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<article xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="2.0">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JSG</journal-id>
      <journal-id journal-id-type="nlm-ta">JMIR Serious Games</journal-id>
      <journal-title>JMIR Serious Games</journal-title>
      <issn pub-type="epub">2291-9279</issn>
      <publisher>
        <publisher-name>JMIR Publications</publisher-name>
        <publisher-loc>Toronto, Canada</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">v10i3e36397</article-id>
      <article-id pub-id-type="pmid">36166294</article-id>
      <article-id pub-id-type="doi">10.2196/36397</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Original Paper</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Original Paper</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>A New Approach for Reducing Virtual Reality Sickness in Real Time: Design and Validation Study</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Zary</surname>
            <given-names>Nabil</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Concannon</surname>
            <given-names>Brendan</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Lebiedz'</surname>
            <given-names>Jacek</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author">
          <name name-style="western">
            <surname>Won</surname>
            <given-names>JuHye</given-names>
          </name>
          <degrees>MS</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-1257-1738</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Kim</surname>
            <given-names>Yoon Sang</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <address>
            <institution>BioComputing Lab, Institute for Bio-engineering Application Technology</institution>
            <institution>Department of Computer Science and Engineering</institution>
            <institution>Korea University of Technology and Education</institution>
            <addr-line>1600, Chungjeol-ro, Byeongcheon-myeon, Dongnam-gu</addr-line>
            <addr-line>Cheonan-si, 31253</addr-line>
            <country>Republic of Korea</country>
            <phone>82 0415601496</phone>
            <email>yoonsang@koreatech.ac.kr</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-0416-7938</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>BioComputing Lab</institution>
        <institution>Department of Computer Science and Engineering</institution>
        <institution>Korea University of Technology and Education</institution>
        <addr-line>Cheonan-si</addr-line>
        <country>Republic of Korea</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>BioComputing Lab, Institute for Bio-engineering Application Technology</institution>
        <institution>Department of Computer Science and Engineering</institution>
        <institution>Korea University of Technology and Education</institution>
        <addr-line>Cheonan-si</addr-line>
        <country>Republic of Korea</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Yoon Sang Kim <email>yoonsang@koreatech.ac.kr</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <season>Jul-Sep</season>
        <year>2022</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>27</day>
        <month>9</month>
        <year>2022</year>
      </pub-date>
      <volume>10</volume>
      <issue>3</issue>
      <elocation-id>e36397</elocation-id>
      <history>
        <date date-type="received">
          <day>13</day>
          <month>1</month>
          <year>2022</year>
        </date>
        <date date-type="rev-request">
          <day>28</day>
          <month>4</month>
          <year>2022</year>
        </date>
        <date date-type="rev-recd">
          <day>9</day>
          <month>6</month>
          <year>2022</year>
        </date>
        <date date-type="accepted">
          <day>4</day>
          <month>8</month>
          <year>2022</year>
        </date>
      </history>
      <copyright-statement>©JuHye Won, Yoon Sang Kim. Originally published in JMIR Serious Games (https://games.jmir.org), 27.09.2022.</copyright-statement>
      <copyright-year>2022</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Serious Games, is properly cited. The complete bibliographic information, a link to the original publication on https://games.jmir.org, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://games.jmir.org/2022/3/e36397" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Recently, technology that provides virtual reality (VR) content based on streaming services has been rapidly developed. However, there have been few studies to reduce VR sickness that occurs while the user watches VR content while wearing a head-mounted display (HMD) in real time.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>Based on this background, we propose a new approach to measure and reduce VR sickness that occurs while the user watches VR content while wearing an HMD in real time.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>The proposed approach is to apply VR sickness reduction methods in accordance with the user’s real-time VR sickness level. Three methods that are known to be effective in reducing VR sickness and a single type of VR content were used to examine the effectiveness of the proposed approach, which was confirmed by the experimental results.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>Our results show that VR sickness significantly decreased when a new approach was applied to VR content (in all cases, <italic>P</italic>&#60;.05).</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>From our results, it was confirmed that VR sickness could be measured without wearing additional equipment, and its reduction method could be applied in real time in accordance with the user’s condition by the proposed approach in this paper.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>virtual reality</kwd>
