td align="left">50&#xa0;W</td>
<td align="left">3&#xa0;kW</td>
</tr>
<tr>
<td align="left">Operating frequency</td>
<td align="left">85&#xa0;kHz</td>
<td align="left">80&#xa0;kHz</td>
<td align="left">100&#xa0;kHz</td>
<td align="left">100&#xa0;kHz</td>
<td align="left">85&#xa0;KHz</td>
</tr>
<tr>
<td align="left">Maximum efficiency</td>
<td align="left">87.6%</td>
<td align="left">93.5%</td>
<td align="left">85%</td>
<td align="left">&#x2014;</td>
<td align="left">92.5%</td>
</tr>
<tr>
<td rowspan="2" align="left">Coupling structures</td>
<td align="left">
<inline-graphic xlink:href="FENRG_fenrg-2022-896575_wc_tfx1.tif"/>
</td>
<td align="left">
<inline-graphic xlink:href="FENRG_fenrg-2022-896575_wc_tfx2.tif"/>
</td>
<td align="left">
<inline-graphic xlink:href="FENRG_fenrg-2022-896575_wc_tfx3.tif"/>
</td>
<td align="left">
<inline-graphic xlink:href="FENRG_fenrg-2022-896575_wc_tfx4.tif"/>
</td>
<td align="left">
<inline-graphic xlink:href="FENRG_fenrg-2022-896575_wc_tfx5.tif"/>
</td>
</tr>
<tr>
<td align="left">Dynamic multi-coil wireless charging</td>
<td align="left">MIMO WPT system</td>
<td align="left">Multi-Coil Omnidirectional Energy Harvester</td>
<td align="left">Cylinder-shaped coils WPT system</td>
<td align="left">MTMR WPT system</td>
</tr>
<tr>
<td align="left">Air gap</td>
<td align="left">150&#xa0;mm</td>
<td align="left">150&#xa0;mm</td>
<td align="left">&#x3c;110&#xa0;mm</td>
<td align="left">250&#xa0;mm</td>
<td align="left">150&#xa0;mm</td>
</tr>
<tr>
<td align="left">Anti-offset</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">Output power fluctuation within 5%</td>
<td align="left">Stable output power within the full range of angular misalignment</td>
<td align="left">Anti-horizontal offset performance</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4">
<title>4 Conclusion</title>
<p>As the anti-offset performance of the existing WPT system for EVs is always limited due to its uneven magnetic field distribution. In this study, a novel multi-transmitter-multi-receiver (MTMR) WPT system based on modular inverters with coils is proposed. In order to improve the transmission efficiency, the multiple transmitter coils are decoupled through the addition of compensation capacitors. Afterward, the PSO optimization algorithm was utilized to optimize the coil parameters. Then, a current synchronization control strategy of multiple transmitter coils is proposed to reduce the unbalanced current in the system. Finally, the experimental results show the efficiency of the MTMR WPT system is about 1.45 times of the STSR WPT system when the offset distance is 40&#xa0;cm. The proposed MTMR system proves to have much better anti-offset capability while maintaining high power transmission ability, which provides a promising solution for future WPT solutions for EVs.</p>
</sec>
<sec id="s5">
<title>5 Appendix</title>
<p>The acronyms mentioned in the text and their full names are listed in <xref ref-type="table" rid="T4">Table 4</xref>.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>The table of acronyms and their full name.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Acronym</th>
<th align="left">Full name</th>
<th align="left">Acronym</th>
<th align="left">Full name</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">WPT</td>
<td align="left">Wireless Power Transfer</td>
<td align="left">DS-LCC</td>
<td align="left">Double Side-LCC</td>
</tr>
<tr>
<td align="left">EV</td>
<td align="left">Electric Vehicles</td>
<td align="left">PSO</td>
<td align="left">Particle Swarm Optimization</td>
</tr>
<tr>
<td align="left">MTMR</td>
<td align="left">Multi-Transmitter-Multi-Receiver</td>
<td align="left">STSR</td>
<td align="left">Single -Transmitter-Single -Receiver</td>
</tr>
<tr>
<td align="left">MIMO</td>
<td align="left">Multi-Input-Multi-Output</td>
<td align="left"/>
<td align="left"/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>JZ contributed to the conception and design of the study. JL wrote the first draft of the manuscript and contributed to the theoretical analysis. YM, JG, and AY contributed to the simulation and experimental part. All authors contributed to manuscript revision, read, and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>Author JL is employed by State Grid Zhejiang Hangzhou Electric Power Co., Ltd. YM was employed by Zhejiang Dayou Group Co., Ltd.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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