<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Electron.</journal-id>
<journal-title>Frontiers in Electronics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Electron.</abbrev-journal-title>
<issn pub-type="epub">2673-5857</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1501178</article-id>
<article-id pub-id-type="doi">10.3389/felec.2025.1501178</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Electronics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Low-loss power management strategy for weak and low-frequency biomechanical energy harvesting for new generation wearable electronics</article-title>
<alt-title alt-title-type="left-running-head">Li 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/felec.2025.1501178">10.3389/felec.2025.1501178</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Weilu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2838158/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Yongcan</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2963128/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Chunhua</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Valencia</surname>
<given-names>Agnes</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2851930/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Daoud</surname>
<given-names>Walid A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/975719/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Mechanical Engineering</institution>, <institution>City University of Hong Kong</institution>, <addr-line>Kowloon</addr-line>, <country>Hong Kong SAR, China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Energy and Environment</institution>, <institution>City University of Hong Kong</institution>, <addr-line>Kowloon</addr-line>, <country>Hong Kong SAR, China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Shenzhen Research Institute</institution>, <institution>City University of Hong Kong</institution>, <addr-line>Shenzhen</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/985212/overview">Amanda S. Koh</ext-link>, University of Alabama, United States</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/1027588/overview">Peng Cui</ext-link>, Henan University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2136414/overview">Xin Xia</ext-link>, Hong Kong University of Science and Technology, Hong Kong SAR, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Walid A. Daoud, <email>wdaoud@cityu.edu.hk</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>02</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>6</volume>
<elocation-id>1501178</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>09</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>01</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Li, Huang, Liu, Valencia and Daoud.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Li, Huang, Liu, Valencia and Daoud</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>
<sec>
<title>Introduction</title>
<p>Amidst the rapidly growing development of wearable electronics, their dependence on external power sources increases the power expense while leading to interruptions of their operation during charging. Biomechanical energy harvesters offer a promising solution for self-powered wearable electronics by converting waste kinetic energy to electricity. Despite successful efforts in advancing their power outputs from &#x3bc;W to mW, several challenges persist, including low output current at the &#x3bc;A-level, high internal impedance in the G&#x3a9;-level, and AC outputs, restricting their practical applications. Conventional power management circuits are commonly utilized in high-frequency harvesters without adequate consideration of the energy loss that incurs, potentially leading to circuit failure when used in low-frequency harvesters with a lower power output.</p>
</sec>
<sec>
<title>Methods</title>
<p>Here, we introduce a low-loss power management circuit (L-PMC) that functions under low-frequency conditions to facilitate biomechanical energy harvesting.</p>
</sec>
<sec>
<title>Results</title>
<p>Our innovative two-stage energy transfer strategy boosts the energy extraction efficiency to 42.24%, breaking previous records. With an energy transfer efficiency of 30.59%, L-PMC can charge a battery from 1.9 V to 2.4&#xa0;V in just 10&#xa0;min.</p>
</sec>
<sec>
<title>Discussion</title>
<p>Moreover, the integration of passive current amplification tripled charge accumulation and energy storage, representing 207% enhancement in energy transfer efficiency, presenting a versatile and universal approach to low-frequency biomechanical energy harvesting for new generation wearable electronics.</p>
</sec>
</abstract>
<kwd-group>
<kwd>biomechanical energy harvester</kwd>
<kwd>power management</kwd>
<kwd>circuit optimization</kwd>
<kwd>impedance matching</kwd>
<kwd>low-frequency energy storage</kwd>
<kwd>energy transfer</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Wearable Electronics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The power management circuit (PMC) plays a vital role in realizing the integration of renewable energy sources with energy storage systems, enabling efficient energy transfer to address the rising energy demand for new generation wearable electronics (<xref ref-type="bibr" rid="B5">Faisal et al., 2018</xref>; <xref ref-type="bibr" rid="B27">Xu et al., 2014</xref>; <xref ref-type="bibr" rid="B2">Abhinav and Pindoriya, 2016</xref>; <xref ref-type="bibr" rid="B9">Kaper and Choudhary, 2016</xref>; <xref ref-type="bibr" rid="B17">Nouri et al., 2024</xref>; <xref ref-type="bibr" rid="B1">Abdelsattar et al., 2024</xref>). Biomechanical energy harvesters (BEH), first reported in 2012 (<xref ref-type="bibr" rid="B6">Fan et al., 2012</xref>), convert ambient mechanical energy into electricity using electrification and electrostatic induction effects, offering a promising weather-independent and compact energy alternative compared to other renewable energy sources (<xref ref-type="bibr" rid="B8">Jiang et al., 2015</xref>; <xref ref-type="bibr" rid="B23">Wang, 2019</xref>; <xref ref-type="bibr" rid="B33">Zi and Wang, 2017</xref>; <xref ref-type="bibr" rid="B28">Zhang H. et al., 2024</xref>). However, as the device responds to external stimuli, the varying frequency and magnitude of mechanical energy inputs result in fluctuations in electricity generation, causing difficulties in energy integration and storage. Moreover, the typically high output voltage (up to kV-level), weak output current (&#x3bc;A-level), and AC outputs of BEH restricts their use as direct power sources or for battery charging, where a relatively low-voltage (V-level), high-current (mA to A-level), and DC electricity source is required. The mismatch between BEH sources and terminal appliances reduces the energy extraction and transfer efficiency, resulting in considerable energy loss. To address this problem, the integration of PMC is essential.</p>
<p>To date, PMCs have been studied for AC/DC conversion and capacitor charging when operating with a relatively greater current output from high-frequency BEH sources (<xref ref-type="bibr" rid="B15">Niu and Wang, 2015</xref>; <xref ref-type="bibr" rid="B19">Shankaregowda et al., 2016</xref>; <xref ref-type="bibr" rid="B11">Lee et al., 2014</xref>; <xref ref-type="bibr" rid="B29">Zhang Z. et al., 2024</xref>; <xref ref-type="bibr" rid="B31">Zhou et al., 2023</xref>; <xref ref-type="bibr" rid="B22">Wang et al., 2023</xref>). However, commercial full-wave bridge rectifier and capacitors often experience leakage currents, which can result in circuit failure when the current output from low-frequency BEH sources is much lower. This simple topology works well to temporarily store energy in capacitors for powering portable electronics, such as smartwatches and humidity meters (for seconds). However, its energy extraction and transfer efficiencies are very limited due to the mismatch between the internal impedance of BEH sources and external circuit load. Resistor-inductor-capacitor (RLC) impedance matching circuits with buck conversion functionality have been researched to improve energy extraction (<xref ref-type="bibr" rid="B29">Zhang Z. et al., 2024</xref>; <xref ref-type="bibr" rid="B7">Fang et al., 2020</xref>; <xref ref-type="bibr" rid="B30">Zhao et al., 2017</xref>; <xref ref-type="bibr" rid="B10">Kong et al., 2010</xref>; <xref ref-type="bibr" rid="B24">Wang et al., 2015</xref>). Inductors function in discontinuous mode, when their current direction changes within a single switch on-and-off cycle (<xref ref-type="sec" rid="s10">Supplementary Figure S1</xref>), leading to an RLC series resonance phenomenon under light-loading (&#x2264;30%) or no-loading. Its pulse current and voltage electromagnetically interact with the BEH source, resulting in greater ripple, which requires additional filtration, resulting in energy loss and reduced energy transfer efficiency. In summary, BEH for battery charging has been minimally studied. Less efficient RLC impedance matching and high energy loss due to inappropriate component sizing reduce energy extraction and transfer efficiencies, respectively (<xref ref-type="bibr" rid="B10">Kong et al., 2010</xref>; <xref ref-type="bibr" rid="B20">Shi et al., 2022</xref>).</p>
<p>A low-loss PMC (L-PMC) technique is explored in this study for the purpose of weak biomechanical energy harvesting at low-frequency. Since the current and intermittence of BEH affect circuit efficiency and are determined by the operating frequency, we studied the PMC under extreme conditions at 1&#xa0;Hz. The objective is to realize battery charging by reducing current ripple and energy loss, while attaining efficient energy extraction and transfer efficiency to fulfil the requirements of a reliable and readily available DC power source. This work incorporates two PMC topologies, as seen on <xref ref-type="fig" rid="F1">Figure 1</xref>. Topology_1 is a 2-stage RC impedance matching circuit with buck conversion functionality. The analyzed Topology_1 achieves an energy extraction efficiency of 42.24% and can charge a battery to 20% in 10&#xa0;min at a low operating frequency of 1&#xa0;Hz. Topology_2 is a multi-capacitor unit for current amplification, further enhancing the energy transfer efficiency from 30.59% to 63.55%, representing 207% enhancement. The study is conducted in three phases: 1) mathematical derivation for impedance matching, 2) circuit topology design and simulation, and 3) experimental validation.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Schematic diagram of the proposed PMC topologies. Topology_1 and Topology_2 share a common impedance matching circuit. Topology_1 consists of a capacitor for energy storage. Topology_2 consists of multiple capacitors that are charged in series and discharged in parallel under the direction of diodes, realizing passive amplification. Three measuring points, namely, MP_1, MP_2, and MP_3, are analyzed during experimental validation.</p>
</caption>
<graphic xlink:href="felec-06-1501178-g001.tif"/>