        <kwd>VR</kwd>
        <kwd>VR sickness</kwd>
        <kwd>VR sickness reduction method</kwd>
        <kwd>simulator sickness questionnaire</kwd>
        <kwd>SSQ, visual guide</kwd>
        <kwd>field of view</kwd>
        <kwd>serious game</kwd>
        <kwd>VR sickness reduction</kwd>
        <kwd>VR content</kwd>
        <kwd>technology</kwd>
        <kwd>digital health</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <p>Recently, technology that provides virtual reality (VR) content based on streaming services (such as YouTube VR, Netflix, etc) have been rapidly developed. Users of head-mounted displays (HMDs) are also increasing, and according to ResearchAndMarkets.com [<xref ref-type="bibr" rid="ref1">1</xref>], the global HMD market is expected to grow by more than US $36 billion by 2026. However, VR sickness that occurs while the user watches VR content wearing an HMD does not have a positive effect on the proliferation of VR content. To solve this problem, research in the following 3 directions is being conducted.</p>
      <p>The first direction is the identification of the cause of VR sickness. Several studies confirmed that speed [<xref ref-type="bibr" rid="ref2">2</xref>], watching time [<xref ref-type="bibr" rid="ref3">3</xref>], pitch, and roll rotation [<xref ref-type="bibr" rid="ref4">4</xref>] affect VR sickness. Another study confirmed that the level of VR sickness varies depending on gender [<xref ref-type="bibr" rid="ref5">5</xref>]. In addition, studies [<xref ref-type="bibr" rid="ref6">6</xref>-<xref ref-type="bibr" rid="ref8">8</xref>] were conducted to confirm the correlation between VR sickness and VR content’s elements, devices, and human factors.</p>
      <p>The second direction is the derivation of the VR sickness measurement method. VR sickness measurement methods are divided into subjective and objective methods. Subjective methods were conducted through a survey such as simulator sickness questionnaires (SSQs) [<xref ref-type="bibr" rid="ref9">9</xref>-<xref ref-type="bibr" rid="ref11">11</xref>], the Motion Sickness Susceptibility Questionnaire (MSSQ) [<xref ref-type="bibr" rid="ref12">12</xref>], Game Experience Questionnaire [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref14">14</xref>], Immersive Tendencies Questionnaire, and Presence Questionnaire [<xref ref-type="bibr" rid="ref14">14</xref>]. Furthermore, in the objective method, studies were conducted to predict VR sickness using biological signals such as an electrocardiograms, electrodermal activity, electrooculogram, and breathing [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref15">15</xref>]. However, it is difficult to apply a VR sickness measurement method using biological signals to general users because additional equipment should be used. Furthermore, subjective measurement methods require surveys, and it is difficult to measure VR sickness in real time while VR content is being played.</p>
      <p>The third direction is the derivation of VR sickness reduction methods. According to Singla et al [<xref ref-type="bibr" rid="ref16">16</xref>] who conducted VR sickness reduction studies in terms of hardware, it was confirmed that HTC Vive provides an environment with a lower level of VR sickness than Oculus Rift. However, it is difficult to conclude that specific hardware is more effective in reducing VR sickness because new HMDs are constantly being developed. Therefore, studies are being conducted to reduce VR sickness in terms of content. A study was conducted to reduce VR sickness using the visual effects of VR content [<xref ref-type="bibr" rid="ref17">17</xref>], and other studies have attempted to reduce VR sickness by applying a virtual human nose as an earth-fixed grid to the VR content [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref19">19</xref>]. A virtual human nose technique features the tip of a nose being fixed at the center-bottom of a VR user’s view, acting as a rest-frame, which the brain can use to make natural spatial adjustments, thus reducing simulator sickness [<xref ref-type="bibr" rid="ref18">18</xref>]. In addition, “Virtual Guiding Avatar” [<xref ref-type="bibr" rid="ref20">20</xref>] combines various motion attributes with an independent visual background and Dynamic field of view (FOV) modification technology [<xref ref-type="bibr" rid="ref21">21</xref>], which partially limits the user’s FOV developed to reduce VR sickness. However, the above methods are only applied in advance in the content development step but do not apply VR sickness reduction methods in real time to suit the user’s condition while VR content is being played.</p>
