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<article article-type="brief-report" 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. Phys.</journal-id>
<journal-title>Frontiers in Physics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Phys.</abbrev-journal-title>
<issn pub-type="epub">2296-424X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">723106</article-id>
<article-id pub-id-type="doi">10.3389/fphy.2021.723106</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physics</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Driving Waveform Design Based on Driving Process Fusion and Black Reference Gray Scale for Electrophoretic Displays</article-title>
<alt-title alt-title-type="left-running-head">Wang et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Driving Waveform for Electrophoretic Displays</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Li</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1103109/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ma</surname>
<given-names>Pengchang</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1397293/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Jitao</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wan</surname>
<given-names>Qiming</given-names>
</name>
</contrib>
</contrib-group>
<aff>School of Information Engineering, Zhongshan Polytechnic, <addr-line>Zhongshan</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/937289/overview">Qiang Xu</ext-link>, Nanyang Technological University, Singapore</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/1369533/overview">Weimin Li</ext-link>, Shenzhen Institutes of Advanced Technology, CAS, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1370550/overview">Jingling Yan</ext-link>, Ningbo Institute of Materials Technology and Engineering, CAS, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Li Wang, <email>wangli_oet@163.com</email>; Pengchang Ma, <email>mpcmyc99@aliyun.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Optics and Photonics, a section of the journal Frontiers in Physics</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>08</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>723106</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>06</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>07</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Wang, Ma, Zhang and Wan.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Wang, Ma, Zhang and Wan</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>An electrophoretic display (EPD) is a kind of paper display technology, which has the advantages of ultra-low power consumption and readability under strong light. However, in an EPD-driving process, four stages are needed to finish the driving of a pixel erase original images, reset to black state, clear-to-white state, and write a new image. A white reference gray scale can be obtained before writing a new image, and this driving process may take too long for the comfort of reading. In this article, an EPD-driving waveform, which takes the black state as the reference gray, is proposed to reduce the driving time. In addition, the rules of direct current (DC) balance are also followed to prevent the charge from getting trapped in the driving backplane. The driving process is fused and there are two stages in the driving waveform: reset to black state and write the next image. First, the EPD is written to a stable black state according to the original gray scale driving waveform and the black state is used as the reference gray for the next image. Second, the new image is written by the second stage of the new driving waveform. The experimental results show that the proposed driving waveform has a better performance. Compared with the traditional driving waveform which has four stages, the driving time of the new driving waveform is reduced by nearly&#x20;50%.</p>
</abstract>
<kwd-group>
<kwd>electrophoretic display</kwd>
<kwd>driving waveform</kwd>
<kwd>driving process</kwd>
<kwd>reference gray scale</kwd>
<kwd>direct current balance</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>EPD has become the most widely used paper-like display due to its good market potential. As a reflective display technology, the light reflection characteristic provides it with a paper-like comfortable reading experience [<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>]. In addition, EPDs also have the advantages of ultra-low power consumption and a good bistable characteristic [<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>]. Therefore, EPDs have been widely used in electronic labels, e-books, etc. But video playback cannot be achieved due to the long response time of EPDs [<xref ref-type="bibr" rid="B7">7</xref>]. Particles in microcapsules of EPDs are driven by voltages, and pixels can display different gray scales by adjusting the position of particles [<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B10">10</xref>]. The voltage sequence which can drive particles to display gray scales is called the driving waveform. Hence, it is of great significance to reduce the response time and improve the display effect by optimizing the driving waveform design [<xref ref-type="bibr" rid="B11">11</xref>,&#x20;<xref ref-type="bibr" rid="B12">12</xref>].</p>