</fig>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Biomechanical energy harvester</title>
<p>A 3&#xa0;cm &#xd7; 3&#xa0;cm contact-separation BEH device was fabricated as the power input of the PMC, with working principle as shown in <xref ref-type="fig" rid="F2">Figure 2A</xref> (<xref ref-type="bibr" rid="B21">Wang et al., 2020</xref>). The device features Au/PEI/PVA as the tribo-positive layer, PET as the tribo-negative layer, and PET-ITO as the top and bottom electrodes. The device was packaged using Kapton tape, with a 2&#xa0;mm air gap between the triboelectric layers. Upon pressing and releasing the device, the PET and Au/PEI/PVA layers became negatively and positively charged, respectively, due to their differing electronegativity. Externally, electrons flowed between the top to bottom electrodes, and the cyclic operating mode of the device resulted in an AC power output.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Schematic illustration of <bold>(A)</bold> contact-separation BEH and its working principle (I. to IV.). The BEH consists of ITO/PET as top and bottom inductive electrodes, and Au/PEI/PVA polymers as the triboelectric layers. During the pressing and releasing processes, the electrodes are induced positive and negative charges, resulting to a flow of electrons, and generating an AC signal as the electrodes are connected by external wires; <bold>(B)</bold> BEH&#x2019;s open-circuit voltage output of 60&#xa0;V; <bold>(C)</bold> BEH&#x2019;s short-circuit current output of 3.3 &#x3bc;A; <bold>(D)</bold> equivalent circuit of the BEH. BEH is regarded as an AC source with an internal impedance of <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and external load of <inline-formula id="inf2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mi>X</mml:mi>
</mml:mrow>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</caption>
<graphic xlink:href="felec-06-1501178-g002.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Measurements</title>
<p>The output performance of the BEH was measured using source meters (Keithley 2400 and 6514) and a low-noise current preamplifier (SR570). A linear motor (LinMot) supplied biomechanical energy. The device output was measured at 1&#xa0;Hz, with a positioning movement of 0.015&#xa0;m per cycle, an acceleration of 1&#xa0;m/s<sup>2</sup>, and a maximum speed of 1&#xa0;m/s. PMC performance was simulated using NI Multisim, LTspice, and MATLAB simulink. The BEH output remained steady after 1,250 cycles, with an open-circuit voltage of 65&#xa0;V, a short-circuit current of 3.3 &#x3bc;A, and a power density of 108.33&#xa0;mW/m<sup>2</sup>, as shown in <xref ref-type="fig" rid="F2">Figures 2B, C</xref>. Operating frequency greatly affected device output. <xref ref-type="sec" rid="s10">Supplementary Figures S2, S3</xref> show device&#x2019;s output under different operating frequencies ranging from 0.5 to 5&#xa0;Hz. This study only considers low-frequency conditions and thus operates at a frequency of 1&#xa0;Hz unless stated otherwise.</p>
</sec>
<sec id="s2-3">
<title>2.3 Mathematical derivation for impedance matching</title>
<p>Due to the capacitive property of BEH, its huge internal impedance makes it difficult to output power on the external load without a well-considered impedance matching. To study this process, consider an equivalent circuit as shown in <xref ref-type="fig" rid="F2">Figure 2D</xref>. The AC power source is ideal with an internal impedance of <inline-formula id="inf3">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and an external load impedance of <inline-formula id="inf4">
<mml:math id="m4">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. To be universally applicable, both <inline-formula id="inf5">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf6">
<mml:math id="m6">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> consist of two components: resistance (<inline-formula id="inf7">
<mml:math id="m7">
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>) and reactance (<inline-formula id="inf8">
<mml:math id="m8">
<mml:mrow>
<mml:mi>X</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>) in <xref ref-type="disp-formula" rid="e1">Equations 1</xref>, <xref ref-type="disp-formula" rid="e2">2</xref>.<disp-formula id="e1">
<mml:math id="m9">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>Internal</mml:mtext>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mtext>impedance</mml:mtext>
<mml:mo>:</mml:mo>
<mml:mi>Z</mml:mi>
</mml:mrow>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mi>X</mml:mi>
</mml:mrow>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
<disp-formula id="e2">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>External</mml:mtext>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mtext>impedance</mml:mtext>
<mml:mo>:</mml:mo>
<mml:mi>Z</mml:mi>
</mml:mrow>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mi>X</mml:mi>
</mml:mrow>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>According to Ohm&#x2019;s Law and voltage division principle, load voltage and load current can be derived in <xref ref-type="disp-formula" rid="e3">Equations 3</xref>, <xref ref-type="disp-formula" rid="e4">4</xref>. The output power on load can be calculated using <xref ref-type="disp-formula" rid="e5">Equation 5</xref>.<disp-formula id="e3">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
<disp-formula id="e4">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mi>I</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>
<disp-formula id="e5">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>I</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
<disp-formula id="e6">
<mml:math id="m14">
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
<disp-formula id="e7">
<mml:math id="m15">
<mml:mrow>
<mml:mi>K</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>
<disp-formula id="e8">
<mml:math id="m16">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>K</mml:mi>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>
</p>
<p>The varied <inline-formula id="inf9">
<mml:math id="m17">
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is used to denote the ratio between <inline-formula id="inf10">
<mml:math id="m18">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf11">
<mml:math id="m19">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in <xref ref-type="disp-formula" rid="e6">Equation 6</xref>. As <inline-formula id="inf12">
<mml:math id="m20">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf13">
<mml:math id="m21">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are determined by the device itself and can be regarded as constants, the multiplication constant of <inline-formula id="inf14">
<mml:math id="m22">
<mml:mrow>
<mml:mi>K</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> in <xref ref-type="disp-formula" rid="e7">Equation 7</xref> is introduced to facilitate comparison among various impedance matching strategies. The power input on external load in <xref ref-type="disp-formula" rid="e5">Equation 5</xref> can be further expressed by <xref ref-type="disp-formula" rid="e8">Equation 8</xref>.</p>
<sec id="s2-3-1">
<title>2.3.1 RLC complex conjugate matching</title>
<p>The maximum power on loads of an RLC matching circuit occurs when the load impedance is the complex conjugate of the source impedance for a fixed AC source (<xref ref-type="bibr" rid="B10">Kong et al., 2010</xref>; <xref ref-type="bibr" rid="B16">Niu et al., 2014</xref>), which is an ideal result. The external impedance under complex conjugate matching process can be further described as:<disp-formula id="e9">
<mml:math id="m23">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>External</mml:mtext>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mtext>load</mml:mtext>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mtext>impedance</mml:mtext>
<mml:mo>:</mml:mo>
<mml:mi>Z</mml:mi>
</mml:mrow>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mi>X</mml:mi>
</mml:mrow>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>
</p>
<p>According to <xref ref-type="disp-formula" rid="e8">Equations 8</xref>, <xref ref-type="disp-formula" rid="e9">9</xref>, the theoretical maximum power on external load can be derived in <xref ref-type="disp-formula" rid="e10">Equation 10</xref>:<disp-formula id="e10">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>j</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>K</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mi>Z</mml:mi>
</mml:mrow>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(10)</label>
</disp-formula>
</p>
<p>According to <xref ref-type="disp-formula" rid="e7">Equation 7</xref>, <inline-formula id="inf15">
<mml:math id="m25">
<mml:mrow>
<mml:mi>K</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> for RLC complex conjugate matching is 0.25 with <inline-formula id="inf16">
<mml:math id="m26">
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> equals to 1, as shown in <xref ref-type="fig" rid="F3">Figure 3A</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<bold>(A)</bold> Multiplication constant of <inline-formula id="inf17">
<mml:math id="m27">
<mml:mrow>
<mml:mi>K</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> depends on ratio between <inline-formula id="inf18">
<mml:math id="m28">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf19">
<mml:math id="m29">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. The curve is generated by MATLAB based on <xref ref-type="disp-formula" rid="e7">Equation 7</xref>. A peak of 0.25 is calculated when <inline-formula id="inf20">
<mml:math id="m30">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> equals to <inline-formula id="inf21">
<mml:math id="m31">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, where the theoretical maximum power on external load is achieved; <bold>(B)</bold> reactance of <inline-formula id="inf22">
<mml:math id="m32">
<mml:mrow>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mi>C</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf23">
<mml:math id="m33">
<mml:mrow>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> depends on operating frequency. When the operating frequency is lower than 1&#xa0;Hz, <inline-formula id="inf24">
<mml:math id="m34">
<mml:mrow>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mi>C</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> domains and <inline-formula id="inf25">
<mml:math id="m35">
<mml:mrow>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> can be disregarded. <inline-formula id="inf26">
<mml:math id="m36">
<mml:mrow>