      <p>As such, few studies have attempted to reduce VR sickness that occurs while the user watches VR content wearing an HMD in real time. Therefore, a new approach is proposed to measure and reduce VR sickness that occurs while the user watches VR content while wearing an HMD in real time. The proposed approach uses the VR sickness response, which is the result of the direct response of VR sickness that occurs while the user watches VR content wearing an HMD. Three methods that are known to be effective in reducing VR sickness have been used to examine the effectiveness of the proposed approach, which is confirmed by the experimental results. Furthermore, based on our results, the effect of the new approach for real-time VR sickness reduction and the effect of the VR sickness response are discussed.</p>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>A New Approach for VR Sickness Measurement and Reduction</title>
        <p>This section describes a new approach for real-time VR sickness reduction. In the proposed approach, when VR sickness occurs while the user watches VR content wearing an HMD, the user clicks a button to directly express the VR sickness responses. In this paper, the response directly expressed by the user is defined as the “VR sickness response.” <xref rid="figure1" ref-type="fig">Figure 1</xref> shows a conceptual diagram of a new approach proposed to reduce VR sickness in real time. Users click a button when they experience VR sickness while wearing an HMD and watching VR content, and the sum of clicks becomes the VR sickness response. Then, the VR sickness reduction method is applied in accordance with the value of the VR sickness response. The following rules show how to apply a VR sickness reduction method in accordance with the VR sickness response:</p>
        <disp-formula>
          <graphic xlink:href="games_v10i3e36397_fig11.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </disp-formula>
        <p>For example, if the VR sickness response is equal to or greater than the threshold (α in the equation) within a certain the time interval (β in the equation), the VR sickness reduction method is applied. Furthermore, if the VR sickness response is less than the threshold (α in the equation) during a certain the time interval (β in the equation) while the VR sickness reduction method is applied, the VR sickness reduction method is not applied. The parameters required to apply the proposed approach, the time interval, and threshold are derived from a preliminary experiment as shown in <xref rid="figure2" ref-type="fig">Figure 2</xref>.</p>
        <p>The subject clicks a button when he/she experiences VR sickness while watching VR content. In addition, whether the subject clicked the button every 1 second is saved (clicked, 1; nonclicked, 0). For example, if video playtime is a total of 60 seconds, 60 of the data points expressed as 0 or 1 are saved. Using this data set, the time interval and threshold are determined by the following 4 steps.</p>
        <p>First, the sections of VR content are evenly divided in accordance with the time interval of several cases (eg, the time interval=5, 10, 15…n). Second, the average of the subject’s VR sickness response in the evenly divided sections for each case is calculated. Third, the maximum and minimum values are selected from each case’s average, and the difference is calculated. Finally, the time interval of the case with the smallest difference between the maximum and minimum values is set as the time interval of the proposed approach, and the same case’s average VR sickness response is set as the threshold.</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>A conceptual diagram of a new approach proposed to reduce virtual reality (VR) sickness in real time. HMD: head-mounted display.</p>
          </caption>
          <graphic xlink:href="games_v10i3e36397_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <fig id="figure2" position="float">
          <label>Figure 2</label>
          <caption>
            <p>The Procedure for deriving the time interval and threshold. VR: virtual reality.</p>
          </caption>
          <graphic xlink:href="games_v10i3e36397_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Experiments</title>
        <p>This section describes the experimental method for confirming the effectiveness of the proposed new approach to reducing VR sickness in real time. The experiment was conducted on 40 subjects (20 male and 20 female) in their 20s and 30s. In addition, as shown in <xref rid="figure3" ref-type="fig">Figure 3</xref>, a 3D VR space flight video was selected as the original VR content and it was named M0.</p>
        <p>A view of original VR content is changed in accordance with the subject’s head movement (<xref rid="figure3" ref-type="fig">Figure 3</xref>B, which transitions to <xref rid="figure3" ref-type="fig">Figures 3</xref>A and 3C according to the head movement). Original VR content made subjects move the 3D space along a predetermined path for 60 seconds. In addition, acceleration, deceleration, and rotation (yaw, pitch, and roll) of the camera were applied to cause VR sickness. As shown in <xref rid="figure4" ref-type="fig">Figure 4</xref>, subjects watched VR content using HTC Vive Pro Eye, and they clicked the Xbox controller button to express their response to VR sickness in real time.</p>