<p>A traditional driving waveform can be divided into four stages: erasing the original image, resetting to the black state, clearing to the white state, and writing a new image [<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B15">15</xref>]. When a particle is in a same position for a long time, its mobility is much lower than that of other particles. The particle activity can be improved by resetting to the black state and clearing to the white state [<xref ref-type="bibr" rid="B16">16</xref>&#x2013;<xref ref-type="bibr" rid="B18">18</xref>]. This driving process may be continued from hundreds of milliseconds to 1&#xa0;s [<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>]. Therefore, there are some scholars who have conducted a series of research on the driving waveform, and some principles and methods of driving waveform editor are put forward to shorten the driving time or reduce flickers. Kao et&#x20;al. [<xref ref-type="bibr" rid="B21">21</xref>] studied the property of the suspension viscosity, characterized the response latency of the EPD, and put forward a new driving waveform, which set the white gray scale as a reference gray scale, to shorten the driving time and reduce the number of flickers. However, the proposed driving method did not take into account an important factor-DC balance. Moreover, the reference gray scale is unstable. Wang et&#x20;al. [<xref ref-type="bibr" rid="B22">22</xref>] used four kinds of screen update modes to update the EPD according to different images, and it could improve the update speed. However, the form of driving waveforms in four modes was not changed, and it could not improve the refresh speed fundamentally. In a traditional driving waveform, stages of resetting to the black state and clearing to the white state are longer than the other two stages [<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>], so some scholars have studied new driving schemes to reduce the driving time of these two stages. Yi et&#x20;al. [<xref ref-type="bibr" rid="B25">25</xref>] found that high-frequency voltage can be used to activate particles, and the new driving waveform could effectively reduce the ghost image and flicker. But it is difficult to get a stable gray scale display. He et&#x20;al. [<xref ref-type="bibr" rid="B26">26</xref>] proposed a driving waveform based on the optimization of particle activation by analyzing the electrophoresis performance of particles. It can effectively reduce the driving time. However, the DC balance is not considered in the design of the driving waveform, which may cause damage to the EPD&#x20;[<xref ref-type="bibr" rid="B27">27</xref>].</p>
<p>In this article, a new driving waveform, which is based on the black reference gray, is proposed to reduce the driving time. The new driving waveform obeys the rule of DC balance and is divided into two stages: reset to black state and write the new image. The first stage is used to get an accurate reference gray, and some principles are proposed to get a uniform reflectance value for black state at the same time. The second stage is used to write a new gray value by comparing it with the black reference&#x20;gray.</p>
</sec>
<sec id="s2">
<title>Microencapsulated EPD System</title>
<p>The introduction of microcapsule technology is an important breakthrough in EPD technology. There are two kinds of particles in a microcapsule [<xref ref-type="bibr" rid="B28">28</xref>]. Here, the microcapsule is a pixel in EPD. It solves the long-term display instability problem in EPD. The movement and aggregation of particles are limited in microcapsules, and the different gray scales could be realized by controlling the voltage which is applied on electrodes. In the display process, the white SiO<sub>2</sub> particles of the EPD are charged with a negative charge and black carbon particles are charged with a positive charge. The structure of an EPD is shown in <xref ref-type="fig" rid="F1">Figure&#x20;1</xref>. In <xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>, the electrode of a pixel in the upper left part is provided with a negative voltage and the positively charged white particles move upward, the EPD shows white, the lower right part is provided with a positive voltage and the negatively charged black particles move upward, and the EPD shows&#x20;black.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The structure of a microcapsule EPD. <bold>(A)</bold> An enlargement image of microcapsules in an EPD. <bold>(B)</bold> EPD model.</p>
</caption>
<graphic xlink:href="fphy-09-723106-g001.tif"/>
</fig>
<p>In the interior of a microcapsule, as is shown in <xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>, in order to ensure the good electrophoretic performance of electrophoretic particles, a charged control agent is injected into the display capsule, which can effectively prevent the accumulation of charged particles and deposit on the capsule wall. The display particles in the capsule are mainly affected by gravity, buoyancy, electric power, and the viscosity of nonpolar solvent. In order to avoid the settlement of display particles, gravity is equal to buoyancy, as shown in <xref ref-type="disp-formula" rid="e1">Eq. 1</xref>.<disp-formula id="e1">
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<mml:msup>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>5</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>c</mml:mi>
<mml:msup>
<mml:mi>m</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>/</mml:mo>
<mml:mi>V</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>. The expression of response time is shown as <xref ref-type="disp-formula" rid="e5">Eq. 5</xref>.<disp-formula id="e5">
<mml:math id="m19">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>6</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:msup>
<mml:mi>d</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mi>&#x3b7;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mi>&#x3be;</mml:mi>