<mml:mi>K</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is calculated to be approximately 0.25, indicating that with low operating frequency, impedance matching by the capacitor results in a maximum power output on external load; <bold>(C)</bold> simulation process of the open-circuit voltage of BEH. To replicate the recorded voltage of 60&#xa0;V (shown by the black line), the average value is calculated as depicted by the red line. Fluctuations are found in the negative phase of the voltage curve. Thus, to standardize the signals, a pulse value of 48&#xa0;V and a duty ratio of 43% is used for further simulation (blue line); <bold>(D)</bold> comparison on current ripple on the external load with an RLC circuit (black line) and an RC circuit (red line). The introduction of an RC circuit has effectively reduced the current ripple caused by the discontinuous conductive mode of the RLC.</p>
</caption>
<graphic xlink:href="felec-06-1501178-g003.tif"/>
</fig>
</sec>
<sec id="s2-3-2">
<title>2.3.2 Resonance RLC matching</title>
<p>Resonance RLC matching is studied to achieve theoretical maximum power on external load, where the reactance of inductor and capacitor is equal. The relationship of <inline-formula id="inf27">
<mml:math id="m37">
<mml:mrow>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf28">
<mml:math id="m38">
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> in this case is described by <xref ref-type="disp-formula" rid="e15">Equation 15</xref>
<disp-formula id="e11">
<mml:math id="m39">
<mml:mrow>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mi>C</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>f</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(11)</label>
</disp-formula>
<disp-formula id="e12">
<mml:math id="m40">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mi>C</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x221d;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:math>
<label>(12)</label>
</disp-formula>
<disp-formula id="e13">
<mml:math id="m41">
<mml:mrow>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>L</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>f</mml:mi>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:math>
<label>(13)</label>
</disp-formula>
<disp-formula id="e14">
<mml:math id="m42">
<mml:mrow>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x221d;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:math>
<label>(14)</label>
</disp-formula>
<disp-formula id="e15">
<mml:math id="m43">
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:msqrt>
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(15)</label>
</disp-formula>
<disp-formula id="e16">
<mml:math id="m44">
<mml:mrow>
<mml:msub>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>k</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>k</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>C</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>U</mml:mi>
</mml:mrow>
</mml:math>
<label>(16)</label>
</disp-formula>
</p>
<p>With a fixed operating frequency of 1&#xa0;Hz, the empirical formula for capacitor leakage current in <xref ref-type="disp-formula" rid="e16">Equation 16</xref> states that the constant of current leakage (<inline-formula id="inf29">
<mml:math id="m45">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>) is equal to 0.003 for electrolytic capacitors in industries (<xref ref-type="bibr" rid="B20">Shi et al., 2022</xref>). Here, <inline-formula id="inf30">
<mml:math id="m46">
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> represents the capacitance of the capacitor and <inline-formula id="inf31">
<mml:math id="m47">
<mml:mrow>
<mml:mi>U</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the rated voltage of the capacitor. With <inline-formula id="inf32">
<mml:math id="m48">
<mml:mrow>
<mml:mi>U</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> in the hundreds of volts, to ensure that the capacitor leakage current does not result in circuit failure, only capacitors with <inline-formula id="inf33">
<mml:math id="m49">
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> no larger than &#x3bc;F and a <inline-formula id="inf34">
<mml:math id="m50">
<mml:mrow>
<mml:msub>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>k</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> no larger than &#x3bc;A can be used for BEH applications. In this case, RLC resonance can only be achieved when the inductance (<inline-formula id="inf35">
<mml:math id="m51">
<mml:mrow>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>) is more than 20&#xa0;kH while using a &#x3bc;F-capacitor; however, this configuration would occupy too much space for wearable and portable electronics.</p>
</sec>
<sec id="s2-3-3">
<title>2.3.3 Proposed RC matching</title>
<p>To simulate the output of the BEH, its average voltages were calculated and used to generate a pulse signal, shown by the red line in <xref ref-type="fig" rid="F3">Figure 3C</xref>. To enhance the uniformity of the simulated pulse signal, a pulse voltage source with a pulse value of 48&#xa0;V and a duty ratio of 43% was used for simulation, as shown by the blue line. <xref ref-type="fig" rid="F3">Figure 3D</xref> shows the current ripple elimination through the proposed RC impedance matching. By taking out the inductor from the RLC (which operates in a discontinuous mode) and adding a capacitor for energy storage and filtering, the proposed RC impedance matching enhances the stability of the output. This modification helps prevent capacitor failure and improves the efficiencies of energy transfer and extraction. According to <xref ref-type="disp-formula" rid="e11">Equations 11</xref>&#x2013;<xref ref-type="disp-formula" rid="e15">15</xref>, the reactance depends on operating frequency, as shown in <xref ref-type="fig" rid="F3">Figure 3B</xref>, with a capacitance of 1&#xa0;&#x3bc;F and an inductance of 20&#xa0;kH. When operating under a very low frequency, the <inline-formula id="inf36">
<mml:math id="m52">
<mml:mrow>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mi>C</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is significantly greater than <inline-formula id="inf37">
<mml:math id="m53">
<mml:mrow>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. The RC strategy&#x2019;s <inline-formula id="inf38">
<mml:math id="m54">
<mml:mrow>
<mml:mi>K</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is very close to 0.25. This proposed RC strategy can achieve a power output that is closer to the theoretical maximum while also being suitable for practical applications.</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Circuit topology design and simulation</title>
<p>The RC circuit topology design is examined from two specific perspectives, namely, the resistive load (R) and the capacitive load (C), to minimize energy loss and maximize power production. Various permutations and combinations of R and C result in distinct circuit topologies and varying load impedances (<inline-formula id="inf39">
<mml:math id="m55">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>), as summarized in <xref ref-type="table" rid="T1">Table 1</xref>. The characterization of <inline-formula id="inf40">
<mml:math id="m56">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> can be further refined based on the RC load behavior during low-frequency operation. <xref ref-type="disp-formula" rid="e11">Equation 11</xref> states that <inline-formula id="inf41">
<mml:math id="m57">
<mml:mrow>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> approaches infinity at low frequencies, providing a significant advantage over <inline-formula id="inf42">
<mml:math id="m58">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and exerting a major impact on the <inline-formula id="inf43">
<mml:math id="m59">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of the second and third topologies in <xref ref-type="table" rid="T1">Table 1</xref>. In contrast, when components are connected in parallel, the impedance of a circuit is mostly determined by the smaller impedance component. Therefore, <inline-formula id="inf44">
<mml:math id="m60">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> have a significant impact on the first, fourth, and fifth topologies. Thus, to simplify the modelling process, the circuit topologies are categorized into two groups based on their impedance characteristics.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Mathematical description of load impedance <inline-formula id="inf45">
<mml:math id="m61">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> with different circuit topologies.</p>
</caption>
<table>
<tbody valign="top">
<tr>
<td align="left">
<inline-graphic xlink:href="FELEC_felec-2025-1501178_wc_tfx1.tif"/>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s3-1-1">
<title>3.1.1 Powering a resistive load</title>
<p>Using BEH to power a pure resistive external load, the power output on load can be described as:<disp-formula id="e17">
<mml:math id="m62">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>I</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mfrac>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>Z</mml:mi>
</mml:mrow>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(17)</label>
</disp-formula>
</p>
<p>Deriving <xref ref-type="disp-formula" rid="e17">Equation 17</xref> with respect to <inline-formula id="inf46">
<mml:math id="m63">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>,<disp-formula id="e18">
<mml:math id="m64">
<mml:mrow>
<mml:msubsup>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mtext>&#x2009;</mml:mtext>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:msubsup>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>Z</mml:mi>
</mml:mrow>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mi>Z</mml:mi>
<mml:mn>0</mml:mn>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(18)</label>
</disp-formula>
</p>
<p>The optimum power on external load can be obtained when <xref ref-type="disp-formula" rid="e18">Equation 18</xref> equals to &#x2018;0&#x2019;, which occurs at an external load in <xref ref-type="disp-formula" rid="e19">Equation 19</xref>:<disp-formula id="e19">
<mml:math id="m65">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(19)</label>
</disp-formula>
</p>
<p>Therefore, the <inline-formula id="inf47">
<mml:math id="m66">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is determined by the operating frequency of the BEH for an optimum matching, lacking universality for circuit applications.</p>
</sec>
<sec id="s3-1-2">
<title>3.1.2 Charging a pure capacitive load</title>
<p>The voltage <inline-formula id="inf48">
<mml:math id="m67">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and the current <inline-formula id="inf49">
<mml:math id="m68">
<mml:mrow>
<mml:msub>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are cyclic functions of time for an AC power source.<disp-formula id="e20">
<mml:math id="m69">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>sin</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(20)</label>
</disp-formula>
<disp-formula id="e21">
<mml:math id="m70">
<mml:mrow>
<mml:msub>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>C</mml:mi>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>s</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(21)</label>
</disp-formula>
</p>