        <p>First, a preliminary experiment was conducted to derive the parameters of the proposed new approach (the time interval and threshold). In the preliminary experiment, VR sickness responses and SSQ for 40 subjects were measured. <xref rid="figure5" ref-type="fig">Figure 5</xref> shows the time interval and threshold derived by the preliminary experiment. The original VR content used in the prior experiment were divided into a total of 4 cases in accordance with the time interval as shown in <xref rid="figure5" ref-type="fig">Figure 5</xref>A (the time interval of case 1 was 5 seconds; case 2, 10 seconds; case 3, 15 seconds; and case 3, 20 seconds). Then, in each case, the VR sickness response average value in the divided section was derived as shown in <xref rid="figure5" ref-type="fig">Figure 5</xref>B. As a result, the time interval of case 3, with the smallest difference between the maximum and minimum values of VR sickness response, was derived as the time interval of the proposed approach (time interval=15 seconds). In addition, the average value of VR sickness response in case 3 was derived as the threshold (threshold=3). After the parameters were derived, the VR sickness reduction method to be used in the proposed approach was selected. To this end, VR sickness reduction methods known to be effective were referred. Visual guide was a visual element that induces gaze movement and is known to be effective in reducing VR sickness [<xref ref-type="bibr" rid="ref21">21</xref>]. In addition, it was known that the effect of VR sickness reduction is higher as the FOV decreases [<xref ref-type="bibr" rid="ref22">22</xref>]. As a result, as shown in <xref ref-type="table" rid="table1">Table 1</xref>, a total of 3 VR sickness reduction methods were designed to be used in the proposed approach to reduce VR sickness in real time, and each method was named M1, M2, and M3.</p>
        <p>The first VR sickness reduction method (M1) was applied with the visual guide, which had a 30% size of aspect ratio, and a position synchronized with the direction of the user’s head movement. The second VR sickness reduction method (M2) applied the FOV that had a size of 90° and a position synchronized with the direction of the user’s head movement.</p>
        <p>When M2 is applied, if the subject moves their head from the center to the left of the screen, the FOV is limited on the basis of the left side of the screen.</p>
        <p>The third VR sickness reduction method (M3) was applied, the FOV which had a size of 90° and a position synchronized to the direction of the user’s gaze movement. When M3 is applied, if the subject moves their gaze from the center to the left of the screen, the FOV is limited on the basis of the left side of the screen.</p>
        <p><xref rid="figure6" ref-type="fig">Figure 6</xref> shows examples of the VR sickness reduction methods to be used in the proposed new approach.</p>
        <p>The experiment was performed using the protocol shown in <xref rid="figure7" ref-type="fig">Figure 7</xref> for 3 VR sickness methods (M1-M3). The subject responded to MSSQ and SSQ before the experiment, and after wearing the HMD, calibration was performed for eye tracking. The experiment was conducted for a total of 35 min, and each of the methods (M1-M3) was randomly followed to ensure reliability. The subject’s real-time VR sickness response was measured with respect to those 3 methods while watching VR content.</p>
        <p>During the experiment, if the VR sickness response is measured more than 3 times within 15 seconds, the aforementioned 3 methods are applied.</p>
        <p>Furthermore, the VR sickness reduction method is applied during the time interval, and if the VR sickness response is less than the threshold after the time interval, the method is discontinued.</p>
        <p>After watching each VR content, subjects had time to respond to an SSQ and a questionnaire on fatigue and immersion; then, they had a period of rest to lower the level of VR sickness.</p>
        <fig id="figure3" position="float">
          <label>Figure 3</label>
          <caption>
            <p>An example of the original virtual reality content: (A) and (C) are views changed in accordance with the user's head movement and (B) depicts the front view.</p>
          </caption>
          <graphic xlink:href="games_v10i3e36397_fig3.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <fig id="figure4" position="float">
          <label>Figure 4</label>
          <caption>
            <p>Experimental environment. HMD: head-mounted display; VR: virtual reality.</p>
          </caption>
          <graphic xlink:href="games_v10i3e36397_fig4.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <fig id="figure5" position="float">
          <label>Figure 5</label>
          <caption>