<mml:mi>&#x3b5;</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>where <inline-formula id="inf15">
<mml:math id="m20">
<mml:mi>T</mml:mi>
</mml:math>
</inline-formula> is the response time, <inline-formula id="inf16">
<mml:math id="m21">
<mml:mtext>d</mml:mtext>
</mml:math>
</inline-formula> is the distance between the common electrode and the pixel electrode, <inline-formula id="inf17">
<mml:math id="m22">
<mml:mi>V</mml:mi>
</mml:math>
</inline-formula> is the voltage applied between two kinds of electrodes, <inline-formula id="inf18">
<mml:math id="m23">
<mml:mi>&#x3be;</mml:mi>
</mml:math>
</inline-formula> is the particle zeta potential, and <inline-formula id="inf19">
<mml:math id="m24">
<mml:mi>&#x3b5;</mml:mi>
</mml:math>
</inline-formula> is the dielectric constant of suspension liquid. Generally speaking, the voltage of the driving waveform could be set as 15, 0, or &#x2212;15&#xa0;V, and the EPD may spend 1&#xa0;s or so on updating the&#x20;image.</p>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>Results and Discussion</title>
<sec id="s3-1">
<title>Particle Performance Analysis</title>
<p>In the process of driving particles, the EPD may not display a desired gray scale if we drive particles to realize gray scales directly. In the traditional driving waveform, a four-stage driving waveform is used to drive particles to realize gray scales accurately [<xref ref-type="bibr" rid="B7">7</xref>]: erase the original image, reset to black state, clear to white state, and write a new image. In a driving waveform, a unit of time is 1/50 &#x3d; 20&#xa0;<inline-formula id="inf20">
<mml:math id="m25">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> if the frame rate is 50 frames/s, so the time of four stages must be an integer multiple of 20&#xa0;ms, the second stage and the third stage form a process of activating particles. Then, an accurate white reference gray scale can be obtained at the end point of the third stage. The new image can be displayed in the fourth stage by using the reference gray&#x20;scale.</p>
<p>In the design process of a driving waveform, the DC balance is a factor which must be considered. In the traditional driving waveform, the time of positive voltage and negative voltage must equal in the one gray scale change path to reach the DC balance.</p>
<p>The process of activating particles is very important in the driving waveform. The particles in microcapsules may be affected by various forces, and the driving force of electric potential must overcome other external forces to drive the particles. However, the resistance increases with the increase of speed. The forces that hinder the movement of particles are particle gravity, viscous resistance of electrophoretic solution, collision between particles, wall collision of microcapsules, Coulomb force between particles, and so on. When the resistance of particles is greater than the electric field force, the particle velocity will decrease. Only after a long enough residence time, the particles can reach a stable state, and the force acting on the particles can reach equilibrium. This reaction time has a direct impact on the refresh speed of the display screen. At this time, the motion ability of the moving particles is obviously lower than that of the activated particles [<xref ref-type="bibr" rid="B6">6</xref>]. Therefore, it is necessary to design a longer voltage duration to obtain the same gray level as the driving waveform with the active particle stage. Therefore, at the beginning of the driving waveform, we always use the limited driving time to activate the particles as much as possible. There are two driving waveforms, which are designed to drive the EPDs from a black state to a white state, in <xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>. The final reflectivity difference of an EPD which is driven by two driving waveforms are shown in <xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Reflectance curves of an EPD which is driven by two kinds of driving waveform <bold>(A)</bold> EPD driving waveforms. <bold>(B)</bold> Reflectance curves of an EPD according to driving waveforms, the driving waveform with an active particles stage can obtain higher reflectivity.</p>
</caption>
<graphic xlink:href="fphy-09-723106-g002.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Driving Process Fusion in the Driving Waveform</title>
<p>In this article, a new driving waveform, which is based on the black reference gray, is proposed. In this waveform, the driving process is fused, and there are two stages which include a resetting to black state stage and writing the new image stage. In the first stage, the particles are activated as far as possible, and a stable reflectivity black state is obtained at the end of this stage; then, the black state is taken as the reference gray. In the second stage, the positive voltage and negative voltage can cooperate with each other to realize the display of multilevel gray scales. An example of the new driving waveform is shown in <xref ref-type="fig" rid="F3">Figure&#x20;3</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>An example of the new driving waveform which includes a resetting to black state stage and a writing the new image&#x20;stage.</p>
</caption>
<graphic xlink:href="fphy-09-723106-g003.tif"/>
</fig>
<p>The second stage of the driving waveform, which could drive the EPD to realize the original image, must be considered in the design of the new driving waveform. For example, <inline-formula id="inf21">
<mml:math id="m26">
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the negative voltage driving time and <inline-formula id="inf22">
<mml:math id="m27">