<p>Given <xref ref-type="disp-formula" rid="e20">Equations 20</xref>, <xref ref-type="disp-formula" rid="e21">21</xref>, the voltage and current consistently exhibit a 90&#xb0; phase delay, resulting in a total energy buildup of zero on the external load during a single operation cycle. This ineffective charging of the external load highlights the need for an AC/DC conversion circuit. Here, we investigated four specific elements of topology modification to improve the PMC based on the pure capacitive load approach.</p>
</sec>
<sec id="s3-1-3">
<title>3.1.3 Modification with AC/DC conversion</title>
<p>A full-wave bridge rectifier consisting of four diodes is introduced to convert AC electricity into pulsed DC electricity to avoid energy elimination within one operation cycle. The circuit topology is shown in <xref ref-type="fig" rid="F4">Figure 4A</xref>. Instead of using a commercially assembled rectifier designed for power levels ranging from mW to W, we selected four low-loss diodes to match the BEH&#x2019;s power level of &#x3bc;W. The energy storage on the capacitive load can be described as:<disp-formula id="e22">
<mml:math id="m71">
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:mi>C</mml:mi>
<mml:msup>
<mml:mi>V</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(22)</label>
</disp-formula>
<disp-formula id="e23">
<mml:math id="m72">
<mml:mrow>
<mml:mi>&#x3b7;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mi>L</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>B</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(23)</label>
</disp-formula>
</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Circuit topologies with <bold>(A)</bold> AC/DC conversion; <bold>(B)</bold> RC impedance matching; <bold>(C)</bold> Second-level capacitor; <bold>(D)</bold> Switch control.</p>
</caption>
<graphic xlink:href="felec-06-1501178-g004.tif"/>
</fig>
<p>
<inline-formula id="inf50">
<mml:math id="m73">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the capacitance of external load, while <inline-formula id="inf51">
<mml:math id="m74">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the internal capacitance of BEH. Charging a capacitor is a dynamic process as charge accumulates over time. With continuous device operation, <inline-formula id="inf52">
<mml:math id="m75">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> theoretically equals to <inline-formula id="inf53">
<mml:math id="m76">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> given adequate charging time. <xref ref-type="disp-formula" rid="e23">Equation 23</xref> can be simplified by introducing <inline-formula id="inf54">
<mml:math id="m77">
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> as a constant factor, defined as <inline-formula id="inf55">
<mml:math id="m78">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mi>L</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>. Thus, the energy extraction efficiency largely depends on <inline-formula id="inf56">
<mml:math id="m79">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. However, <inline-formula id="inf57">
<mml:math id="m80">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of capacitor cannot be increased infinitely since this can cause excessive current leakage, reducing circuit efficiency and resulting to circuit failure. To assess the circuit performance over a short operation period, the mathematical model must be revised.<disp-formula id="e24">
<mml:math id="m81">
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>Q</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>V</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(24)</label>
</disp-formula>
</p>
<p>Deriving from <xref ref-type="disp-formula" rid="e23">Equations 23</xref>, <xref ref-type="disp-formula" rid="e24">24</xref>, the energy extraction efficiency can be expressed as:<disp-formula id="e25">
<mml:math id="m82">
<mml:mrow>
<mml:mi>&#x3b7;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(25)</label>
</disp-formula>
</p>
<p>Assuming there is no additional energy loss between the device and the capacitor load. Based on <xref ref-type="disp-formula" rid="e25">Equation 25</xref>, the charge transfer amount is fixed within one operation cycle of the power source, and the efficiency depends on <inline-formula id="inf58">
<mml:math id="m83">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
<p>According to the simulation results with an AC power source of 3&#xa0;&#x3bc;A and 35&#xa0;V in <xref ref-type="fig" rid="F5">Figure 5</xref>, an nF-level capacitor demonstrated higher energy extraction efficiency within one operation cycle, particularly with a larger <inline-formula id="inf59">
<mml:math id="m84">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, as shown in <xref ref-type="fig" rid="F5">Figure 5A</xref>. The average voltages (<inline-formula id="inf60">
<mml:math id="m85">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>V</mml:mi>
<mml:mi>E</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) of various <inline-formula id="inf61">
<mml:math id="m86">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are summarized in <xref ref-type="fig" rid="F5">Figure 5B</xref>. <inline-formula id="inf62">
<mml:math id="m87">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 1&#xa0;nF, 10&#xa0;nF and 33&#xa0;nF exhibited nearly identical <inline-formula id="inf63">
<mml:math id="m88">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>V</mml:mi>
<mml:mi>E</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, indicating that the energy extraction efficiency depends primarily on capacitance, with the 33&#xa0;nF showing the highest efficiency. For a longer operation period of 30s, <inline-formula id="inf64">
<mml:math id="m89">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> ranging from 10&#xa0;nF to 1&#xa0;&#x3bc;F achieved equivalent voltage as indicated by their intersection point &#x2018;a&#x2019; in <xref ref-type="fig" rid="F5">Figure 5A</xref>, with the 1&#xa0;&#x3bc;F capacitor demonstrating optimum performance due to its larger capacitance. Experimental validation was conducted for <inline-formula id="inf65">
<mml:math id="m90">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> values ranging from 10&#xa0;nF to 1&#xa0;&#x3bc;F.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
<bold>(A)</bold> Dependence of voltage accumulation on varying <inline-formula id="inf66">
<mml:math id="m91">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> ranging from 1&#xa0;nF to 1&#xa0;mF within 30s operation period; <bold>(B)</bold> Average voltage of <inline-formula id="inf67">
<mml:math id="m92">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> within one operation cycle, and voltage accumulation curve slopes of varying <inline-formula id="inf68">
<mml:math id="m93">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. <inline-formula id="inf69">
<mml:math id="m94">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 1&#xa0;nF&#x2013;33&#xa0;nF demonstrates similar <inline-formula id="inf70">
<mml:math id="m95">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mtext>AVE</mml:mtext>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, 33&#xa0;nF shows the highest energy extraction efficiency where it depends on capacitance only. For longer operation period, <inline-formula id="inf71">
<mml:math id="m96">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 1&#xa0;nF cannot achieve filtration, 10&#xa0;nF to 1&#xa0;&#x3bc;F exhibit identical voltage, while 1&#xa0;&#x3bc;F shows highest energy transfer efficiency where it depends on capacitance only; Dependence of voltage accumulation of varied <inline-formula id="inf72">
<mml:math id="m97">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> range from 1&#xa0;K&#x3a9; to 100&#xa0;G&#x3a9; on the <bold>(C)</bold> 8s operation period (inset displays output at 4s&#x2013;5s). An <inline-formula id="inf73">
<mml:math id="m98">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> at the G&#x3a9;-level demonstrates effective filtration; <bold>(D)</bold> charging-discharging waveform of varied <inline-formula id="inf74">
<mml:math id="m99">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</caption>
<graphic xlink:href="felec-06-1501178-g005.tif"/>
</fig>
</sec>
<sec id="s3-1-4">
<title>3.1.4 Modification with RC filtration</title>
<p>A switch is used to control the circuit connection between <inline-formula id="inf75">
<mml:math id="m100">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf76">
<mml:math id="m101">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> as shown in <xref ref-type="fig" rid="F4">Figure 4B</xref>. <inline-formula id="inf77">
<mml:math id="m102">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is charged by the BEH when the switch was turned off, and discharge to <inline-formula id="inf78">
<mml:math id="m103">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> when the switch was turned on. The discharging process is affected by the different values of <inline-formula id="inf79">
<mml:math id="m104">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, as the power delivered to <inline-formula id="inf80">
<mml:math id="m105">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is inversely proportional to its resistance. This resulted in a smoother voltage waveform due to the faster-charging and slower-discharging processes, achieving filtration as shown in <xref ref-type="fig" rid="F5">Figures 5C, D</xref>. Moreover, with a 1&#xa0;K&#x3a9; and 1&#xa0;M&#x3a9; <inline-formula id="inf81">
<mml:math id="m106">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, the discharge voltage approaches zero in <xref ref-type="fig" rid="F5">Figure 5C</xref>, indicating that <inline-formula id="inf82">
<mml:math id="m107">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> was too small compared to the BEH&#x2019;s internal resistance, and was being short-circuited. From the enlarged voltage waveform in <xref ref-type="fig" rid="F5">Figure 5C</xref>, with a G&#x3a9;-level <inline-formula id="inf83">
<mml:math id="m108">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf84">
<mml:math id="m109">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> discharged effectively, providing a stable voltage to the circuit. The filtration effects remained consistent across various G&#x3a9;-level <inline-formula id="inf85">
<mml:math id="m110">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, with nearly identical discharge slopes and output voltages.</p>
<p>As demonstrated by the mathematical model, larger capacitance leads to higher energy transfer efficiency over an extended operation period. A <inline-formula id="inf86">
<mml:math id="m111">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 33&#xa0;nF is optimized for the highest energy extraction efficiency within a short operation period (one cycle). <xref ref-type="fig" rid="F4">Figure 4C</xref> introduces a second-level capacitor, designated as <inline-formula id="inf87">
<mml:math id="m112">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, aimed at enhancing energy transfer efficiency increased capacitance.</p>