            <p>The time interval and threshold derived by the preliminary experiment: (A) are four cases of the preliminary experiment according to the time interval and (B) are the result of the preliminary experiment.</p>
          </caption>
          <graphic xlink:href="games_v10i3e36397_fig5.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Three virtual reality sickness reduction methods were used for the proposed approach.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="170"/>
            <col width="220"/>
            <col width="610"/>
            <thead>
              <tr valign="top">
                <td>Method</td>
                <td>Feature</td>
                <td>Property</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>M1</td>
                <td>Visual guide 1</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Size: 30% of aspect ratio</p>
                    </list-item>
                    <list-item>
                      <p>Position: movement with the direction of head movement</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>M2</td>
                <td>Field of view 1</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Size: 90°</p>
                    </list-item>
                    <list-item>
                      <p>Position: movement with the direction of head movement</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>M3</td>
                <td>Field of view 2</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Size: 90°</p>
                    </list-item>
                    <list-item>
                      <p>Position: movement with eye tracking (every second)</p>
                    </list-item>
                  </list>
                </td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <fig id="figure6" position="float">
          <label>Figure 6</label>
          <caption>
            <p>Examples of the virtual reality (VR) sickness reduction methods to be used in the proposed new approach (where, M0 is original VR content).</p>
          </caption>
          <graphic xlink:href="games_v10i3e36397_fig6.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <fig id="figure7" position="float">
          <label>Figure 7</label>
          <caption>
            <p>The experimental protocol. SSQ: simulator sickness questionnaire; VR: virtual reality.</p>
          </caption>
          <graphic xlink:href="games_v10i3e36397_fig7.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Ethics Approval</title>
        <p>This study was approved by the institutional review board of Korea University of Technology and Education (approval 19090401).</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <p>This section describes the experimental results for confirming the effectiveness of the proposed new approach. In total, 26 out of 40 subjects did not experience VR sickness; hence, VR sickness reduction methods were not applied, and results based on 14 subjects who experienced VR sickness were analyzed. First, the SSQ scores of M0 and those of M1 to M3 were compared using a paired <italic>t</italic> test (2-tailed). As a result of the analysis, when VR sickness reduction methods (M1-M3) were used, the scores of nausea, oculomotor discomfort, and disorientation were significantly reduced (for all, <italic>P</italic>&#60;.05).</p>
      <p>The lowest SSQ score was observed in M2 and those of M1 and M3 were similar. <xref ref-type="table" rid="table2">Table 2</xref> shows the results of VR sickness reduction in accordance with the SSQ score. <xref rid="figure8" ref-type="fig">Figure 8</xref> shows the SSQ scores of the VR sickness reduction methods.</p>
      <p>Furthermore, the VR sickness response of M0 and that of M1 to M3 were compared using a paired <italic>t</italic> test. All of the VR sickness reduction methods (M1-M3) showed significant VR sickness reduction.</p>
      <p>Similar to the results of the SSQ scores, the lowest result was observed in M2, and the results of M1 and M3 were similar.</p>
      <p><xref ref-type="table" rid="table3">Table 3</xref> shows the results of VR sickness reduction based on the VR sickness response. <xref rid="figure9" ref-type="fig">Figure 9</xref> shows the VR sickness response to the methods.</p>
      <p>Finally, from the results of the fatigue and immersion questionnaire, it was confirmed that M3 caused the most fatigue and simultaneously caused the lowest level of immersion. <xref ref-type="table" rid="table4">Table 4</xref> shows the questionnaire results for fatigue and immersion. <xref rid="figure10" ref-type="fig">Figure 10</xref> shows the questionnaire score for fatigue and immersion.</p>
      <table-wrap position="float" id="table2">
        <label>Table 2</label>
        <caption>
          <p>The results of virtual reality sickness reduction method based on the simulator sickness questionnaire score.</p>
        </caption>
        <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
          <col width="80"/>
          <col width="70"/>
          <col width="90"/>
          <col width="70"/>
          <col width="0"/>
          <col width="70"/>
          <col width="90"/>
          <col width="70"/>
          <col width="0"/>
          <col width="70"/>
          <col width="90"/>
          <col width="70"/>