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the positive voltage driving time of second stage which could drive the EPD to display the original image. And <inline-formula id="inf23">
<mml:math id="m28">
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the negative voltage driving time and <inline-formula id="inf24">
<mml:math id="m29">
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the positive voltage driving time of the first stage which could drive the EPD to display a new image. The relationship among four driving times is shown in <xref ref-type="disp-formula" rid="e6">Eq. 6</xref>.<disp-formula id="e6">
<mml:math id="m30">
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
</p>
<p>The driving waveform could reach the DC balance if <xref ref-type="disp-formula" rid="e6">Eq. 6</xref> is obeyed. In the first stage of the driving waveform, there is not enough time for refreshing between the white state and the black state, so the EPD is written to a middle gray scale, and this method could reduce the activation time greatly [<xref ref-type="bibr" rid="B8">8</xref>]. The detail design of the driving waveform is shown in <xref ref-type="fig" rid="F4">Figure&#x20;4</xref>. For the sake of convenience, B represents black gray, DG represents dark gray, LG represents light gray, and W represents white gray, respectively. In <xref ref-type="fig" rid="F4">Figure&#x20;4</xref>, the original gray scale is LG, both <inline-formula id="inf25">
<mml:math id="m31">
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf26">
<mml:math id="m32">
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are square waves whose duty ratio is 50%, so it has no effect on DC balance. <inline-formula id="inf27">
<mml:math id="m33">
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>3</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is used to realize the DC balance and write to black state. At the end point of the first stage, a black state which has a stable reflectance value is obtained. The first stage of driving waveforms should be filled with a positive voltage when the original gray scale is white, but it cannot get a black gray as the black reference gray. This is because the black reference gray is obtained in the case of activating particles, but there is no space for the activated particles stage when this stage is full of positive voltage. So, the first stage must be prolonged to form a longer time of positive voltage to get the black reference gray. The prolonged part could occupy the driving time of the second stage, or else, the driving waveform must be prolonged a little to meet the requirement.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(A)</bold> Design details of the new driving waveform, at the end point of the first stage, a black state which has a stable reflectance value can be obtained. <bold>(B)</bold> The real EPD has four-level gray scales which are driven by the proposed driving waveform.</p>
</caption>
<graphic xlink:href="fphy-09-723106-g004.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>Display Effect of the Proposed Driving Waveform</title>
<p>We carried out a driving experiment on an EPD device according to the proposed driving waveform, and the result is shown in <xref ref-type="fig" rid="F4">Figure&#x20;4B</xref>. The experimental results showed that the driving waveform could realize multilevel gray scales. Among them, four testing areas are marked, the reflectivity of the first testing area is 3%, the second testing area is 12.1%, the third testing area is 22.4%, and the fourth testing area is 36.3%. According to the principle of gamma correction, the human eye sensitive to brightness transformation when the brightness is low. So, the change of the reflectivity value is nonlinear.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>In this article, a new driving waveform based on two stages is proposed, and the driving process of gray scales is effectively fused. The first stage of the driving waveform can erase the original image, and the second stage is used to realize a multilevel gray scales display. In addition, the black state is used as the reference gray scale according to the mechanical analysis of particles in microcapsules. The driving waveform proposed by us has the advantages of short driving time and less voltage conversion times. It can effectively reduce the flicker sense and improve the reading comfort while shortening the screen switching time. What is more, the DC balance rule is applied to the design, which can effectively prevent the display breakdown caused by charge trapping. So, the proposed driving waveform provides a reference for the continuous improvement of the EPD display quality.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material; further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>LW designed this project. PM and JZ carried out most of the experiments and data analysis. QW performed part of the experiments and helped with discussions during manuscript preparation. All authors have read and agreed to the published version of the manuscript.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This research was funded by the Key Projects of the Second Batch of Social Welfare and Basic Research in Zhongshan City (No. 2020B2021), the High-level Scientific Research Startup Project in Zhongshan Polytechnic (No. KYG2104), and the Special Projects in Key Fields of Colleges and Universities in Guangdong Province in 2020 (No. 2020ZDZX3083).</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>
</sec>
<sec id="s9" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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