<p>The simulation results of <inline-formula id="inf88">
<mml:math id="m113">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> ranging from 33&#xa0;nF to 1&#xa0;mF are shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. <inline-formula id="inf89">
<mml:math id="m114">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> demonstrated lower voltage accumulation rate and values with an increase in capacitance (<xref ref-type="fig" rid="F6">Figure 6A</xref>). <inline-formula id="inf90">
<mml:math id="m115">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> with a capacitance of 33&#xa0;nF demonstrate the fastest and highest voltage accumulation. <inline-formula id="inf91">
<mml:math id="m116">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> values ranging from 2.2 &#x3bc;F to 33&#xa0;&#x3bc;F exhibit a slower voltage accumulation with increasing capacitance. <inline-formula id="inf92">
<mml:math id="m117">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> values ranging from 47&#xa0;&#x3bc;F to 1&#xa0;mF show an invalid energy storage without voltage accumulations, indicating a significant amount of energy loss in terms of current leakage. Moreover, <inline-formula id="inf93">
<mml:math id="m118">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 0.22 &#x3bc;F, 0.47 &#x3bc;F, and 1&#xa0;&#x3bc;F reached the same voltage level (around 4&#xa0;V) in 30s, indicating that the energy transfer efficiency depends on capacitance only in this case, and that <inline-formula id="inf94">
<mml:math id="m119">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 1&#xa0;&#x3bc;F has the highest energy transfer efficiency. When comparing the short-time charging performances of 33&#xa0;nF (maximum voltage accumulation) and 1&#xa0;&#x3bc;F (highest energy transfer efficiency), there is a 1.2-fold difference in voltage. However, the capacitances differ by a factor of 30.3-fold, indicating that the difference in capacitances have a major effect on the energy transfer efficiency. Thus, 1&#xa0;&#x3bc;F is identified as the optimum <inline-formula id="inf95">
<mml:math id="m120">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> value, providing a balance between charging time and energy transfer efficiency.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>
<bold>(A)</bold> Dependence of voltage accumulation on <inline-formula id="inf96">
<mml:math id="m121">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> ranging from 33&#xa0;nF to 1&#xa0;mF within 30s operation period; <bold>(B)</bold> Dependence of voltage accumulation on a <inline-formula id="inf97">
<mml:math id="m122">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 33&#xa0;nF and a <inline-formula id="inf98">
<mml:math id="m123">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 1&#xa0;&#x3bc;F within 30s operation period, and under varying ratios of <inline-formula id="inf99">
<mml:math id="m124">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>: <inline-formula id="inf100">
<mml:math id="m125">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>; <bold>(C)</bold> Dependence of <inline-formula id="inf101">
<mml:math id="m126">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> on <inline-formula id="inf102">
<mml:math id="m127">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>; <bold>(D)</bold> Dependence of <inline-formula id="inf103">
<mml:math id="m128">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> on operation period with an input voltage of 35&#xa0;V.</p>
</caption>
<graphic xlink:href="felec-06-1501178-g006.tif"/>
</fig>
</sec>
<sec id="s3-1-5">
<title>3.1.5 Addition of a J-FET transistor switch</title>
<p>The purpose of buck conversion during battery charging in this work is to achieve a safe charging voltage of 3&#xa0;V. To regulate the voltage, we introduce a J-FET transistor switch, where the voltage division between the gate and drain (<inline-formula id="inf104">
<mml:math id="m129">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mi>S</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) terminals defines its actuated state. L-PMC uses an n-type J-FET in its linear mode as a variable resistor to regulate its voltage. The regulated voltage of <inline-formula id="inf105">
<mml:math id="m130">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> load is <inline-formula id="inf106">
<mml:math id="m131">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. Since the feedback current to JFET is very low (&#x223c;nA), <inline-formula id="inf107">
<mml:math id="m132">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf108">
<mml:math id="m133">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> can be up to G&#x3a9;, leading to less power consumption. During operating cycles, the energy is stored in <inline-formula id="inf109">
<mml:math id="m134">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> first, leading to increased <inline-formula id="inf110">
<mml:math id="m135">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. <inline-formula id="inf111">
<mml:math id="m136">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mi>S</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is reduced as a result of increased <inline-formula id="inf112">
<mml:math id="m137">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. Thus, drain current decreased, leading to reduced <inline-formula id="inf113">
<mml:math id="m138">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. Therefore, the circuit can be used to regulate voltage. An <inline-formula id="inf114">
<mml:math id="m139">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 50&#xa0;G&#x3a9; is divided into <inline-formula id="inf115">
<mml:math id="m140">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf116">
<mml:math id="m141">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> for voltage division controlling, and the circuit topology is shown in <xref ref-type="fig" rid="F4">Figure 4D</xref>.</p>
<p>According to the simulation results in <xref ref-type="fig" rid="F6">Figures 6C, D</xref>, the switch can effectively regulate <inline-formula id="inf117">
<mml:math id="m142">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> lower than <inline-formula id="inf118">
<mml:math id="m143">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> with an <inline-formula id="inf119">
<mml:math id="m144">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>: <inline-formula id="inf120">
<mml:math id="m145">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> ratio of more than 3:2, and larger ratio leads to a better buck conversion performance. On the contrary, the switch has no obvious regulation effect on <inline-formula id="inf121">
<mml:math id="m146">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> with a ratio of <inline-formula id="inf122">
<mml:math id="m147">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>: <inline-formula id="inf123">
<mml:math id="m148">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 1:9 since the voltage before and after the RC units remains within the same range. With a voltage input of 35&#xa0;V, the circuit output voltage is controlled to approximately 3&#xa0;V with a ratio of <inline-formula id="inf124">
<mml:math id="m149">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>: <inline-formula id="inf125">
<mml:math id="m150">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 9:1, perfectly aligning with the battery charging requirement. With the circuit topology illustrated in <xref ref-type="fig" rid="F4">Figure 4D</xref>, a noisy <inline-formula id="inf126">
<mml:math id="m151">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 10&#xa0;V is transformed to a stable <inline-formula id="inf127">
<mml:math id="m152">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 3&#xa0;V as shown in <xref ref-type="fig" rid="F6">Figure 6B</xref>.</p>
</sec>
<sec id="s3-1-6">
<title>3.1.6 Passive amplification unit</title>
<p>Recently, a charge excitation circuit (CEC) has been proposed to enhance the device&#x2019;s surface charge density (<xref ref-type="bibr" rid="B21">Wang et al., 2020</xref>; <xref ref-type="bibr" rid="B13">Liu et al., 2019</xref>; <xref ref-type="bibr" rid="B14">Liu et al., 2020</xref>). However, this topology faces challenges related to potential air breakdown. Unlike CEC, the proposed passive amplification strategy using multiple capacitors enhance charge accumulation and amplifies current without introducing any active components which can cause additional energy consumption. The capacitors are charged in series to fully utilize the output from the BEH, and discharged in parallel to achieve a current amplification with a constant discharging voltage. According to the voltage accumulation results of <inline-formula id="inf128">
<mml:math id="m153">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in <xref ref-type="fig" rid="F6">Figure 6B</xref>, the <inline-formula id="inf129">
<mml:math id="m154">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is approximately 9V, which is 3-fold higher than the <inline-formula id="inf130">
<mml:math id="m155">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of approximately 3&#xa0;V, underscoring the feasibility of this approach. The simulation and experimental results for Topology-2 are shown in <xref ref-type="fig" rid="F8">Figure 8</xref>. Voltages from three measuring points (MP1, MP2, and MP3) in <xref ref-type="fig" rid="F2">Figure 2</xref> were collected to validate the concept. Moreover, voltage, charge, and energy accumulation of Topology_1 and 2 are compared to evaluate the circuit performance.<disp-formula id="e26">
<mml:math id="m156">
<mml:mrow>
<mml:mi>I</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>Q</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>V</mml:mi>
<mml:mi>C</mml:mi>
<mml:mi>N</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(26)</label>
</disp-formula>
</p>
<p>In <xref ref-type="disp-formula" rid="e22">Equations 22</xref>, <xref ref-type="disp-formula" rid="e26">26</xref>, <inline-formula id="inf131">
<mml:math id="m157">
<mml:mrow>
<mml:mi>N</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> represents the number of the multiple capacitors, and <inline-formula id="inf132">
<mml:math id="m158">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the operation period. A 3-fold increment in <inline-formula id="inf133">
<mml:math id="m159">
<mml:mrow>
<mml:mi>Q</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> leads to 3-fold increments in <inline-formula id="inf134">
<mml:math id="m160">
<mml:mrow>
<mml:mi>I</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf135">
<mml:math id="m161">
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> with Topology_2, indicating an improved circuit performance.</p>
</sec>
</sec>
<sec id="s3-2">
<title>3.2 Experimental validation of L-PMC</title>
<sec id="s3-2-1">
<title>3.2.1 RC filtration circuit</title>
<p>Experimental validation of <inline-formula id="inf136">