          <col width="0"/>
          <col width="70"/>
          <col width="90"/>
          <col width="70"/>
          <thead>
            <tr valign="top">
              <td>Method</td>
              <td colspan="4">Nausea</td>
              <td colspan="4">Oculomotor discomfort</td>
              <td colspan="4">Disorientation</td>
              <td colspan="3">Total score</td>
            </tr>
            <tr valign="top">
              <td>
                <break/>
              </td>
              <td>Score</td>
              <td><italic>t</italic> test (<italic>df</italic>)</td>
              <td><italic>P</italic> value</td>
              <td colspan="2">Score</td>
              <td><italic>t</italic> test (<italic>df</italic>)</td>
              <td><italic>P</italic> value</td>
              <td colspan="2">Score</td>
              <td><italic>t</italic> test (<italic>df</italic>)</td>
              <td><italic>P</italic> value</td>
              <td colspan="2">Score</td>
              <td><italic>t</italic> test (<italic>df</italic>)</td>
              <td><italic>P</italic> value</td>
            </tr>
          </thead>
          <tbody>
            <tr valign="top">
              <td>M0</td>
              <td>47.02</td>
              <td>—<sup>a</sup></td>
              <td>N/A<sup>b</sup></td>
              <td colspan="2">44.40</td>
              <td>—</td>
              <td>N/A</td>
              <td colspan="2">79.54</td>
              <td>—</td>
              <td>N/A</td>
              <td colspan="2">61.71</td>
              <td>—</td>
              <td>N/A</td>
            </tr>
            <tr valign="top">
              <td>M1</td>
              <td>22.49</td>
              <td>2.917<sup>c</sup> (13)</td>
              <td>.01</td>
              <td colspan="2">21.66</td>
              <td>3.261<sup>d</sup> (13)</td>
              <td>.006</td>
              <td colspan="2">26.85</td>
              <td>3.241<sup>d</sup> (13)</td>
              <td>.006</td>
              <td colspan="2">26.71</td>
              <td>3.230<sup>d</sup> (13)</td>
              <td>.007</td>
            </tr>
            <tr valign="top">
              <td>M2</td>
              <td>15.67</td>
              <td>3.175<sup>b</sup> (13)</td>
              <td>.007</td>
              <td colspan="2">17.87</td>
              <td>3.430<sup>d</sup> (13)</td>
              <td>.004</td>
              <td colspan="2">22.87</td>
              <td>3.277<sup>d</sup> (13)</td>
              <td>.006</td>
              <td colspan="2">21.10</td>
              <td>3.378<sup>d</sup> (13)</td>
              <td>.005</td>
            </tr>
            <tr valign="top">
              <td>M3</td>
              <td>20.44</td>
              <td>2.385<sup>c</sup> (13)</td>
              <td>.03</td>
              <td colspan="2">23.28</td>
              <td>2.668<sup>c</sup> (13)</td>
              <td>.02</td>
              <td colspan="2">26.85</td>
              <td>3.061<sup>d</sup> (13)</td>
              <td>.009</td>
              <td colspan="2">26.71</td>
              <td>2.766<sup>c</sup> (13)</td>
              <td>.02</td>
            </tr>
          </tbody>
        </table>
        <table-wrap-foot>
          <fn id="table2fn1">
            <p><sup>a</sup>Not determined.</p>
          </fn>
          <fn id="table2fn2">
            <p><sup>b</sup>N/A: not applicable.</p>
          </fn>
          <fn id="table2fn3">
            <p><sup>c</sup>Significant at <italic>P</italic>&#60;.05.</p>
          </fn>
          <fn id="table2fn4">
            <p><sup>d</sup>Significant at <italic>P</italic>&#60;.01.</p>
          </fn>
        </table-wrap-foot>
      </table-wrap>
      <fig id="figure8" position="float">
        <label>Figure 8</label>
        <caption>
          <p>The simulator sickness questionnaire (SSQ) score of virtual reality (VR) sickness reduction methods (M).</p>
        </caption>
        <graphic xlink:href="games_v10i3e36397_fig8.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
      </fig>
      <table-wrap position="float" id="table3">
        <label>Table 3</label>
        <caption>
          <p>The results of virtual reality (VR) sickness reduction based on the VR sickness response.</p>
        </caption>
        <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
          <col width="280"/>
          <col width="240"/>
          <col width="240"/>
          <col width="240"/>
          <thead>
            <tr valign="top">
              <td>Real-time VR sickness measurement</td>
              <td>Score</td>
              <td><italic>t</italic> test (<italic>df</italic>)</td>
              <td><italic>P</italic> value</td>
            </tr>
          </thead>
          <tbody>
            <tr valign="top">
              <td>M0</td>
              <td>3.53</td>
              <td>—<sup>a</sup></td>
              <td>N/A<sup>b</sup></td>
            </tr>
            <tr valign="top">
              <td>M1</td>
              <td>1.66</td>
              <td>4.988 (13)</td>
              <td>&#60;.001</td>
            </tr>
            <tr valign="top">
              <td>M2</td>
              <td>1.55</td>
              <td>3.706 (13)</td>