<mml:math id="m162">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> ranging from 10&#xa0;nF to 1&#xa0;&#x3bc;F is shown in <xref ref-type="fig" rid="F7">Figures 7A&#x2013;D</xref>. <inline-formula id="inf137">
<mml:math id="m163">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 10&#xa0;nF demonstrated a highest voltage accumulation within one operation cycle; however, the voltage dropped to around 3&#xa0;V after 30s, likely due to limited filtration. <inline-formula id="inf138">
<mml:math id="m164">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 33&#xa0;nF exhibited the highest voltage accumulation which is stable after long-time charging of 30s. Based on <xref ref-type="disp-formula" rid="e22">Equation 22</xref>, the energy accumulation (<inline-formula id="inf139">
<mml:math id="m165">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) is summarized in <xref ref-type="fig" rid="F7">Figure 7C</xref>. <inline-formula id="inf140">
<mml:math id="m166">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 33&#xa0;nF showed maximized energy storage, approximately 3.75 times higher compared with other capacitors, confirming the simulation results and validating it as the optimized capacitance value in this L-PMC. As for the experimental verification of <inline-formula id="inf141">
<mml:math id="m167">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, the nF-level capacitors showed higher <inline-formula id="inf142">
<mml:math id="m168">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> but lower <inline-formula id="inf143">
<mml:math id="m169">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in <xref ref-type="fig" rid="F7">Figures 7E&#x2013;H</xref>. The 0.47&#xa0;&#x3bc;F capacitor exhibited higher <inline-formula id="inf144">
<mml:math id="m170">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> within 30s but was eventually matched by the 1&#xa0;&#x3bc;F capacitor after an extended charging period of 160s with a more stable voltage. Thus, 1&#xa0;&#x3bc;F is identified as the optimum sizing of <inline-formula id="inf145">
<mml:math id="m171">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in this L-PMC, confirming the simulation conclusions.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Dependence of voltage accumulation (<inline-formula id="inf146">
<mml:math id="m172">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) on time with <bold>(A)</bold> <inline-formula id="inf147">
<mml:math id="m173">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> ranging from 10&#xa0;nF to 1&#xa0;&#x3bc;F, and <bold>(B)</bold> <inline-formula id="inf148">
<mml:math id="m174">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 1&#xa0;&#x3bc;F; Dependence of energy storage (<inline-formula id="inf149">
<mml:math id="m175">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) on time with <bold>(C)</bold> <inline-formula id="inf150">
<mml:math id="m176">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> ranging from 10&#xa0;nF to 1&#xa0;&#x3bc;F, and <bold>(D)</bold> <inline-formula id="inf151">
<mml:math id="m177">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 33&#xa0;nF; Dependence of voltage accumulation (<inline-formula id="inf152">
<mml:math id="m178">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) on time with <bold>(E)</bold> <inline-formula id="inf153">
<mml:math id="m179">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> ranging from 33&#xa0;nF to 1&#xa0;&#x3bc;F; Dependence of energy storage (<inline-formula id="inf154">
<mml:math id="m180">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) with <inline-formula id="inf155">
<mml:math id="m181">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> ranging from 33&#xa0;nF to 1&#xa0;&#x3bc;F on charging time of <bold>(F)</bold> 1s, and <bold>(G)</bold> 30s; <bold>(H)</bold> Dependence of <inline-formula id="inf156">
<mml:math id="m182">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> with <inline-formula id="inf157">
<mml:math id="m183">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> ranging from 0.22 &#x3bc;F to 1&#xa0;&#x3bc;F within 160s operation period; <bold>(I&#x2013;L)</bold> Dependence of <inline-formula id="inf158">
<mml:math id="m184">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf159">
<mml:math id="m185">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> on <inline-formula id="inf160">
<mml:math id="m186">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>p</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> with different resistive loads.</p>
</caption>
<graphic xlink:href="felec-06-1501178-g007.tif"/>
</fig>
</sec>
<sec id="s3-2-2">
<title>3.2.2 J-FET switch</title>
<p>
<inline-formula id="inf161">
<mml:math id="m187">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> can be effectively controlled with resistor ratios of <inline-formula id="inf162">
<mml:math id="m188">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>: <inline-formula id="inf163">
<mml:math id="m189">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 3:2, 7:3, 4:1, and 9:1 according to the simulations. A DC power source is used for experimental verification in <xref ref-type="fig" rid="F7">Figures 7I&#x2013;L</xref>. An <inline-formula id="inf164">
<mml:math id="m190">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of <inline-formula id="inf165">
<mml:math id="m191">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>: <inline-formula id="inf166">
<mml:math id="m192">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 3:2, 7:3, and 4:1 showed effective voltage regulation only when the input voltage was no less than 6&#xa0;V, indicating an invalid switch and buck conversion for input voltage ranging from 3&#xa0;V to 6&#xa0;V. On the contrary, a ratio of <inline-formula id="inf167">
<mml:math id="m193">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>: <inline-formula id="inf168">
<mml:math id="m194">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 9:1 exhibited effective voltage control with an input voltage larger than 3&#xa0;V. Thus, <inline-formula id="inf169">
<mml:math id="m195">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>: <inline-formula id="inf170">
<mml:math id="m196">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 9:1 is identified as the optimal component sizing for <inline-formula id="inf171">
<mml:math id="m197">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, confirming conclusions drawn from the simulations.</p>
</sec>
<sec id="s3-2-3">
<title>3.2.3 Passive amplification unit</title>
<p>Three measuring points (MP_1, MP_2, and MP_3) in <xref ref-type="fig" rid="F2">Figure 2</xref> were selected. MP_3 measures the voltage on a single capacitor, MP_2 measures the voltage on the two series-connected capacitors, and MP_1 measures the voltage on three series-connected capacitors during the charging of the capacitors. Simulation and experimental results of the three MPs are displayed in <xref ref-type="fig" rid="F8">Figure 8A</xref>, where a stable 3&#xa0;V is observed across each capacitor. Additionally, processed outputs of Topology_1 and 2 are shown in <xref ref-type="fig" rid="F8">Figures 8B&#x2013;D</xref>. <inline-formula id="inf172">
<mml:math id="m198">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is measured in Topology_1 and MP_1 is measured in Topology_2. The results indicate that the charge and energy accumulation achieved a 3-fold enhancement within 600s of charging. The experimental and simulation results are in high agreement. However, all the experimental results showed a relatively longer time to reach a stable state compared to the simulation results, which may be due to the nonnegligible energy dissipation in the practical charging experiment.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Simulation and experimental results of <bold>(A)</bold> <inline-formula id="inf173">
<mml:math id="m199">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> on MP1, 2, and 3. The multiple capacitors are charged to 3&#xa0;V in series; <bold>(B)</bold> charge accumulation in Topology_1 and Topology_2. Topology_1 shows a considerable energy loss as compared to the simulation result due to the excessive current leakage. The implementation of multiple capacitors in Topology_2 resulted in an enhanced circuit current, leading to a more efficient charge accumulation; <bold>(C)</bold> <inline-formula id="inf174">
<mml:math id="m200">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> for Topology_1 and Topology_2; <bold>(D)</bold> <inline-formula id="inf175">
<mml:math id="m201">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> for Topology_1 and Topology_2.</p>
</caption>
<graphic xlink:href="felec-06-1501178-g008.tif"/>
</fig>
</sec>
</sec>
<sec id="s3-3">
<title>3.3 Circuit efficiency calculation</title>
<p>In summary, the optimal parameters of the L-PMC Topology_1 are <inline-formula id="inf176">
<mml:math id="m202">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 33&#xa0;nF, <inline-formula id="inf177">
<mml:math id="m203">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 1&#xa0;&#x3bc;F, <inline-formula id="inf178">
<mml:math id="m204">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 50&#xa0;G&#x3a9; with a resistive ratio of 9:1 between <inline-formula id="inf179">
<mml:math id="m205">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf180">
<mml:math id="m206">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. Factors including energy extraction efficiency, energy transfer efficiency, and battery charging efficiency are used to evaluate the L-PMC.</p>
<sec id="s3-3-1">
<title>3.3.1 Energy extraction efficiency</title>
<p>The energy extraction efficiency refers to the proportion of energy input on loads from the device, which is determined by the PMC matching. The energy extraction efficiency of Topology_1 is compared with other works in <xref ref-type="table" rid="T2">Table 2</xref>. With a <inline-formula id="inf181">
<mml:math id="m207">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 33&#xa0;nF, a stable <inline-formula id="inf182">
<mml:math id="m208">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 60.8&#xa0;V was obtained after 34 cycles. The <inline-formula id="inf183">
<mml:math id="m209">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is calculated to be 60.995&#xa0;mJ using <xref ref-type="disp-formula" rid="e22">Equation 22</xref>. The <inline-formula id="inf184">
<mml:math id="m210">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> shows the inherent characteristic of the device, which depends on the maximum surface charge density, open-circuit voltage, and absolute voltage (<xref ref-type="bibr" rid="B25">Wu et al., 2019</xref>). The measured <inline-formula id="inf185">
<mml:math id="m211">
<mml:mrow>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>c</mml:mi>
<mml:mo>,</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">max</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf186">
<mml:math id="m212">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mi>c</mml:mi>
<mml:mo>,</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">max</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf187">
<mml:math id="m213">
<mml:mrow>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mi mathvariant="italic">max</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> are 60.48 nC, 58.85&#xa0;V and 81.6 V, respectively. Based on the same method, <inline-formula id="inf188">
<mml:math id="m214">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> was calculated to be 4.25&#xa0;mJ per cycle. The much higher energy extraction efficiency of 42.24% was calculated using the same method as prior works in the table (<xref ref-type="bibr" rid="B32">Zi et al., 2017</xref>; <xref ref-type="bibr" rid="B4">Cheng et al., 2017</xref>). The calculation details are provided in the supporting information (<xref ref-type="sec" rid="s10">Supplementary Figure S4</xref>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Comparison of energy extraction efficiency with published works.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Published year</th>
<th align="center">Device mode</th>
<th align="center">PMC module</th>
<th align="center">Frequency</th>
<th align="center">Calculation methods</th>
<th align="center">Energy extraction efficiency (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">2017 (<xref ref-type="bibr" rid="B32">Zi et al., 2017</xref>)</td>
<td align="center">SFT-TENG</td>
<td align="center">Motion-triggered switch and capacitors</td>
<td align="center">1&#xa0;Hz</td>
<td align="center">
<inline-graphic xlink:href="felec-06-1501178-fx1.tif"/>
</td>
<td align="center">23%</td>
</tr>
<tr>
<td align="center">2017 (<xref ref-type="bibr" rid="B4">Cheng et al., 2017</xref>)</td>
<td align="center">LS-TENG<break/>CS-TENG</td>
<td align="center">AC/DC conversion, transmission and LC oscillating units</td>
<td align="center">&#x3c;2&#xa0;Hz</td>
<td align="center">
<inline-graphic xlink:href="felec-06-1501178-fx2.tif"/>
</td>
<td align="center">29.6%</td>
</tr>
<tr>
<td align="center">2020 (<xref ref-type="bibr" rid="B26">Wu et al., 2020</xref>)</td>
<td align="center">CS-TENG</td>
<td align="center">AC/DC conversion, mechanical transmission and control units (LC oscillating circuit)</td>
<td align="center">1&#xa0;Hz</td>
<td align="center">
<inline-graphic xlink:href="felec-06-1501178-fx3.tif"/>
</td>
<td align="center">37.8%</td>
</tr>
<tr>
<td align="center">2021 (<xref ref-type="bibr" rid="B12">Lin et al., 2021</xref>)</td>
<td align="center">ES-TENG</td>
<td align="center">AC/DC conversion with RLC</td>
<td align="center">5&#xa0;Hz</td>
<td align="center">
<inline-graphic xlink:href="felec-06-1501178-fx4.tif"/>
</td>
<td align="center">29.7%</td>
</tr>
<tr>
<td align="center">2023 (<xref ref-type="bibr" rid="B18">Shan et al., 2023</xref>)</td>
<td align="center">CS-TENG<break/>S-TENG</td>
<td align="center">Charge excitation with diode and capacitor, and LC oscillating circuit</td>
<td align="center">1&#xa0;Hz</td>
<td align="center">
<inline-graphic xlink:href="felec-06-1501178-fx5.tif"/>
</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="center">2024 (<xref ref-type="bibr" rid="B3">Abid et al., 2024</xref>)</td>
<td align="center">3-layered CS-TENG</td>
<td align="center">AC/DC conversion, DC/DC buck conversion with passive switching</td>
<td align="center">2&#x2013;4&#xa0;Hz</td>
<td align="center">Reduce voltage to increase current, <inline-graphic xlink:href="felec-06-1501178-fx6.tif"/>, no efficiency calculation involved</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="center">This work</td>
<td align="center">CS-TENG</td>
<td align="center">AC/DC conversion, inductor-free buck conversion and two-level capacitor storage units</td>
<td align="center">1&#xa0;Hz</td>
<td align="center">
<inline-graphic xlink:href="felec-06-1501178-fx7.tif"/>
</td>
<td align="center">42.2%</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-3-2">
<title>3.3.2 Energy transfer efficiency</title>
<p>Energy transfer efficiency refers to the proportion of energy stored in the second-level capacitor from the energy input on loads (first-level capacitor), which is calculated as 44.05% based on <inline-formula id="inf189">
<mml:math id="m215">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf190">
<mml:math id="m216">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of Topology_1 using <xref ref-type="disp-formula" rid="e23">Equation 23</xref>. Furthermore, a battery is charged from 1.9 V to 2.4&#xa0;V within 10&#xa0;min with the L-PMC Topology_1 (<xref ref-type="sec" rid="s10">Supplementary Figure S6</xref>). With Topology_2, the energy transfer efficiency shows 207% enhancement (from 30.59% to 63.55%), with calculation details presented in the supporting information (<xref ref-type="sec" rid="s10">Supplementary Figure S5</xref>).</p>
</sec>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>While the milliwatt output level of low-frequency biomechanical energy harvesters makes them appropriate for sensing application, their high voltage, weak current, and AC output restrict their effectiveness as a direct power source. Conventional RLC circuit limits the energy transfer efficiency in biomechanical energy harvesters due to the extremely low circuit current. In this study, a low-loss power management circuit is studied with a well-matched 2-stage energy transfer strategy to minimize energy losses, leading to a much higher energy extraction efficiency of 42.24% compared with previous studies. Furthermore, using Topology_1, a battery was charged from 1.9 V to 2.4&#xa0;V in 10&#xa0;min with an energy transfer efficiency of 30.59%. The integration of passive current amplification using Topology_2, a 3-fold enhancement in charge accumulation and energy storage is achieved and the energy transfer efficiency achieves an enhancement of 207%. This enables the effective use of the device as DC power source through integration with a battery, demonstrating potential for application in new generation self-powered wearable electronics.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>WL: Conceptualization, Investigation, Methodology, Writing&#x2013;original draft. YH: Methodology, Writing&#x2013;original draft. CL: Methodology, Writing&#x2013;original draft, Formal Analysis. AV: Writing&#x2013;original draft. WD: Conceptualization, Formal Analysis, Funding acquisition, Project administration, Supervision, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This study was supported by the National Natural Science Foundation of China (Grant no. 22072125).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</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>
<sec id="s10">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/felec.2025.1501178/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/felec.2025.1501178/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abdelsattar</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ismeil</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Saber Abu-Elwfa</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Analysis of renewable energy sources and electrical vehicles integration into microgrid</article-title>. <source>IEEE Access</source> <volume>12</volume>, <fpage>66822</fpage>&#x2013;<lpage>66832</lpage>. <pub-id pub-id-type="doi">10.1109/access.2024.3399124</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Abhinav</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Pindoriya</surname>
<given-names>N. M.</given-names>
</name>
</person-group> (<year>2016</year>). &#x201c;<article-title>Grid integration of wind turbine and battery energy storage system: review and key challenges</article-title>,&#x201d; in <source>2016 IEEE 6th international conference on power systems (ICPS)</source> (<publisher-name>IEEE</publisher-name>).</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abid</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Shuja</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Ali</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Murtaza</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Output current boosting in triboelectric nanogenerators for applications in self-powered energy systems</article-title>. <source>Eng. Sci. Technol. Int. J.</source> <volume>55</volume>, <fpage>101749</fpage>. <pub-id pub-id-type="doi">10.1016/j.jestch.2024.101749</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cheng</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Miao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>High efficiency power management and charge boosting strategy for a triboelectric nanogenerator</article-title>. <source>Nano Energy</source> <volume>38</volume>, <fpage>438</fpage>&#x2013;<lpage>446</lpage>. <pub-id pub-id-type="doi">10.1016/j.nanoen.2017.05.063</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Faisal</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hannan</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Ker</surname>
<given-names>P. J.</given-names>
</name>
<name>
<surname>Hussain</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Mansor</surname>
<given-names>M. B.</given-names>
</name>
<name>
<surname>Blaabjerg</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Review of energy storage system technologies in microgrid applications: issues and challenges</article-title>. <source>Ieee Access</source> <volume>6</volume>, <fpage>35143</fpage>&#x2013;<lpage>35164</lpage>. <pub-id pub-id-type="doi">10.1109/access.2018.2841407</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fan</surname>
<given-names>F.-R.</given-names>
</name>
<name>
<surname>Tian</surname>
<given-names>Z.-Q.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z. L.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Flexible triboelectric generator</article-title>. <source>Nano energy</source> <volume>1</volume> (<issue>2</issue>), <fpage>328</fpage>&#x2013;<lpage>334</lpage>. <pub-id pub-id-type="doi">10.1016/j.nanoen.2012.01.004</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Tong</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Bu</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Cao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Qi</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Overview of power management for triboelectric nanogenerators</article-title>. <source>Adv. Intell. Syst.</source> <volume>2</volume> (<issue>2</issue>), <fpage>1900129</fpage>. <pub-id pub-id-type="doi">10.1002/aisy.202070020</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jiang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>L. M.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>C. B.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Structural optimization of triboelectric nanogenerator for harvesting water wave energy</article-title>. <source>ACS nano</source> <volume>9</volume> (<issue>12</issue>), <fpage>12562</fpage>&#x2013;<lpage>12572</lpage>. <pub-id pub-id-type="doi">10.1021/acsnano.5b06372</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Kaper</surname>