              <td>.003</td>
            </tr>
            <tr valign="top">
              <td>M3</td>
              <td>1.67</td>
              <td>4.645 (13)</td>
              <td>&#60;.001</td>
            </tr>
          </tbody>
        </table>
        <table-wrap-foot>
          <fn id="table3fn1">
            <p><sup>a</sup>Not determined.</p>
          </fn>
          <fn id="table3fn2">
            <p><sup>b</sup>N/A: not applicable.</p>
          </fn>
        </table-wrap-foot>
      </table-wrap>
      <fig id="figure9" position="float">
        <label>Figure 9</label>
        <caption>
          <p>The average score of the virtual reality (VR) sickness response for the VR sickness reduction methods (M).</p>
        </caption>
        <graphic xlink:href="games_v10i3e36397_fig9.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
      </fig>
      <table-wrap position="float" id="table4">
        <label>Table 4</label>
        <caption>
          <p>The questionnaire results for fatigue and immersion.</p>
        </caption>
        <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
          <col width="300"/>
          <col width="350"/>
          <col width="350"/>
          <thead>
            <tr valign="top">
              <td>Methods</td>
              <td>Fatigue</td>
              <td>Immersion</td>
            </tr>
          </thead>
          <tbody>
            <tr valign="top">
              <td>M1</td>
              <td>2.00</td>
              <td>5.28</td>
            </tr>
            <tr valign="top">
              <td>M2</td>
              <td>1.92</td>
              <td>5.71</td>
            </tr>
            <tr valign="top">
              <td>M3</td>
              <td>2.42</td>
              <td>4.71</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <fig id="figure10" position="float">
        <label>Figure 10</label>
        <caption>
          <p>The questionnaire score for fatigue and immersion. VR: virtual reality. M: VR sickness reduction methods.</p>
        </caption>
        <graphic xlink:href="games_v10i3e36397_fig10.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
      </fig>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <p>In this study, a new approach was proposed to reduce VR sickness in real time. The proposed approach used the VR sickness response, which is the result of the direct response of VR sickness that occurs while the user watches VR content wearing an HMD. Parameters necessary for the proposed approach were derived through preliminary experiments, and experiments were conducted to verify the effect of reducing VR sickness.</p>
      <p>In addition, an experiment was conducted to confirm the effectiveness of the proposed approach, and from the experimental results, the following conclusions were drawn: (1) the methods (M1-M3) used previously [<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref22">22</xref>] were effective in reducing VR sickness; (2) the VR sickness response can indicate the user’s VR sickness condition from the result that the subject’s VR sickness response and SSQ score have a similar pattern; (3) a new approach to providing a VR sickness reduction method based on the VR sickness response was significant; and (4) the VR sickness reduction method synchronized with gaze movement, which caused fatigue and reduced immersion.</p>
      <p>From our results, it was confirmed that VR sickness could be measured without wearing equipment, and the VR sickness reduction method could be applied in real time in accordance with the user’s condition by the approach proposed in this paper. The proposed approach is expected to contribute to the spread of VR content by being applied to content streaming services.</p>
      <p>This study has 2 limitations. First, a single type of VR content was used in the experiment; therefore, experiments using various types of VR content are needed to supplement the limitation. Second, the proposed method was applied after the user’s VR sickness occurred; hence, further studies attempting to predict and reduce VR sickness are required.</p>
    </sec>
  </body>
  <back>
    <app-group/>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">FOV</term>
          <def>
            <p>field of view</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">HMD</term>
          <def>
            <p>head-mounted display</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">MSSQ</term>
          <def>
            <p>Motion Sickness Susceptibility Questionnaire</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">SSQ</term>
          <def>
            <p>simulator sickness questionnaire</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">VR</term>
          <def>
            <p>virtual reality</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>This work was supported by the National Research Foundation of Korea grant funded by the Korea government (grant NRF-2020R1F1A1076114). This study was partially supported by the Education and Research Promotion Program of the Korea University of Technology and Education in 2021.</p>
    </ack>
    <fn-group>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
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