<given-names>S. K.</given-names>
</name>
<name>
<surname>Choudhary</surname>
<given-names>N. K.</given-names>
</name>
</person-group> (<year>2016</year>). &#x201c;<article-title>A review of power management and stability issues in microgrid</article-title>,&#x201d; in <source>2016 IEEE 1st international conference on power electronics, intelligent control and energy systems (ICPEICES)</source> (<publisher-name>IEEE</publisher-name>).</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kong</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Ha</surname>
<given-names>D. S.</given-names>
</name>
<name>
<surname>Erturk</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Inman</surname>
<given-names>D. J.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Resistive impedance matching circuit for piezoelectric energy harvesting</article-title>. <source>J. Intelligent Material Syst. Struct.</source> <volume>21</volume> (<issue>13</issue>), <fpage>1293</fpage>&#x2013;<lpage>1302</lpage>. <pub-id pub-id-type="doi">10.1177/1045389x09357971</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>K. Y.</given-names>
</name>
<name>
<surname>Chun</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>K. N.</given-names>
</name>
<name>
<surname>Kang</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Hydrophobic sponge structure-based triboelectric nanogenerator</article-title>. <source>Adv. Mater</source> <volume>26</volume> (<issue>29</issue>), <fpage>5037</fpage>&#x2013;<lpage>5042</lpage>. <pub-id pub-id-type="doi">10.1002/adma.201401184</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z. L.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Elastic&#x2010;connection and soft&#x2010;contact triboelectric nanogenerator with superior durability and efficiency</article-title>. <source>Adv. Funct. Mater.</source> <volume>31</volume> (<issue>40</issue>), <fpage>2105237</fpage>. <pub-id pub-id-type="doi">10.1002/adfm.202105237</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Pu</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Integrated charge excitation triboelectric nanogenerator</article-title>. <source>Nat. Commun.</source> <volume>10</volume> (<issue>1</issue>), <fpage>1426</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-019-09464-8</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Xi</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Quantifying contact status and the air-breakdown model of charge-excitation triboelectric nanogenerators to maximize charge density</article-title>. <source>Nat. Commun.</source> <volume>11</volume> (<issue>1</issue>), <fpage>1599</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-020-15368-9</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Niu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z. L.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Theoretical systems of triboelectric nanogenerators</article-title>. <source>Nano Energy</source> <volume>14</volume>, <fpage>161</fpage>&#x2013;<lpage>192</lpage>. <pub-id pub-id-type="doi">10.1016/j.nanoen.2014.11.034</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Niu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Y. S.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Bando</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Simulation method for optimizing the performance of an integrated triboelectric nanogenerator energy harvesting system</article-title>. <source>Nano Energy</source> <volume>8</volume>, <fpage>150</fpage>&#x2013;<lpage>156</lpage>. <pub-id pub-id-type="doi">10.1016/j.nanoen.2014.05.018</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nouri</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Hasanpour</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>S. S.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>A semi-quadratic trans-inverse high step-up DC-DC converter for renewable energy applications</article-title>. <source>IEEE Trans. Power Electron.</source> <volume>39</volume>, <fpage>15174</fpage>&#x2013;<lpage>15190</lpage>. <pub-id pub-id-type="doi">10.1109/tpel.2024.3423666</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shan</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Fu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Dual mode TENG with self&#x2010;voltage multiplying circuit for blue energy harvesting and water wave monitoring</article-title>. <source>Adv. Funct. Mater.</source> <volume>33</volume> (<issue>47</issue>), <fpage>2305768</fpage>. <pub-id pub-id-type="doi">10.1002/adfm.202305768</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shankaregowda</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Nanjegowda</surname>
<given-names>C. B.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>X. L.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>M. Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Z. F.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>H. X.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>A flexible and transparent graphene-based triboelectric nanogenerator</article-title>. <source>IEEE Trans. Nanotechnol.</source> <volume>15</volume> (<issue>3</issue>), <fpage>435</fpage>&#x2013;<lpage>441</lpage>. <pub-id pub-id-type="doi">10.1109/tnano.2016.2540958</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z. L.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Hydrogels with highly concentrated salt solution as electrolytes for solid-state supercapacitors with a suppressed self-discharge rate</article-title>. <source>J. Mater. Chem. A</source> <volume>10</volume> (<issue>6</issue>), <fpage>2966</fpage>&#x2013;<lpage>2972</lpage>. <pub-id pub-id-type="doi">10.1039/d1ta08709f</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Bai</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z. L.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Pumping up the charge density of a triboelectric nanogenerator by charge-shuttling</article-title>. <source>Nat. Commun.</source> <volume>11</volume> (<issue>1</issue>), <fpage>4203</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-020-17891-1</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Liao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Triboelectric nanogenerator module for circuit design and simulation</article-title>. <source>Nano Energy</source> <volume>107</volume>, <fpage>108139</fpage>. <pub-id pub-id-type="doi">10.1016/j.nanoen.2022.108139</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>2019</year>). &#x201c;<article-title>Triboelectric nanogenerator: a hope to collect blue energy</article-title>,&#x201d; in <source>2019 4th international conference on control, robotics and cybernetics (CRC)</source> (<publisher-name>IEEE</publisher-name>).</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Niu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yi</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>You</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z. L.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Triboelectric nanogenerator based on fully enclosed rolling spherical structure for harvesting low&#x2010;frequency water wave energy</article-title>. <source>Adv. Energy Mater.</source> <volume>5</volume> (<issue>24</issue>), <fpage>1501467</fpage>. <pub-id pub-id-type="doi">10.1002/aenm.201501467</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>A. C.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z. L.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Triboelectric nanogenerator: a foundation of the energy for the new era</article-title>. <source>Adv. Energy Mater.</source> <volume>9</volume> (<issue>1</issue>), <fpage>1802906</fpage>. <pub-id pub-id-type="doi">10.1002/aenm.201802906</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>A high-stability triboelectric nanogenerator with mechanical transmission module and efficient power management system</article-title>. <source>J. Micromechanics Microengineering</source> <volume>30</volume> (<issue>11</issue>), <fpage>115017</fpage>. <pub-id pub-id-type="doi">10.1088/1361-6439/abb754</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Hug</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Kar</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Cooperative control of distributed energy storage systems in a microgrid</article-title>. <source>IEEE Trans. smart grid</source> <volume>6</volume> (<issue>1</issue>), <fpage>238</fpage>&#x2013;<lpage>248</lpage>. <pub-id pub-id-type="doi">10.1109/tsg.2014.2354033</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Deng</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2024a</year>). <article-title>Efficient electrical energy conversion strategies from triboelectric nanogenerators to practical applications: a review</article-title>. <source>Nano Energy</source> <volume>132</volume>, <fpage>110383</fpage>. <pub-id pub-id-type="doi">10.1016/j.nanoen.2024.110383</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Gu</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Du</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2024b</year>). <article-title>Triboelectric nanogenerator with enhanced charge density and limited open-circuit voltage for efficient power management and industrial environmental monitoring</article-title>. <source>Nano Energy</source> <volume>131</volume>, <fpage>110308</fpage>. <pub-id pub-id-type="doi">10.1016/j.nanoen.2024.110308</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Xia</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Ultrasensitive triboelectric nanogenerator for weak ambient energy with rational unipolar stacking structure and low-loss power management</article-title>. <source>Nano Energy</source> <volume>41</volume>, <fpage>351</fpage>&#x2013;<lpage>358</lpage>. <pub-id pub-id-type="doi">10.1016/j.nanoen.2017.09.010</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Mao</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Recent progress of triboelectric nanogenerator-based power management and information processing circuit</article-title>. <source>Mater. Today Sustain.</source> <volume>23</volume>, <fpage>100426</fpage>. <pub-id pub-id-type="doi">10.1016/j.mtsust.2023.100426</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zi</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wen</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>An inductor-free auto-power-management design built-in triboelectric nanogenerators</article-title>. <source>Nano Energy</source> <volume>31</volume>, <fpage>302</fpage>&#x2013;<lpage>310</lpage>. <pub-id pub-id-type="doi">10.1016/j.nanoen.2016.11.025</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zi</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z. L.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Nanogenerators: an emerging technology towards nanoenergy</article-title>. <source>Apl. Mater.</source> <volume>5</volume> (<issue>7</issue>). <pub-id pub-id-type="doi">10.1063/1.4977208</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>